chore: remove orphaned SPEC.md and TASKS.md

Both files lived at the repo root as pre-plugin-layout artifacts. On
current main neither is referenced from README, SKILL.md, AGENTS.md,
CHANGELOG, or docs/ — no inbound links to break by removing. Git history
preserves the content for anyone who needs to dig it up.

Closes #352, #353. The PRs by @dinakars777 correctly flagged the drift;
deletion is the cleaner resolution than annotating them as historical.

.agents/plugins/marketplace.json

@@ -0,0 +1,20 @@
+{
+  "name": "last30days-skill",
+  "interface": {
+    "displayName": "Last 30 Days"
+  },
+  "plugins": [
+    {
+      "name": "last30days",
+      "source": {
+        "source": "local",
+        "path": "./"
+      },
+      "policy": {
+        "installation": "AVAILABLE",
+        "authentication": "ON_INSTALL"
+      },
+      "category": "Research"
+    }
+  ]
+}

.claude-plugin/marketplace.json

@@ -1,18 +1,24 @@
 {
-  "$schema": "https://anthropic.com/claude-code/marketplace.schema.json",
-  "name": "last30days",
+  "name": "last30days-skill",
   "owner": {
-    "name": "mvanhorn",
+    "name": "Matt Van Horn",
     "url": "https://github.com/mvanhorn"
   },
   "metadata": {
-    "description": "Research any topic from the last 30 days across Reddit, X, YouTube, and the web",
-    "version": "2.1.0"
+    "description": "Marketplace hosting the Last 30 Days research plugin."
   },
   "plugins": [
     {
       "name": "last30days",
-      "source": "./"
+      "description": "Research any topic across Reddit, X, YouTube, TikTok, Instagram, Hacker News, Polymarket, GitHub, and 5+ more sources. AI agent scores by upvotes, likes, and real money - not editors.",
+      "version": "3.2.4",
+      "author": {
+        "name": "Matt Van Horn",
+        "url": "https://github.com/mvanhorn"
+      },
+      "source": "./",
+      "category": "productivity",
+      "homepage": "https://github.com/mvanhorn/last30days-skill"
     }
   ]
 }

.claude-plugin/plugin.json

@@ -1,12 +1,14 @@
 {
   "name": "last30days",
-  "description": "Research any topic from the last 30 days across Reddit, X, YouTube, and the web",
-  "version": "2.1.0",
+  "version": "3.2.4",
+  "description": "Research any topic across Reddit, X, YouTube, TikTok, Instagram, Hacker News, Polymarket, GitHub, and 5+ more sources. AI agent scores by upvotes, likes, and real money - not editors.",
   "author": {
-    "name": "mvanhorn"
+    "name": "Matt Van Horn",
+    "email": "mvanhorn@gmail.com",
+    "url": "https://github.com/mvanhorn"
   },
+  "homepage": "https://github.com/mvanhorn/last30days-skill",
   "repository": "https://github.com/mvanhorn/last30days-skill",
   "license": "MIT",
-  "keywords": ["research", "reddit", "twitter", "x", "youtube", "trends", "prompts"],
-  "skills": ["./"]
+  "keywords": ["research", "reddit", "twitter", "youtube", "tiktok", "instagram", "trends", "prompts", "polymarket", "github", "perplexity", "threads", "pinterest", "eli5", "hacker-news"]
 }

.clawhubignore

@@ -0,0 +1,18 @@
+# Exclude binary assets and dev/test artifacts from ClawHub bundle
+assets/
+docs/
+fixtures/
+tests/
+plans/
+agents/
+variants/
+release-notes.md
+SPEC.md
+TASKS.md
+SKILL-original.md
+*.jsonl
+*.mp3
+*.jpeg
+*.jpg
+*.png
+*.gif

.gitattributes

@@ -0,0 +1,46 @@
+# Exclude non-runtime files from `git archive` output.
+# Used by skills/last30days/scripts/build-skill.sh to produce a
+# claude.ai-upload-ready .skill file from the canonical skills/last30days tree.
+# See docs/plans/2026-04-14-001-fix-skill-upload-200-file-limit-plan.md.
+
+# Anthropic canonical skill-packaging excludes
+# (mirrors anthropics/skills/skills/skill-creator/scripts/package_skill.py)
+__pycache__/   export-ignore
+node_modules/  export-ignore
+*.pyc          export-ignore
+.DS_Store      export-ignore
+evals/         export-ignore
+
+# Dev, docs, test, and media - not needed at skill runtime
+tests/         export-ignore
+docs/          export-ignore
+fixtures/      export-ignore
+assets/        export-ignore
+
+# NOTE: skills/ and .claude-plugin/ are NOT export-ignored here because
+# Claude Code's /plugin install fetches this same git archive tarball.
+# Removing those from the archive (as v3.0.1 did) silently breaks installs.
+# claude.ai-bundle-specific exclusions live in scripts/build-skill.sh.
+
+# Historical + repo-only manifests
+SKILL-original.md  export-ignore
+SPEC.md            export-ignore
+TASKS.md           export-ignore
+test-run.log       export-ignore
+CONTRIBUTORS.md    export-ignore
+HERMES_SETUP.md    export-ignore
+release-notes.md   export-ignore
+CHANGELOG.md       export-ignore
+uv.lock            export-ignore
+
+# Platform adapters are kept in git archives because Claude Code and Codex
+# plugin installs use the same repository archive as their source payload.
+.hermes-plugin/  export-ignore
+
+# CI workflows - repo-only, not needed at skill runtime
+.github/         export-ignore
+
+# Build config itself
+.clawhubignore  export-ignore
+.gitignore      export-ignore
+.gitattributes  export-ignore

.github/ISSUE_TEMPLATE/bug_report.yml

@@ -0,0 +1,53 @@
+name: Bug Report
+description: Report a bug or unexpected behavior
+labels: [bug]
+body:
+  - type: textarea
+    id: summary
+    attributes:
+      label: Summary
+      description: What happened?
+      placeholder: Describe the bug in 1-2 sentences.
+    validations:
+      required: true
+  - type: textarea
+    id: repro
+    attributes:
+      label: Steps to Reproduce
+      description: How can we reproduce this?
+      placeholder: |
+        1. Run `python3 scripts/last30days.py "topic" --emit compact`
+        2. ...
+    validations:
+      required: true
+  - type: textarea
+    id: expected
+    attributes:
+      label: Expected Behavior
+      description: What should have happened?
+    validations:
+      required: true
+  - type: textarea
+    id: traceback
+    attributes:
+      label: Error / Traceback
+      description: Paste the full traceback or error output.
+      render: text
+  - type: dropdown
+    id: install
+    attributes:
+      label: Install Method
+      options:
+        - Claude Code plugin
+        - Gemini CLI extension
+        - Codex plugin
+        - Hermes skill
+        - Manual (git clone)
+        - Other
+    validations:
+      required: true
+  - type: input
+    id: os
+    attributes:
+      label: OS
+      placeholder: macOS 15.4, Ubuntu 24.04, Windows 11, etc.

.github/ISSUE_TEMPLATE/feature_request.yml

@@ -0,0 +1,24 @@
+name: Feature Request
+description: Suggest a new feature or improvement
+labels: [enhancement]
+body:
+  - type: textarea
+    id: problem
+    attributes:
+      label: Problem
+      description: What problem does this solve?
+      placeholder: When I try to ..., I can't ...
+    validations:
+      required: true
+  - type: textarea
+    id: solution
+    attributes:
+      label: Proposed Solution
+      description: How should this work?
+    validations:
+      required: true
+  - type: textarea
+    id: alternatives
+    attributes:
+      label: Alternatives Considered
+      description: Other approaches you thought of (optional).

.github/PULL_REQUEST_TEMPLATE.md

@@ -0,0 +1,19 @@
+## Summary
+
+<!-- What does this PR do? 1-3 sentences. -->
+
+## Changes
+
+<!-- Bullet list of what changed. Reference files if helpful. -->
+
+-
+
+## Testing
+
+<!-- How did you verify this works? -->
+
+- [ ] Ran `uv run python -m pytest -q --tb=short`
+
+## Related Issues
+
+<!-- Link issues: Fixes #123 or Relates to #456 -->

.github/workflows/release.yml

@@ -0,0 +1,31 @@
+name: Release
+
+on:
+  push:
+    tags:
+      - "v*"
+
+permissions:
+  contents: write
+
+jobs:
+  build-and-release:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      - name: Build .skill artifact
+        run: |
+          bash skills/last30days/scripts/build-skill.sh
+          test -f dist/last30days.skill
+
+      - name: Create GitHub release
+        uses: softprops/action-gh-release@v2
+        with:
+          files: dist/last30days.skill
+          generate_release_notes: true
+          draft: false
+          prerelease: false

.github/workflows/security.yml

@@ -0,0 +1,67 @@
+name: Security
+
+on:
+  pull_request:
+  push:
+    branches:
+      - main
+  workflow_dispatch:
+
+permissions:
+  contents: read
+
+jobs:
+  dependency-audit:
+    name: Dependency audit
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+
+      - name: Set up Python
+        run: uv python install 3.12
+
+      - name: Export locked dependency set
+        run: |
+          uv export \
+            --locked \
+            --all-groups \
+            --no-hashes \
+            --format requirements.txt \
+            --output-file /tmp/last30days-requirements.txt
+
+      # Advisory-first: visibility before enforcement. This repo handles API keys,
+      # cookies, browser tokens, and local env files, so dependency CVEs should be
+      # visible in CI logs even before the project has a clean blocking baseline.
+      # Set continue-on-error: false once a clean baseline run is confirmed.
+      - name: Run pip-audit against locked dependencies
+        continue-on-error: true
+        run: uvx --python 3.12 pip-audit -r /tmp/last30days-requirements.txt --progress-spinner=off
+
+  secret-scan:
+    name: Secret scan
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout full history for diff-aware scanning
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+
+      # Advisory-first: this reports verified secrets in pull requests and pushes to
+      # main, but does not block merges until maintainers confirm a clean baseline.
+      # The TruffleHog action automatically scans the PR range for pull_request
+      # events and the pushed commit range for push events.
+      # Set continue-on-error: false once a clean baseline run is confirmed.
+      # Contributor policy: never commit real secrets in fixtures, tests, docs, or
+      # examples; use obvious dummy values and env-based auth patterns instead.
+      - name: Run TruffleHog OSS secret scan
+        if: github.event_name == 'pull_request' || github.event_name == 'push' || github.event_name == 'workflow_dispatch'
+        uses: trufflesecurity/trufflehog@v3.95.2
+        continue-on-error: true
+        with:
+          path: ./
+          version: v3.95.2
+          extra_args: --only-verified

.github/workflows/validate.yml

@@ -0,0 +1,26 @@
+name: Validate
+
+on:
+  pull_request:
+  push:
+    branches:
+      - main
+
+permissions:
+  contents: read
+
+jobs:
+  tests:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+
+      - name: Set up Python
+        run: uv python install 3.12
+
+      - name: Run test suite
+        run: uv run pytest

.gitignore

@@ -14,3 +14,17 @@ variants/open/references/research.md
 .entire/
 __pycache__/
 *.pyc
+mise.toml
+.memsearch/
+.venv/
+.coverage
+htmlcov/
+
+# Root vendor/ is accidental - real vendored client lives at scripts/lib/vendor/bird-search/
+/vendor/
+
+# build artifact from scripts/build-skill.sh
+/dist/
+
+# Internal planning docs (ce:plan output) — keep local, don't publish
+docs/plans/

AGENTS.md

@@ -0,0 +1,38 @@
+# last30days Skill
+
+Agent Skills package for researching any topic across Reddit, X, YouTube, and web. Installable across Claude Code (most common host), Codex, Cursor, GitHub Copilot, Gemini CLI, and 50+ other [Agent Skills](https://agentskills.io) hosts. Python scripts with multi-source search aggregation.
+
+## Structure
+- `skills/last30days/SKILL.md` — canonical skill definition
+- `skills/last30days/scripts/last30days.py` — main research engine
+- `skills/last30days/scripts/lib/` — search, enrichment, rendering modules
+- `skills/last30days/scripts/lib/vendor/bird-search/` — vendored X search client
+- `docs/solutions/` — documented solutions to past problems (bugs, best practices, workflow patterns), organized by category with YAML frontmatter (`module`, `tags`, `problem_type`)
+- `CONCEPTS.md` — shared domain vocabulary (Skill, Engine, Harness, Beta channel) — relevant when orienting to the codebase or discussing project terminology
+
+## Orientation
+- This is an Agent Skills package, not a CLI tool. The product is the slash-command-invoked skill (`/last30days <topic>` in most harnesses); `scripts/last30days.py` is implementation. Claude Code is the most common host but not the only one — features must work across every harness the skill installs into.
+- Feature design starts from the slash-command UX. A new engine flag with no SKILL.md integration is incomplete — the model invoking the skill won't know the flag exists.
+- README and PR examples show `/last30days <topic>` first. Direct CLI invocation (`python3 scripts/last30days.py ...`) is a fallback for scripting, cron, and dev-time engine testing; label it as such, never as the primary path.
+- Slash commands don't pass shell mechanics through. `/last30days OpenClaw --emit=html | pbcopy` is invalid in any harness — either use the slash form (no flags or pipes; let the model translate user intent into engine flags) or use the direct CLI form (full `python3 ...` with explicit flags and a real shell).
+
+## Commands
+```bash
+# Dev/fallback: direct engine invocation (scripting, cron, or engine testing only)
+python3 skills/last30days/scripts/last30days.py "test query" --emit=compact
+npx skills add . -g -y   # one-time: symlink this repo into every detected harness's skill dir
+
+## Rules
+- `lib/__init__.py` must be bare package marker (comment only, NO eager imports)
+- One-time setup: `npx skills add . -g -y` creates symlinks from each detected harness's skill dir to this repo. Edits in the working tree propagate live to every harness — no re-deploy step needed.
+- Git remote: origin = public (`mvanhorn/last30days-skill`)
+
+## Security hygiene
+- Never commit real API keys, browser cookies, auth tokens, app passwords, access tokens, or `.env` contents.
+- Use the env-based auth patterns in `skills/last30days/scripts/lib/env.py`; tests and fixtures must use obvious dummy values only.
+- Keep examples safe by redacting secrets and avoiding copy/pasteable live credentials in docs, fixtures, and test data.
+- Do not weaken or disable the advisory security workflow (`.github/workflows/security.yml`) without explaining why in the PR description or review thread.
+
+## Beta channel
+
+Experimental changes get tested on `mvanhorn/last30days-skill-private`, which installs as a parallel `/last30days-beta` slash command. Beta-only changes never ship to public without a review PR here. Workflow guide lives at `BETA.md` in the private repo. Plan that established this setup: `docs/plans/2026-04-17-005-feat-beta-skill-from-private-repo-plan.md`.

CHANGELOG.md

@@ -5,6 +5,330 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.1.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [Unreleased]
+
+### Added
+
+- `LAST30DAYS_YOUTUBE_SSH_HOST` env var: when set, yt-dlp YouTube search invocations are routed through `ssh <host>` for residential-IP egress. Bypasses YouTube's bot-wall on datacenter IPs (Hetzner/DigitalOcean/AWS) where `ytsearch:` returns 0 results regardless of cookies (the IP fingerprint is checked first). The named host must be configured in `~/.ssh/config` and have yt-dlp installed. Host value is validated against `^[a-zA-Z0-9._-]+$` to reject SSH option-injection (e.g. a leading `-` masquerading as a flag). The transcript path is unchanged (uses the existing HTTP fallback when SSH-routing is on, since the timedtext API isn't bot-walled).
+
+### Changed
+
+- Replace the SKILL_ROOT resolver loops in Step 1 and comparison-mode with a single `SKILL_DIR` substitution pattern. The model templates the absolute path of the SKILL.md's own directory (which it always knows from the Read tool result); the bash block just validates that `scripts/last30days.py` lives there. Removes ~80 lines of bash across the two locations. Fixes a real bug: the previous resolver could pick a different install than the SKILL.md the model loaded from (spec-vs-engine divergence) and didn't enumerate harnesses like Hermes at all. The simplification works for any harness without enumeration because it just uses wherever SKILL.md was loaded from. STEP 0's marketplaces-stale-clone hop is unchanged.
+- Rename "Digg AI 1000" to just "Digg" in user-facing output (footer line, source label, inline-quote suffix, why_relevant, container attribution). Internal references to the upstream Digg AI 1000 product remain in code comments and docstrings.
+- Bump `POSTS_PER_CLUSTER` from 3 to 5 and the render-side display limit from 2 to 3 to match the per-source enrichment caps used by Reddit, HN, YouTube, TikTok, and GitHub. The previous 3/2 caps routinely truncated cluster context (e.g. dropped a Jason Calacanis quote tweet on a `cli-printing-press` run).
+- Rewrite SKILL.md path resolution. STEP 0 narrows from a global canonical-path enforcement to a Claude-Code-marketplaces-only stale-clone guard. Step 1 SKILL_ROOT resolver walks a single precedence list (Claude plugin cache, then `~/.codex/skills/`, `~/.agents/skills/`, repo checkout, `./.skills/last30days` for `npx skills add`, CWD, Gemini). Adds SKILL.md frontmatter fallback to `render.py::_skill_version` so the badge no longer prints `v?` on installs that don't include `.claude-plugin/plugin.json`.
+
+- Switch SKILL.md's `--plan` and `--competitors-plan` invocation templates from inline single-quoted JSON to heredoc-written tmpfiles. Apostrophes in resolved context strings ("McDonald's", "people's choice", "developer's") previously closed the outer single-quote and broke shell parsing before the engine started — observed in a Codex run during PR #400 testing. The engine's `parse_plan()` / `parse_competitors_plan()` already supported file paths (via `os.path.isfile()` probe); only the template prose changed. Fixes [#403](https://github.com/mvanhorn/last30days-skill/issues/403).
+
+### Removed
+
+- **BREAKING for Codex native-plugin users:** `.codex-plugin/plugin.json` and the matching SKILL_ROOT resolver branch in SKILL.md Step 1. Codex users should install via `npx skills add mvanhorn/last30days-skill` or copy the skill to `~/.codex/skills/last30days/`.
+- **`skills/last30days/scripts/sync.sh`.** The maintainer dev-deploy script is gone. Every job it did has a better replacement: `npx skills add . -g -y` symlinks the working tree into every detected harness's skill dir (better than sync.sh's copy model — edits propagate live), `hermes skills install mvanhorn/last30days-skill --force` handles Hermes, `clawhub install last30days-official` handles OpenClaw, and the Claude marketplace cache target was a "test against the official install path" hack we shouldn't have been recommending in the first place. The `test_sync_cache_path_uses_skill_version` test was dropped along with it. CLAUDE.md, HERMES_SETUP.md, the PR template, and a render.py docstring were updated to drop references; CHANGELOG and historical docs (release notes, plan files) keep their existing mentions as accurate history.
+
+## [3.2.0] - 2026-05-09
+
+### Added
+
+- Add `--emit=html` for shareable, print-friendly HTML research briefs.
+- **Digg AI 1000 source** (auto-enabled when `digg-pp-cli` is on PATH). Surfaces curated story clusters from the AI 1000 leaderboard and pulls attributable X-post quotes into the brief as `[@handle](xUrl) via Digg AI 1000: ...` lines. Footer line: `⛏️ Digg AI 1000: N clusters │ K posts │ M authors`. No X auth required for the inline quotes since they flow through Digg's read-only endpoints.
+
+## [3.1.1] - 2026-04-24
+
+### Fixed
+
+- **Codex plugin layout.** Move the canonical runtime payload under `skills/last30days/` and update Codex/Claude plugin metadata and tests for the relocated engine path.
+- **Claude Code cache resolution.** Resolve Claude plugin installs to `skills/last30days/scripts/last30days.py` after the plugin-layout restructure.
+
+## [3.1.0] - 2026-04-22
+
+Consolidates the 3.0.10 to 3.0.14 dev cycle (commenter handles, `--competitors`, per-entity Step 0.55, vs-mode N passes, comparison title attribution) and republishes the OpenClaw bundle, which had been frozen on ClawHub at `3.0.0-open` since April 8.
+
+### Added
+
+- **OpenClaw republish.** `clawhub install last30days-official` now resolves to `3.1.0-open`, matching current main. Closes [#307](https://github.com/mvanhorn/last30days-skill/issues/307), [#195](https://github.com/mvanhorn/last30days-skill/issues/195), [#236](https://github.com/mvanhorn/last30days-skill/issues/236). The ClawHub bundle had shipped a broken `env.py get_config()` and stale SKILL.md path references since April; both are fixed at source on main and the republish carries the fixes to installers.
+
+### Fixed
+
+- **Claude Code plugin manifest path-escape.** The `.claude-plugin/plugin.json` `skills` key was removed in commit `93fbed2` but never shipped in a tagged release. Installing via `/plugin install last30days-skill` could hit `/doctor`'s `Path escapes plugin directory: ./ (skills)` error. This release ships the fix. Closes [#306](https://github.com/mvanhorn/last30days-skill/issues/306).
+- **Broken README link.** The README's "source of truth" link pointed at `skills/last30days/SKILL.md`, a path that does not exist. Fixed to point at root `SKILL.md`.
+
+### Dev cycle journal (3.0.10 - 3.0.14, not separately tagged)
+
+Individual changelog entries for 3.0.10 through 3.0.14 below document the incremental work consolidated into this release.
+
+## [3.0.14] - 2026-04-22
+
+### Changed
+
+- **Comparison-mode title attribution.** The synthesis title for vs-mode and `--competitors` outputs changes from `What the Community Says (Last 30 Days)` to `What the Community Says (/Last30Days)`. Surfaces the slash-command identity instead of restating the date range. Three SKILL.md occurrences updated; pure documentation change.
+
+## [3.0.13] - 2026-04-22
+
+### Changed
+
+- **vs mode runs N full passes in parallel, one per entity.** Architectural revert of the 3-pass → 1-pass latency optimization from an earlier version. `/last30days "OpenAI vs Anthropic vs xAI"` now runs three full `pipeline.run()` calls in parallel via the same fanout `--competitors` uses, producing three `*-raw.md` save files plus a merged comparison output. Each entity gets its own Step 0.55-grade targeting, own primary X handle weight, own subreddit scoping — apples-to-apples depth instead of the one-pool merged retrieval the single-pass path produced. Parallel execution keeps wall clock ≈ single pass.
+- **`--competitors` is now a SKILL.md-level shortcut for vs-mode with auto-discovery.** The hosting reasoning model (Claude Code, Codex, Hermes, Gemini, any agent with WebSearch) performs discovery and Step 0.55 per entity via its own WebSearch tool, then invokes the engine with a vs-topic and `--competitors-plan` JSON. The engine flag remains for headless/cron use with BRAVE/EXA/SERPER/PARALLEL/OPENROUTER keys (engine-internal `auto_resolve` stays as fallback).
+- **LAW 7-style stderr for `--competitors` with no backend** now leads with the hosting-model path (WebSearch + Step 0.55 + `--competitors-plan`) instead of `BRAVE_API_KEY`. API-key framing moved to a secondary "headless" section.
+
+### Added
+
+- **`--competitors-plan` JSON flag** for per-entity Step 0.55 targeting. Schema: `{entity_name: {x_handle?, x_related?, subreddits?, github_user?, github_repos?, context?}}`. Accepts inline JSON or a file path (matches `--plan`). When present for an entity, skips engine-internal `auto_resolve` and uses the provided values; missing fields fall back to `auto_resolve` (if backend) or planner defaults. Case-insensitive entity matching. The `subrun_kwargs_for` helper is the single source of truth for per-entity kwargs — no closure-default fallthrough from main scope.
+- **Per-entity save files** when `--save-dir` is set on a vs-mode or `--competitors` run. Each entity's sub-run produces its own `{slug}-raw.md` with a single-row Resolved Entities block — matches historical vs-mode behavior (N passes → N save files).
+- **`--polymarket-keywords "kw1,kw2"`** to filter Polymarket matches for ambiguous single-token topics (e.g., "Warriors" → `nba,gsw,golden-state` kills Glasgow Warriors rugby and Honor of Kings Rogue Warriors noise).
+
+### Fixed
+
+- **BRAVE/SERPER footer nudge suppressed** when `--plan` or `--competitors-plan` is present. The nudge told Claude Code users to set an API key when they already have WebSearch via the hosting model. Nudge still fires for true headless runs (no `--plan`, no backend) where the advice is correct.
+- **Override-leak regression testing.** 3.0.12 already fixed the main-topic `--subreddits` / `--x-handle` / `--github-*` from leaking into peer sub-runs via explicit per-entity kwargs scrubbing. This release adds a 4-test regression suite (`test_competitor_subrun_isolation.py`) locking in the invariant.
+
+## [3.0.12] - 2026-04-22
+
+### Fixed
+
+- **Per-entity Step 0.55 resolution for competitor sub-runs.** In 3.0.11, only the main topic got X handle / subreddit / GitHub resolution; competitor sub-runs ran with planner defaults and produced visibly thinner evidence (Reddit 403 fallbacks, single-word queries). Each competitor sub-run now calls `resolve.auto_resolve()` inside `fanout.run_competitor_fanout` when a web backend is available, mirroring the main topic's pre-flight resolution. Per-entity X handle, subreddit list, GitHub user/repos, and news context are threaded into each sub-run's `pipeline.run()` call. Deep-copied config per sub-run prevents `_auto_resolve_context` cross-leak. Surfaces in a new `## Resolved Entities` output block so the resolution coverage is visible without reading stderr.
+- **LAW 7 false-positive on internal fan-out sub-runs.** Each competitor sub-run was emitting the `[Planner] No --plan passed... YOU ARE the planner` stderr warning. LAW 7 targets the hosting-reasoning-model path, not engine-internal fan-out. New `internal_subrun=True` keyword on `planner.plan_query` and `pipeline.run` suppresses the warning for sub-runs only; the default path is unchanged.
+- **Marketplace-stale SKILL.md trap.** Added a STEP 0 canonical-path self-check at the top of SKILL.md. Two of three 2026-04-22 test runs loaded SKILL.md from `plugins/marketplaces/last30days-skill/` (Claude-Code-managed git clone pinned to origin/main, lagging the versioned cache), then ran `--help` against the same stale path, did not see `--competitors`, and fell back to a manual comparison plan. The STEP 0 block forces any reader to verify they loaded from `plugins/cache/last30days-skill/last30days/{VERSION}/SKILL.md` and re-read from the versioned cache if not.
+
+### Changed
+
+- **Default `--competitors` count is now 2 (3-way total: original + 2 peers).** Previously 3. `--competitors=N` still customizes (range 1..6). Matches the feature description's canonical example (`Kanye vs Drake vs Kendrick`).
+
+### Added
+
+- **`## Resolved Entities` block** in `render_comparison_multi` output. Shows per-entity X handle, subreddits, GitHub user/repos, and truncated context for every entity in the comparison. Block is omitted entirely when no entity has a resolved payload (mock mode, no backend).
+
+## [3.0.11] - 2026-04-22
+
+### Added
+
+- **`--competitors` flag for auto-discovered comparison fan-out.** Pass `--competitors` on a single-entity topic and the engine discovers 2-6 peer entities via web search, then runs the full pipeline on each in parallel and emits one N-way comparison. `last30days Kanye West --competitors` resolves Drake, Kendrick Lamar, and one more peer. `last30days OpenAI --competitors` resolves Anthropic, xAI, Google Gemini. `--competitors=N` controls count, `--competitors-list="A,B,C"` skips discovery and uses the explicit list. Discovery mirrors the `auto_resolve` pattern (Brave / Exa / Serper / Parallel) with deterministic text extraction - no internal LLM call. Sub-runs inherit the main `--quick`/`--deep`/`--days`, run in a `ThreadPoolExecutor`, and degrade gracefully when at least 2 entities survive. Output reuses the existing 9-axis `## Head-to-Head` scaffold.
+
+## [3.0.10] - 2026-04-21
+
+### Added
+
+- **Commenter handles on evidence lines.** Top-comment rendering now includes the commenter's handle - `u/author` for Reddit, `@handle` for TikTok/YouTube/Instagram/Bluesky/X/Threads. The enrichment adapters already captured `author`; the render layer just was not using it. Evidence lines change from `- Comment (6822 upvotes): Finally, John Apple` to `- u/Cyrisaurus (6822 upvotes): Finally, John Apple`. Person-level citations make synthesis-side inline markdown links per LAW 8 much more natural. Both the compact and full render paths are covered.
+
+### Fixed
+
+- **TikTok author preference.** `_fetch_post_comments` in `scripts/lib/tiktok.py` preferred `user.nickname` over `user.unique_id`, so the engine captured display names ("Moosa Noormahomed") instead of @handles ("moosanoormahomed"). Flipped to prefer `unique_id`. Nickname still wins as a fallback when `unique_id` is missing. Display names can contain emoji, spaces, and non-Latin characters that do not round-trip to a profile URL; the @handle is the stable identifier.
+- **Single plugin payload layout.** The canonical runtime moved to `skills/last30days/` for both Claude Code and Codex plugin loading. Root-level `SKILL.md`, `scripts/`, `agents/`, and `assets/` are no longer maintained as duplicate copies.
+
+### Behavior fallback
+
+- When an author is empty, `[deleted]`, or `[removed]`, the render falls back to the legacy `Comment (...)` shape - no `u/` or `@` prefix with an empty handle is ever emitted.
+
+## [3.0.9] - 2026-04-18 - The Self-Debug Release
+
+### Highlights
+
+v3.0.9 adds the engine-side Class 1 keyword-trap refuse-gate ("birthday gift for 40 year old" now gets a clarifying question, not 5 minutes of junk), promotes TikTok and YouTube top comments to the same first-class rendering Reddit's got, lands Hermes AI Agent as a first-class deploy target, and moves the SKILL.md formatting contract from line 1094 to the top of the file.
+
+"The Self-Debug Release" refers to how the fixes in 3.0.6-3.0.9 were written: 5 separate Opus 4.7 instances each debugged their own failed outputs. Three converged on "SKILL.md is too big and the LAWs are too deep." Two converged on "the engine should refuse demographic-shopping queries." I shipped exactly what they said. Validation: 5/5 canonical compliance.
+
+### Added
+
+- **Engine Class 1 keyword-trap refuse-gate** (`scripts/lib/preflight.py`, new). Pattern-matches demographic-shopping queries at main() front-door. Exit code 2 with structured REFUSE message. Escape hatch: `LAST30DAYS_SKIP_PREFLIGHT=1`. 29 tests in `tests/test_preflight.py`.
+- **TikTok + YouTube top comments** rendered with same `💬 Top comment` prominence as Reddit's. Shipped in [#260](https://github.com/mvanhorn/last30days-skill/pull/260); enrichment fixed in [#265](https://github.com/mvanhorn/last30days-skill/pull/265).
+- **Hermes AI Agent as a deploy target** - thanks @stephenmcconnachie ([#228](https://github.com/mvanhorn/last30days-skill/pull/228)). `scripts/sync.sh` detects `~/.hermes/skills/research` and deploys automatically.
+- **Multi-key SCRAPECREATORS_API_KEY rotation** - thanks @zaydiscold ([#268](https://github.com/mvanhorn/last30days-skill/pull/268)). Set `SCRAPECREATORS_API_KEY_1`, `_2`, etc. Engine rotates on rate-limit.
+- **Offline quality evaluation fixture** - thanks @j-sperling ([#233](https://github.com/mvanhorn/last30days-skill/pull/233)). `eval_topics.json` lets contributors run quality regressions without burning live API credits.
+- **END-OF-CANONICAL-OUTPUT boundary** in `render_compact()`. Engine now emits an explicit pass-through instruction so re-synthesis requires actively ignoring a visible boundary.
+- **LAW 1 verbatim-pattern override.** LAW 1 now quotes the exact WebSearch tool-result reminder ("CRITICAL REQUIREMENT: MUST include Sources: section") and declares it OVERRIDDEN inside last30days output.
+
+### Changed
+
+- **SKILL.md restructure.** VOICE CONTRACT LAWs and BADGE MANDATORY block moved from line 1094 to lines 75-150. Grounded in 3 separate Opus 4.7 self-debugs.
+- **Engine emits the badge as stdout.** `🌐 last30days v3.0.9 · synced YYYY-MM-DD` is the first line of every compact emit. Pass-through is now the default-correct behavior.
+- **Reddit client HTTP consolidation** - thanks @iliaal ([#207](https://github.com/mvanhorn/last30days-skill/pull/207)). Migrated to `http.get(params=...)` helper.
+- **ScrapeCreators header consolidation** - thanks @iliaal ([#209](https://github.com/mvanhorn/last30days-skill/pull/209)). `_sc_headers` refactored into `http.scrapecreators_headers`.
+- **Simpler Hermes sync.** `scripts/sync.sh` Hermes branch now always uses main SKILL.md (previously had a `.hermes-plugin/SKILL.md` fallback that created a wrong-file-capture hazard).
+
+### Fixed
+
+- **Peter Steinberger trailing Sources leak.** 2026-04-18 validation failure where the model appended a TechCrunch / TED / Fortune / Wikipedia Sources list after the invitation. Now structurally prevented at three layers: engine emits the canonical body, LAW 1 quotes the exact WebSearch reminder, closing boundary names the anti-pattern.
+- **Wrong-file SKILL.md capture.** Deleted `.agents/skills/last30days/SKILL.md` (1382 lines, April 13 snapshot) and `.hermes-plugin/SKILL.md` (269 lines). One SKILL.md per plugin now, at the plugin root.
+- **GitHub date parsing garbage** - thanks @iliaal ([#208](https://github.com/mvanhorn/last30days-skill/pull/208)). `_parse_date` now rejects invalid input cleanly.
+- **Windows Bird X stability** - thanks @Chelebii ([#227](https://github.com/mvanhorn/last30days-skill/pull/227)).
+- **Linux `check_perms` false-warn** - thanks @george231224 ([#216](https://github.com/mvanhorn/last30days-skill/pull/216)). Uses GNU stat first.
+- **UTF-8 saved output** - thanks @Gujiassh ([#225](https://github.com/mvanhorn/last30days-skill/pull/225)).
+- **Version metadata alignment** - thanks @Gujiassh ([#217](https://github.com/mvanhorn/last30days-skill/pull/217)) and @shalomma ([#229](https://github.com/mvanhorn/last30days-skill/pull/229)).
+- **`--days` alias backcompat** - thanks @BryanTegomoh ([#230](https://github.com/mvanhorn/last30days-skill/pull/230)).
+- **`INCLUDE_SOURCES` env default** - thanks @hnshah ([#223](https://github.com/mvanhorn/last30days-skill/pull/223)).
+- **Bird X all-None engagement** - thanks @j-sperling ([#234](https://github.com/mvanhorn/last30days-skill/pull/234)).
+
+### Contributors
+
+@j-sperling, @stephenmcconnachie, @zaydiscold, @iliaal, @Chelebii, @Gujiassh, @hnshah, @george231224, @shalomma, @BryanTegomoh for PRs since v3.0.0. @uppinote20, @zerone0x, @thinkun, @thomasmktong, @fanispoulinakisai-boop, @pejmanjohn, @zl190, @Jah-yee, @dannyshmueli, @Cody-Coyote for issues and PRs that shaped the v3 roadmap.
+
+### Recovery
+
+```
+/plugin update last30days
+/reload-plugins
+```
+
+Verify: `cat ~/.claude/plugins/cache/last30days-skill/last30days/*/.claude-plugin/plugin.json | grep version` returns `"version": "3.0.9"`.
+
+Smoke test: `/last30days birthday gift for 40 year old` should ask a clarifying question before running.
+
+## [3.0.5] - 2026-04-15
+
+### Added
+
+- **`/last30days` slash command for plugin users.** New `commands/last30days.md` registers a Claude Code slash command. Users type `/last30days <topic>` and Claude Code's autocomplete prefix-matches it to the canonical `/last30days:last30days` form (the same way `/ce:plan` resolves to `/compound-engineering:ce-plan`). The command delegates to the existing `last30days` skill body — no skill behavior changes.
+
+### Removed
+
+- **`skills/last30days-nux/`** — byte-identical duplicate of root `SKILL.md` that created confusing `/last30days:last30days-nux` autocomplete entries via Claude Code's plugin namespacing. The root `SKILL.md` remains the canonical skill source.
+
+### Recovery
+
+```
+/plugin update last30days
+/reload-plugins
+```
+
+Then type `/last30days <topic>` to invoke the skill via slash command. Natural-language invocation ("search the last 30 days for X") continues to work unchanged.
+
+## [3.0.4] - 2026-04-15
+
+### Fixed
+
+- **Cleared `/doctor` path-escape error on Claude Code v2.1.109+.** `.claude-plugin/plugin.json` previously declared `"skills": ["./"]`. That value shipped unchanged from v2.1.0 through v3.0.3 and worked on older Claude Code, but current versions reject `./` with `Path escapes plugin directory: ./ (skills)`. The `"skills"` key is now omitted entirely, matching the pattern used by every other plugin in the Claude Code marketplace ecosystem. Claude Code auto-discovers `skills/*/SKILL.md` when the key is absent.
+
+### Recovery
+
+If `/doctor` reports a path-escape error for last30days, run `/plugin update last30days` then `/reload-plugins`. If errors persist, uninstall and reinstall the plugin.
+
+## [3.0.3] - 2026-04-15
+
+### Fixed
+
+- **Restored `skills/` and `.claude-plugin/` to the plugin install tarball.** v3.0.1 added `.gitattributes` rules that excluded both directories from `git archive` output to shrink the claude.ai `.skill` bundle. Claude Code's `/plugin install` fetches the same archive, so users installing v3.0.1 or v3.0.2 received a tarball with no plugin manifest and no skill files. `git archive v3.0.0` contained 8 files under those paths; `v3.0.1` and `v3.0.2` contained 0. This release reverts those `.gitattributes` lines.
+- **Reverted `plugin.json` `"skills"` field to `["./"]`.** v3.0.2 changed this to `["skills"]` based on a misdiagnosis — the manifest change had no effect because the manifest wasn't in the tarball at all. The historical `["./"]` value shipped in every release from v2.1.0 through v3.0.0 without issues and is restored here.
+
+### Recovery
+
+Users on v3.0.1 or v3.0.2: run `/plugin update last30days` then `/reload-plugins`. If autoUpdate is enabled, the next session start will pull v3.0.3 automatically. Users on cached v3.0.0 or earlier installs were unaffected.
+
+### Notes
+
+- The claude.ai `.skill` bundle built by `scripts/build-skill.sh` still works — the archive grew from 89 to 97 files, well under the 200-file cap.
+- claude.ai-specific exclusions (avoiding duplicate `SKILL.md` files in the bundle) should move into `scripts/build-skill.sh` rather than `.gitattributes` in a future release, since `.gitattributes` cannot distinguish between the two distribution channels.
+
+## [3.0.2] - 2026-04-15
+
+### Fixed
+
+- **`/last30days` slash command now registers on Claude Code v2.1.105+.** `.claude-plugin/plugin.json` declared `"skills": ["./"]`, which newer Claude Code rejects with `Path escapes plugin directory: ./ (skills)`. The skill silently failed to register, so `/last30days <query>` returned "Unknown command" even though `/plugin list` showed the plugin as installed. Fix: `"skills": ["skills"]` so the loader scans the real skill subdirectory.
+- **Version drift between manifests.** `.claude-plugin/marketplace.json` was pinned to `3.0.0` while `.claude-plugin/plugin.json` advertised `3.0.1`. The `/plugin` resolver used the marketplace version and could install stale cached metadata alongside the correct build. Both manifests now agree on `3.0.2`.
+
+### Recovery
+
+If `/last30days` stopped working for you, run `/plugin update last30days` then `/reload-plugins`. If `/doctor` still reports errors, uninstall and reinstall the plugin from the marketplace.
+
+## [3.0.1] - 2026-04-14
+
+### Fixed
+
+- **Skill upload packaging** - `scripts/build-skill.sh` produces a claude.ai-upload-ready `.skill` file that fits under the 200-file cap. Previously, zipping the repo hit 406 files and the "Upload skill" UI rejected it outright.
+- **SKILL.md description length** - trimmed from 228 to 167 chars (Anthropic caps descriptions at 200).
+
+### Removed
+
+- Unused root `vendor/` directory (215 files from an accidental commit in PR #48 - the real vendored X client lives at `scripts/lib/vendor/bird-search/`).
+- Legacy top-level `plans/` directory (superseded by `docs/plans/`; both plans described work that was already shipped in v3).
+
+### Added
+
+- `.gitattributes` with `export-ignore` entries so `git archive` drops tests, docs, fixtures, assets, historical manifests, and internal skill subdirs. Mirrors Anthropic's canonical `package_skill.py` exclusions.
+- `scripts/build-skill.sh` - one-command path to produce `dist/last30days.skill` with a single top-level `last30days/` folder, defensive `=200` file check, and dirty-tree refusal.
+- `README.md` section documenting the claude.ai skill upload workflow.
+
+## [3.0.0] - 2026-04-11
+
+### Highlights
+
+Intelligent search, fun judge, cross-source cluster merging, single-pass comparisons, and OpenClaw as a first-class citizen. The v3 engine doesn't just search for your topic -- it figures out *where* to search before the search begins. Engine architecture by @j-sperling.
+
+### Added
+
+- **Intelligent pre-research** -- Resolves X handles, subreddits, TikTok hashtags, and YouTube channels via a new Python brain before any API calls fire. Bidirectional: person to company, product to founder.
+- **Fun judge / Best Takes** -- Second parallel LLM judge scores humor, cleverness, and virality. Surfaces the best reactions in a dedicated output section.
+- **Cross-source cluster merging** -- Entity-based overlap detection merges the same story across Reddit, X, YouTube into one cluster instead of three separate items.
+- **Single-pass comparisons** -- "X vs Y" runs one pass with entity-aware subqueries instead of three serial passes. 3 minutes instead of 12+.
+- **GitHub as a source** -- Stars, reactions, and comments from repos and issues.
+- **OpenClaw first-class citizen** -- Auto-resolve for engine-side pre-research. Device auth for frictionless ScrapeCreators signup.
+- **Per-author cap** -- Max 3 items per author prevents single-voice dominance.
+- **Entity disambiguation** -- Synthesis trusts resolved handles over keyword matches.
+- **Perplexity Sonar Pro as additive source** -- AI-synthesized research with citations via OpenRouter. Opt-in via `INCLUDE_SOURCES=perplexity`. Returns structured narratives that complement social data.
+- **Perplexity Deep Research** -- `--deep-research` flag for exhaustive 50+ citation reports (~$0.90/query). Premium opt-in for serious investigation.
+- **OpenRouter as reasoning provider** -- One OPENROUTER_API_KEY powers planning, reranking, and Perplexity search. Auto-detected after Gemini/OpenAI/xAI.
+- **Parallel AI grounding backend** -- `--web-backend parallel` or auto-detected via PARALLEL_API_KEY.
+- **Grounding in planner** -- Grounding source properly registered in SOURCE_CAPABILITIES instead of force-injected.
+
+### Changed
+
+- YouTube transcript candidate pool widened 3x past music videos to reach talk/review content with captions
+- Reddit comment enrichment sorted by total engagement (upvotes + comments), not just upvotes
+- Polymarket display shows % odds only; dollar volumes removed
+- 852 tests passing
+
+### Fixed
+
+- Marketplace validation: duplicate `name: last30days` collision in `skills/last30days/SKILL.md` caused strict validators to reject the plugin. Resolved by renaming the internal v3 architecture spec to `last30days-v3-spec` with `user-invocable: false`. Fixed in #214 (reported by @Cody-Coyote in #204).
+- Stale README link to the deleted `skills/last30days-v3/` path from the v3 directory rename. Fixed in #214.
+- OpenAI Codex CLI discoverability: added `.agents/skills/last30days/SKILL.md` as a real file (Codex's loader skips symlinked files) plus `.codex-plugin/plugin.json` as the namespace marker. The skill now registers as `last30days:last30days` when Codex runs in a checkout of the repo. Fixed in #219 (inspired by @Jah-yee in #153 and @dannyshmueli on X).
+
+### Contributors
+
+- @j-sperling -- v3 engine architecture, Python pre-research brain
+- @hnshah -- Watchlist features
+- @Cody-Coyote -- Marketplace validation bug report (#204)
+- @Jah-yee -- Codex CLI integration inspiration (#153)
+
+## [2.9.4] - 2026-03-06
+
+### Changed
+
+- Move save into Python script via `--save-dir` flag - raw research data saved during the existing script Bash call, zero extra tool calls after invitation
+- Remove entire "Save Research to Documents" section from SKILL.md (~45 lines removed)
+- No more `📎` footer, no Bash heredoc, no `(No output)`, no multi-minute cogitation after research
+
+## [2.9.3] - 2026-03-06
+
+### Fixed
+
+- **Critical:** Switch save from `run_in_background` to foreground Bash - background callbacks caused model to re-engage, hallucinate fake user messages, and generate unsolicited multi-paragraph responses
+- Save uses foreground `cat >` heredoc (executes sub-second, no callback, no delayed notification)
+
+## [2.9.2] - 2026-03-06
+
+### Fixed
+
+- Save research silently using background Bash heredoc instead of Write tool (eliminates "Wrote N lines..." clutter)
+- Suppress follow-up text after background save completes (no more "Research briefing saved..." noise)
+- Add `📎` footer line for save path instead of verbose confirmation
+
+## [2.9.1] - 2026-03-05
+
+### Highlights
+
+Auto-save research briefings to the default memory directory as topic-named .md files. Every run now builds a personal research library automatically - no more manual copy-paste.
+
+### Added
+
+- Auto-save complete research briefings (synthesis, stats, follow-up suggestions) to the default memory directory after every run
+- Kebab-case filename generation from topic (e.g., "Claude Code skills" -> `claude-code-skills.md`)
+- Duplicate topic handling: appends date suffix instead of overwriting (e.g., `claude-code-skills-2026-03-05.md`)
+- Agent mode (`--agent`) also saves research files
+- Brief confirmation after save with the saved file path
+
+### Credits
+
+- [@devin_explores](https://x.com/devin_explores) -- Inspired this feature by sharing their workflow of saving every last30days run into organized .md files ([PR #51](https://github.com/mvanhorn/last30days-skill/pull/51))
+
 ## [2.9.0] - 2026-03-05
 
 ### Highlights
@@ -106,7 +430,6 @@ Three headline features: watchlists for always-on bots, YouTube transcripts as a
 
 ### Credits
 
-- @steipete -- Bird CLI (vendored X search) and yt-dlp/summarize inspiration for YouTube transcripts
 - @galligan -- Marketplace plugin inspiration
 - @hutchins -- Pushed for YouTube feature
 
@@ -114,6 +437,8 @@ Three headline features: watchlists for always-on bots, YouTube transcripts as a
 
 Initial public release. Reddit + X search via OpenAI Responses API and xAI API.
 
+[3.0.9]: https://github.com/mvanhorn/last30days-skill/compare/v3.0.5...v3.0.9
+[2.9.1]: https://github.com/mvanhorn/last30days-skill/compare/v2.9.0...v2.9.1
 [2.9.0]: https://github.com/mvanhorn/last30days-skill/compare/v2.8.0...v2.9.0
 [2.8.0]: https://github.com/mvanhorn/last30days-skill/compare/v2.6.0...v2.8.0
 [2.1.0]: https://github.com/mvanhorn/last30days-skill/compare/v1.0.0...v2.1.0

CLAUDE.md

@@ -0,0 +1 @@
+@AGENTS.md

CONCEPTS.md

@@ -0,0 +1,23 @@
+# Concepts
+
+Shared vocabulary for `last30days-skill`. Terms here have a precise project-specific meaning — distinct enough from their general technical sense that a new contributor would need them defined to follow conversations, PR descriptions, or the SKILL.md contract.
+
+## The package
+
+### Skill
+
+A self-contained agent-instructions package consisting of a `SKILL.md` prose contract plus a sibling `scripts/` directory containing the executable code the SKILL.md invokes. The package conforms to the [Agent Skills](https://agentskills.io) open format and installs across every major harness (Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, and 50+ others) via `npx skills add`, harness-native plugin installers, or per-harness skill directories. A Skill is the unit of distribution; the Skill is the product.
+
+### Engine
+
+The Python script (`scripts/last30days.py`) the Skill's SKILL.md invokes to do the actual research work. The Engine and SKILL.md have a contract: SKILL.md tells the model which flags to pass (`--plan`, `--competitors-plan`, `--x-handle`, `--subreddits`, `--emit=compact`, etc.), and the Engine produces a specific output shape (badge line, ranked evidence clusters, emoji-tree footer) that the model is contractually required to pass through. The Engine is implementation; the SKILL.md prose is the agent-facing surface.
+
+### Harness
+
+The agent runtime that loads Skills and invokes them on the user's behalf. Claude Code is the most common Harness for this Skill but not the only one — Codex, Cursor, GitHub Copilot, Gemini CLI, and the rest of the Agent Skills ecosystem also count. "Multi-harness" describes a Skill that works correctly across every Harness it installs into; features written without multi-harness awareness (e.g., engine flags with no SKILL.md integration, or paths hardcoded to one Harness's install layout) regress on Harnesses other than the one they were tested against.
+
+## Distribution
+
+### Beta channel
+
+A parallel install of the Skill, sourced from the private `mvanhorn/last30days-skill-private` repo and installed as `/last30days-beta` rather than `/last30days`. The Beta channel exists so experimental changes can be tested by real users before they ship to the public `/last30days`. Promotion from Beta to public happens via a review PR against this (public) repo — Beta-only changes never ship to public without that PR. The Beta channel workflow guide lives in `BETA.md` in the private repo.

CONTRIBUTORS.md

@@ -0,0 +1,59 @@
+# Contributors
+
+last30days is built by [@mvanhorn](https://github.com/mvanhorn) with help from the community.
+
+## v3 Inspiration
+
+These contributors submitted PRs and issues that directly inspired v3 features. The v3 engine was a ground-up rewrite, so their original code wasn't merged, but their ideas shaped what shipped.
+
+Want to claim your entry? Submit a PR replacing the placeholder line below your name with your bio, website, or anything you'd like.
+
+---
+
+### @uppinote20
+[PR #143](https://github.com/mvanhorn/last30days-skill/pull/143) - Rich Reddit comments, top 3 per post
+v3 ships top comments with upvote counts on every thread.
+> _Add your bio, website, or anything you'd like here._
+
+### @zerone0x
+[Issue #134](https://github.com/mvanhorn/last30days-skill/issues/134) + [PR #136](https://github.com/mvanhorn/last30days-skill/pull/136) - GitHub as a first-class data source
+v3 has full GitHub search: issues, PRs, person-mode profiles, project-mode repos with live star counts.
+> _Add your bio, website, or anything you'd like here._
+
+### @thinkun
+[PR #116](https://github.com/mvanhorn/last30days-skill/pull/116) - Resilient Reddit, prevent enrichment timeout from discarding results
+v3 has parallel enrichment with per-item timeouts. No results are ever dropped.
+> Thinker, technologist, AI expert, music-tinkerer. Founder of [Thinkun](https://thinkun.com). [@thinkun on GitHub](https://github.com/thinkun) · [@unthink on X](https://x.com/unthink)
+
+### @thomasmktong
+[PR #124](https://github.com/mvanhorn/last30days-skill/pull/124) - Pure Python Reddit fallback
+v3 Reddit is 100% pure Python with zero external dependencies.
+> _Add your bio, website, or anything you'd like here._
+
+### @fanispoulinakisai-boop
+[Issue #100](https://github.com/mvanhorn/last30days-skill/issues/100) - Reddit timeout report
+Drove the timeout resilience work that made v3 Reddit bulletproof.
+> _Add your bio, website, or anything you'd like here._
+
+### @pejmanjohn
+[Issue #78](https://github.com/mvanhorn/last30days-skill/issues/78) - ScrapeCreators silent failures
+v3 surfaces all API errors with clear diagnostics instead of silently returning empty results.
+> Repping the mighty MI; home of the most cracked agentic engineers. https://github.com/pejmanjohn
+
+### @zl190
+[PR #115](https://github.com/mvanhorn/last30days-skill/pull/115) - HN trending merge
+v3 merges trending and keyword HN results with deduplication for better coverage.
+> Healthcare AI engineer. [Blog](https://zl190.github.io/blog)
+
+### @hnshah
+[PR #84](https://github.com/mvanhorn/last30days-skill/pull/84), [#85](https://github.com/mvanhorn/last30days-skill/pull/85), [#86](https://github.com/mvanhorn/last30days-skill/pull/86) - Watchlist delivery, 90-day scanning window, HN/Polymarket storage
+v3 has durable watchlist with multi-source storage and extended time windows.
+> Hiten Shah. Founder. Builds in public. https://github.com/hnshah
+
+---
+
+## Past Contributors
+
+- [@JosephOIbrahim](https://github.com/JosephOIbrahim) - Windows Unicode fix ([#17](https://github.com/mvanhorn/last30days-skill/pull/17))
+- [@levineam](https://github.com/levineam) - Model fallback for unverified orgs ([#16](https://github.com/mvanhorn/last30days-skill/pull/16))
+- [@jonthebeef](https://github.com/jonthebeef) - Early testing and feedback

HERMES_SETUP.md

@@ -0,0 +1,111 @@
+# Hermes Setup Guide for last30days
+
+This guide covers installing last30days on Hermes AI Agent.
+
+## Prerequisites
+
+1. **Hermes installed** - See https://github.com/mercurial-tf/hermes
+2. **Python 3.12+** - `brew install python@3.12` or similar
+3. **yt-dlp** (optional, for YouTube) - `brew install yt-dlp`
+
+## Installation
+
+```bash
+hermes skills install mvanhorn/last30days-skill --force
+```
+
+This pulls the latest release from GitHub and deploys to `~/.hermes/skills/research/last30days/`. `--force` reinstalls over any existing copy.
+
+### Developer / live-edit alternative
+
+If you're hacking on the skill locally and want edits to propagate to Hermes without re-installing, symlink your working tree:
+
+```bash
+git clone https://github.com/mvanhorn/last30days-skill.git
+mkdir -p ~/.hermes/skills/research
+ln -s "$(pwd)/last30days-skill/skills/last30days" ~/.hermes/skills/research/last30days
+```
+
+## Usage
+
+In Hermes, invoke with:
+
+```
+last30days "your research topic"
+```
+
+Or with options:
+```
+last30days "best mechanical keyboards 2025" --search=reddit,youtube
+last30days "AI news" --days=7 --deep
+```
+
+## First Run Setup
+
+On first run, the skill will guide you through setup:
+
+1. **Auto setup** (~30 seconds)
+   - Scans browser cookies for X/Twitter
+   - Checks/installs yt-dlp for YouTube
+   - Configures free sources (Reddit, HN, Polymarket)
+
+2. **Optional: ScrapeCreators**
+   - Adds TikTok, Instagram, Reddit backup
+   - 100 free credits (no expiration)
+   - Sign up at scrapecreators.com
+
+3. **Optional: API Keys**
+   - XAI_API_KEY for X/Twitter (alternative to browser cookies)
+   - BRAVE_API_KEY for web search
+
+## Available Sources
+
+### Free (No API Key)
+- **Reddit** - Public discussions and comments
+- **Hacker News** - Tech discussions via Algolia
+- **Polymarket** - Prediction markets
+- **YouTube** - Search and transcripts (requires yt-dlp)
+
+### Requires API Key
+- **X/Twitter** - xAI API key or browser cookies
+- **TikTok** - ScrapeCreators API
+- **Instagram** - ScrapeCreators API
+- **Web Search** - Brave Search API
+
+## Troubleshooting
+
+### Python not found
+```bash
+# Find Python 3.12+
+which python3.12 python3.13 python3.14
+
+# If not installed
+brew install python@3.12
+```
+
+### yt-dlp not found
+```bash
+brew install yt-dlp
+# or
+pip install yt-dlp
+```
+
+### Check what's configured
+```bash
+cd ~/.hermes/skills/research/last30days
+python3.12 scripts/last30days.py --diagnose
+```
+
+## Updating
+
+```bash
+hermes skills install mvanhorn/last30days-skill --force
+```
+
+If you symlinked your working tree (developer alternative above), just `git pull` in the repo — edits propagate live, no re-install step.
+
+## Support
+
+- Original repo: https://github.com/mvanhorn/last30days-skill
+- Hermes: https://github.com/mercurial-tf/hermes
+- Issues: Please report in the original repo

SKILL.md

@@ -1,623 +0,0 @@
----
-name: last30days
-version: "2.9"
-description: "Research a topic from the last 30 days. Also triggered by 'last30'. Sources: Reddit, X, YouTube, TikTok, Instagram, Hacker News, Polymarket, web. Become an expert and write copy-paste-ready prompts."
-argument-hint: 'last30 AI video tools, last30 best project management tools'
-allowed-tools: Bash, Read, Write, AskUserQuestion, WebSearch
-homepage: https://github.com/mvanhorn/last30days-skill
-user-invocable: true
-metadata:
-  clawdbot:
-    emoji: "📰"
-    requires:
-      env:
-        - SCRAPECREATORS_API_KEY
-      bins:
-        - node
-        - python3
-    primaryEnv: SCRAPECREATORS_API_KEY
-    files:
-      - "scripts/*"
-    homepage: https://github.com/mvanhorn/last30days-skill
-    tags:
-      - research
-      - reddit
-      - x
-      - youtube
-      - tiktok
-      - hackernews
-      - trends
-      - prompts
----
-
-# last30days v2.9: Research Any Topic from the Last 30 Days
-
-Research ANY topic across Reddit, X, YouTube, TikTok, Hacker News, Polymarket, and the web. Surface what people are actually discussing, recommending, betting on, and debating right now.
-
-## CRITICAL: Parse User Intent
-
-Before doing anything, parse the user's input for:
-
-1. **TOPIC**: What they want to learn about (e.g., "web app mockups", "Claude Code skills", "image generation")
-2. **TARGET TOOL** (if specified): Where they'll use the prompts (e.g., "Nano Banana Pro", "ChatGPT", "Midjourney")
-3. **QUERY TYPE**: What kind of research they want:
-   - **PROMPTING** - "X prompts", "prompting for X", "X best practices" → User wants to learn techniques and get copy-paste prompts
-   - **RECOMMENDATIONS** - "best X", "top X", "what X should I use", "recommended X" → User wants a LIST of specific things
-   - **NEWS** - "what's happening with X", "X news", "latest on X" → User wants current events/updates
-   - **GENERAL** - anything else → User wants broad understanding of the topic
-
-Common patterns:
-- `[topic] for [tool]` → "web mockups for Nano Banana Pro" → TOOL IS SPECIFIED
-- `[topic] prompts for [tool]` → "UI design prompts for Midjourney" → TOOL IS SPECIFIED
-- Just `[topic]` → "iOS design mockups" → TOOL NOT SPECIFIED, that's OK
-- "best [topic]" or "top [topic]" → QUERY_TYPE = RECOMMENDATIONS
-- "what are the best [topic]" → QUERY_TYPE = RECOMMENDATIONS
-
-**IMPORTANT: Do NOT ask about target tool before research.**
-- If tool is specified in the query, use it
-- If tool is NOT specified, run research first, then ask AFTER showing results
-
-**Store these variables:**
-- `TOPIC = [extracted topic]`
-- `TARGET_TOOL = [extracted tool, or "unknown" if not specified]`
-- `QUERY_TYPE = [RECOMMENDATIONS | NEWS | HOW-TO | GENERAL]`
-
-**DISPLAY your parsing to the user.** Before running any tools, output:
-
-```
-I'll research {TOPIC} across Reddit, X, TikTok, and the web to find what's been discussed in the last 30 days.
-
-Parsed intent:
-- TOPIC = {TOPIC}
-- TARGET_TOOL = {TARGET_TOOL or "unknown"}
-- QUERY_TYPE = {QUERY_TYPE}
-
-Research typically takes 2-8 minutes (niche topics take longer). Starting now.
-```
-
-If TARGET_TOOL is known, mention it in the intro: "...to find {QUERY_TYPE}-style content for use in {TARGET_TOOL}."
-
-This text MUST appear before you call any tools. It confirms to the user that you understood their request.
-
----
-
-## Step 0.5: Resolve X Handle (if topic could have an X account)
-
-If TOPIC looks like it could have its own X/Twitter account - **people, creators, brands, products, tools, companies, communities** (e.g., "Dor Brothers", "Jason Calacanis", "Nano Banana Pro", "Seedance", "Midjourney"), do ONE quick WebSearch:
-
-```
-WebSearch("{TOPIC} X twitter handle site:x.com")
-```
-
-From the results, extract their X/Twitter handle. Look for:
-- **Verified profile URLs** like `x.com/{handle}` or `twitter.com/{handle}`
-- Mentions like "@handle" in bios, articles, or social profiles
-- "Follow @handle on X" patterns
-
-**Verify the account is real, not a parody/fan account.** Check for:
-- Verified/blue checkmark in the search results
-- Official website linking to the X account
-- Consistent naming (e.g., @thedorbrothers for "The Dor Brothers", not @DorBrosFan)
-- If results only show fan/parody/news accounts (not the entity's own account), skip - the entity may not have an X presence
-
-If you find a clear, verified handle, pass it as `--x-handle={handle}` (without @). This searches that account's posts directly - finding content they posted that doesn't mention their own name.
-
-**Skip this step if:**
-- TOPIC is clearly a generic concept, not an entity (e.g., "best rap songs 2026", "how to use Docker", "AI ethics debate")
-- TOPIC already contains @ (user provided the handle directly)
-- Using `--quick` depth
-- WebSearch shows no official X account exists for this entity
-
-Store: `RESOLVED_HANDLE = {handle or empty}`
-
----
-
-## Agent Mode (--agent flag)
-
-If `--agent` appears in ARGUMENTS (e.g., `/last30days plaud granola --agent`):
-
-1. **Skip** the intro display block ("I'll research X across Reddit...")
-2. **Skip** any `AskUserQuestion` calls - use `TARGET_TOOL = "unknown"` if not specified
-3. **Run** the research script and WebSearch exactly as normal
-4. **Skip** the "WAIT FOR USER RESPONSE" pause
-5. **Skip** the follow-up invitation ("I'm now an expert on X...")
-6. **Output** the complete research report and stop - do not wait for further input
-
-Agent mode report format:
-
-```
-## Research Report: {TOPIC}
-Generated: {date} | Sources: Reddit, X, YouTube, TikTok, HN, Polymarket, Web
-
-### Key Findings
-[3-5 bullet points, highest-signal insights with citations]
-
-### What I learned
-{The full "What I learned" synthesis from normal output}
-
-### Stats
-{The standard stats block}
-```
-
----
-
-## Research Execution
-
-**Step 1: Run the research script (FOREGROUND — do NOT background this)**
-
-**CRITICAL: Run this command in the FOREGROUND with a 5-minute timeout. Do NOT use run_in_background. The full output contains Reddit, X, AND YouTube data that you need to read completely.**
-
-**IMPORTANT: The script handles API key/Codex auth detection automatically.** Run it and check the output to determine mode.
-
-```bash
-# Find skill root — works in repo checkout, Claude Code, or Codex install
-for dir in \
-  "." \
-  "${CLAUDE_PLUGIN_ROOT:-}" \
-  "$HOME/.claude/skills/last30days" \
-  "$HOME/.agents/skills/last30days" \
-  "$HOME/.codex/skills/last30days"; do
-  [ -n "$dir" ] && [ -f "$dir/scripts/last30days.py" ] && SKILL_ROOT="$dir" && break
-done
-
-if [ -z "${SKILL_ROOT:-}" ]; then
-  echo "ERROR: Could not find scripts/last30days.py" >&2
-  exit 1
-fi
-
-python3 "${SKILL_ROOT}/scripts/last30days.py" "$ARGUMENTS" --emit=compact --no-native-web  # Add --x-handle=HANDLE if RESOLVED_HANDLE is set
-```
-
-Use a **timeout of 300000** (5 minutes) on the Bash call. The script typically takes 1-3 minutes.
-
-The script will automatically:
-- Detect available API keys
-- Run Reddit/X/YouTube/TikTok/Instagram/Hacker News/Polymarket searches
-- Output ALL results including YouTube transcripts, TikTok captions, Instagram captions, HN comments, and prediction market odds
-
-**Read the ENTIRE output.** It contains EIGHT data sections in this order: Reddit items, X items, YouTube items, TikTok items, Instagram Reels items, Hacker News items, Polymarket items, and WebSearch items. If you miss sections, you will produce incomplete stats.
-
-**YouTube items in the output look like:** `**{video_id}** (score:N) {channel_name} [N views, N likes]` followed by a title, URL, and optional transcript snippet. Count them and include them in your synthesis and stats block.
-
-**TikTok items in the output look like:** `**{TK_id}** (score:N) @{creator} [N views, N likes]` followed by a caption, URL, hashtags, and optional caption snippet. Count them and include them in your synthesis and stats block.
-
-**Instagram Reels items in the output look like:** `**{IG_id}** (score:N) @{creator} (date) [N views, N likes]` followed by caption text, URL, and optional transcript. Count them and include them in your synthesis and stats block. Instagram provides unique creator/influencer perspective — weight it alongside TikTok.
-
----
-
-## STEP 2: DO WEBSEARCH AFTER SCRIPT COMPLETES
-
-After the script finishes, do WebSearch to supplement with blogs, tutorials, and news.
-
-For **ALL modes**, do WebSearch to supplement (or provide all data in web-only mode).
-
-Choose search queries based on QUERY_TYPE:
-
-**If RECOMMENDATIONS** ("best X", "top X", "what X should I use"):
-- Search for: `best {TOPIC} recommendations`
-- Search for: `{TOPIC} list examples`
-- Search for: `most popular {TOPIC}`
-- Goal: Find SPECIFIC NAMES of things, not generic advice
-
-**If NEWS** ("what's happening with X", "X news"):
-- Search for: `{TOPIC} news 2026`
-- Search for: `{TOPIC} announcement update`
-- Goal: Find current events and recent developments
-
-**If PROMPTING** ("X prompts", "prompting for X"):
-- Search for: `{TOPIC} prompts examples 2026`
-- Search for: `{TOPIC} techniques tips`
-- Goal: Find prompting techniques and examples to create copy-paste prompts
-
-**If GENERAL** (default):
-- Search for: `{TOPIC} 2026`
-- Search for: `{TOPIC} discussion`
-- Goal: Find what people are actually saying
-
-For ALL query types:
-- **USE THE USER'S EXACT TERMINOLOGY** - don't substitute or add tech names based on your knowledge
-- EXCLUDE reddit.com, x.com, twitter.com (covered by script)
-- INCLUDE: blogs, tutorials, docs, news, GitHub repos
-- **DO NOT output a separate "Sources:" block** — instead, include the top 3-5 web
-  source names as inline links on the 🌐 Web: stats line (see stats format below).
-  The WebSearch tool requires citation; satisfy it there, not as a trailing section.
-
-**Options** (passed through from user's command):
-- `--days=N` → Look back N days instead of 30 (e.g., `--days=7` for weekly roundup)
-- `--quick` → Faster, fewer sources (8-12 each)
-- (default) → Balanced (20-30 each)
-- `--deep` → Comprehensive (50-70 Reddit, 40-60 X)
-
----
-
-## Judge Agent: Synthesize All Sources
-
-**After all searches complete, internally synthesize (don't display stats yet):**
-
-The Judge Agent must:
-1. Weight Reddit/X sources HIGHER (they have engagement signals: upvotes, likes)
-2. Weight YouTube sources HIGH (they have views, likes, and transcript content)
-3. Weight TikTok sources HIGH (they have views, likes, and caption content — viral signal)
-4. Weight WebSearch sources LOWER (no engagement data)
-5. **For Reddit: Pay special attention to top comments** — they often contain the wittiest, most insightful, or funniest take. When a top comment has high upvotes (shown as `💬 Top comment (N upvotes)`), quote it directly in your synthesis. Reddit's value is in the comments.
-6. Identify patterns that appear across ALL sources (strongest signals)
-7. Note any contradictions between sources
-8. Extract the top 3-5 actionable insights
-
-7. **Cross-platform signals are the strongest evidence.** When items have `[also on: Reddit, HN]` or similar tags, it means the same story appears across multiple platforms. Lead with these cross-platform findings - they're the most important signals in the research.
-
-### Prediction Markets (Polymarket)
-
-**CRITICAL: When Polymarket returns relevant markets, prediction market odds are among the highest-signal data points in your research.** Real money on outcomes cuts through opinion. Treat them as strong evidence, not an afterthought.
-
-**How to interpret and synthesize Polymarket data:**
-
-1. **Prefer structural/long-term markets over near-term deadlines.** Championship odds > regular season title. Regime change > near-term strike deadline. IPO/major milestone > incremental update. Presidency > individual state primary. When multiple markets exist, the bigger question is more interesting to the user.
-
-2. **When the topic is an outcome in a multi-outcome market, call out that specific outcome's odds and movement.** Don't just say "Polymarket has a #1 seed market" - say "Arizona has a 28% chance of being the #1 overall seed, up 10% this month." The user cares about THEIR topic's position in the market.
-
-3. **Weave odds into the narrative as supporting evidence.** Don't isolate Polymarket data in its own paragraph. Instead: "Final Four buzz is building - Polymarket gives Arizona a 12% chance to win the championship (up 3% this week), and 28% to earn a #1 seed."
-
-4. **Citation format:** Always include specific odds AND movement. "Polymarket has Arizona at 28% for a #1 seed (up 10% this month)" - not just "per Polymarket."
-
-5. **When multiple relevant markets exist, highlight 3-5 of the most interesting ones** in your synthesis, ordered by importance (structural > near-term). Don't just pick the highest-volume one.
-
-**Domain examples of market importance ranking:**
-- **Sports:** Championship/tournament odds > conference title > regular season > weekly matchup
-- **Geopolitics:** Regime change/structural outcomes > near-term strike deadlines > sanctions
-- **Tech/Business:** IPO, major product launch, company milestones > incremental updates
-- **Elections:** Presidency > primary > individual state
-
-**Do NOT display stats here - they come at the end, right before the invitation.**
-
----
-
-## FIRST: Internalize the Research
-
-**CRITICAL: Ground your synthesis in the ACTUAL research content, not your pre-existing knowledge.**
-
-Read the research output carefully. Pay attention to:
-- **Exact product/tool names** mentioned (e.g., if research mentions "ClawdBot" or "@clawdbot", that's a DIFFERENT product than "Claude Code" - don't conflate them)
-- **Specific quotes and insights** from the sources - use THESE, not generic knowledge
-- **What the sources actually say**, not what you assume the topic is about
-
-**ANTI-PATTERN TO AVOID**: If user asks about "clawdbot skills" and research returns ClawdBot content (self-hosted AI agent), do NOT synthesize this as "Claude Code skills" just because both involve "skills". Read what the research actually says.
-
-### If QUERY_TYPE = RECOMMENDATIONS
-
-**CRITICAL: Extract SPECIFIC NAMES, not generic patterns.**
-
-When user asks "best X" or "top X", they want a LIST of specific things:
-- Scan research for specific product names, tool names, project names, skill names, etc.
-- Count how many times each is mentioned
-- Note which sources recommend each (Reddit thread, X post, blog)
-- List them by popularity/mention count
-
-**BAD synthesis for "best Claude Code skills":**
-> "Skills are powerful. Keep them under 500 lines. Use progressive disclosure."
-
-**GOOD synthesis for "best Claude Code skills":**
-> "Most mentioned skills: /commit (5 mentions), remotion skill (4x), git-worktree (3x), /pr (3x). The Remotion announcement got 16K likes on X."
-
-### For all QUERY_TYPEs
-
-Identify from the ACTUAL RESEARCH OUTPUT:
-- **PROMPT FORMAT** - Does research recommend JSON, structured params, natural language, keywords?
-- The top 3-5 patterns/techniques that appeared across multiple sources
-- Specific keywords, structures, or approaches mentioned BY THE SOURCES
-- Common pitfalls mentioned BY THE SOURCES
-
----
-
-## THEN: Show Summary + Invite Vision
-
-**Display in this EXACT sequence:**
-
-**FIRST - What I learned (based on QUERY_TYPE):**
-
-**If RECOMMENDATIONS** - Show specific things mentioned with sources:
-```
-🏆 Most mentioned:
-
-[Tool Name] - {n}x mentions
-Use Case: [what it does]
-Sources: @handle1, @handle2, r/sub, blog.com
-
-[Tool Name] - {n}x mentions
-Use Case: [what it does]
-Sources: @handle3, r/sub2, Complex
-
-Notable mentions: [other specific things with 1-2 mentions]
-```
-
-**CRITICAL for RECOMMENDATIONS:**
-- Each item MUST have a "Sources:" line with actual @handles from X posts (e.g., @LONGLIVE47, @ByDobson)
-- Include subreddit names (r/hiphopheads) and web sources (Complex, Variety)
-- Parse @handles from research output and include the highest-engagement ones
-- Format naturally - tables work well for wide terminals, stacked cards for narrow
-
-**If PROMPTING/NEWS/GENERAL** - Show synthesis and patterns:
-
-CITATION RULE: Cite sources sparingly to prove research is real.
-- In the "What I learned" intro: cite 1-2 top sources total, not every sentence
-- In KEY PATTERNS: cite 1 source per pattern, short format: "per @handle" or "per r/sub"
-- Do NOT include engagement metrics in citations (likes, upvotes) - save those for stats box
-- Do NOT chain multiple citations: "per @x, @y, @z" is too much. Pick the strongest one.
-
-CITATION PRIORITY (most to least preferred):
-1. @handles from X — "per @handle" (these prove the tool's unique value)
-2. r/subreddits from Reddit — "per r/subreddit" (when citing Reddit, prefer quoting top comments over just the thread title)
-3. YouTube channels — "per [channel name] on YouTube" (transcript-backed insights)
-4. TikTok creators — "per @creator on TikTok" (viral/trending signal)
-5. Instagram creators — "per @creator on Instagram" (influencer/creator signal)
-6. HN discussions — "per HN" or "per hn/username" (developer community signal)
-7. Polymarket — "Polymarket has X at Y% (up/down Z%)" with specific odds and movement
-8. Web sources — ONLY when Reddit/X/YouTube/TikTok/Instagram/HN/Polymarket don't cover that specific fact
-
-The tool's value is surfacing what PEOPLE are saying, not what journalists wrote.
-When both a web article and an X post cover the same fact, cite the X post.
-
-URL FORMATTING: NEVER paste raw URLs anywhere in the output — not in synthesis, not in stats, not in sources.
-- **BAD:** "per https://www.rollingstone.com/music/music-news/kanye-west-bully-1235506094/"
-- **GOOD:** "per Rolling Stone"
-- **BAD stats line:** `🌐 Web: 10 pages — https://later.com/blog/..., https://buffer.com/...`
-- **GOOD stats line:** `🌐 Web: 10 pages — Later, Buffer, CNN, SocialBee`
-Use the publication/site name, not the URL. The user doesn't need links — they need clean, readable text.
-
-**BAD:** "His album is set for March 20 (per Rolling Stone; Billboard; Complex)."
-**GOOD:** "His album BULLY drops March 20 — fans on X are split on the tracklist, per @honest30bgfan_"
-**GOOD:** "Ye's apology got massive traction on r/hiphopheads"
-**OK** (web, only when Reddit/X don't have it): "The Hellwatt Festival runs July 4-18 at RCF Arena, per Billboard"
-
-**Lead with people, not publications.** Start each topic with what Reddit/X
-users are saying/feeling, then add web context only if needed. The user came
-here for the conversation, not the press release.
-
-```
-What I learned:
-
-**{Topic 1}** — [1-2 sentences about what people are saying, per @handle or r/sub]
-
-**{Topic 2}** — [1-2 sentences, per @handle or r/sub]
-
-**{Topic 3}** — [1-2 sentences, per @handle or r/sub]
-
-KEY PATTERNS from the research:
-1. [Pattern] — per @handle
-2. [Pattern] — per r/sub
-3. [Pattern] — per @handle
-```
-
-**THEN - Stats (right before invitation):**
-
-**CRITICAL: Calculate actual totals from the research output.**
-- Count posts/threads from each section
-- Sum engagement: parse `[Xlikes, Yrt]` from each X post, `[Xpts, Ycmt]` from Reddit
-- Identify top voices: highest-engagement @handles from X, most active subreddits
-
-**Copy this EXACTLY, replacing only the {placeholders}:**
-
-```
----
-✅ All agents reported back!
-├─ 🟠 Reddit: {N} threads │ {N} upvotes │ {N} comments
-├─ 🔵 X: {N} posts │ {N} likes │ {N} reposts
-├─ 🔴 YouTube: {N} videos │ {N} views │ {N} with transcripts
-├─ 🎵 TikTok: {N} videos │ {N} views │ {N} likes │ {N} with captions
-├─ 📸 Instagram: {N} reels │ {N} views │ {N} likes │ {N} with captions
-├─ 🟡 HN: {N} stories │ {N} points │ {N} comments
-├─ 📊 Polymarket: {N} markets │ {short summary of up to 5 most relevant market odds, e.g. "Championship: 12%, #1 Seed: 28%, Big 12: 64%, vs Kansas: 71%"}
-├─ 🌐 Web: {N} pages — Source Name, Source Name, Source Name
-└─ 🗣️ Top voices: @{handle1} ({N} likes), @{handle2} │ r/{sub1}, r/{sub2}
----
-```
-
-**🌐 Web: line — how to extract site names from URLs:**
-Strip the protocol, path, and `www.` — use the recognizable publication name:
-- `https://later.com/blog/instagram-reels-trends/` → **Later**
-- `https://socialbee.com/blog/instagram-trends/` → **SocialBee**
-- `https://buffer.com/resources/instagram-algorithms/` → **Buffer**
-- `https://www.cnn.com/2026/02/22/tech/...` → **CNN**
-- `https://medium.com/the-ai-studio/...` → **Medium**
-- `https://radicaldatascience.wordpress.com/...` → **Radical Data Science**
-List as comma-separated plain names: `Later, SocialBee, Buffer, CNN, Medium`
-
-**⚠️ WebSearch citation — ALREADY SATISFIED. DO NOT ADD A SOURCES SECTION.**
-The WebSearch tool mandates source citation. That requirement is FULLY satisfied by the source names on the 🌐 Web: line above. Do NOT append a separate "Sources:" section at the end of your response. Do NOT list URLs anywhere. The 🌐 Web: line IS your citation. Nothing more is needed.
-
-**CRITICAL: Omit any source line that returned 0 results.** Do NOT show "0 threads", "0 stories", "0 markets", or "(no results this cycle)". If a source found nothing, DELETE that line entirely - don't include it at all.
-NEVER use plain text dashes (-) or pipe (|). ALWAYS use ├─ └─ │ and the emoji.
-
-**SELF-CHECK before displaying**: Re-read your "What I learned" section. Does it match what the research ACTUALLY says? If you catch yourself projecting your own knowledge instead of the research, rewrite it.
-
-**LAST - Invitation (adapt to QUERY_TYPE):**
-
-**CRITICAL: Every invitation MUST include 2-3 specific example suggestions based on what you ACTUALLY learned from the research.** Don't be generic — show the user you absorbed the content by referencing real things from the results.
-
-**If QUERY_TYPE = PROMPTING:**
-```
----
-I'm now an expert on {TOPIC} for {TARGET_TOOL}. What do you want to make? For example:
-- [specific idea based on popular technique from research]
-- [specific idea based on trending style/approach from research]
-- [specific idea riffing on what people are actually creating]
-
-Just describe your vision and I'll write a prompt you can paste straight into {TARGET_TOOL}.
-```
-
-**If QUERY_TYPE = RECOMMENDATIONS:**
-```
----
-I'm now an expert on {TOPIC}. Want me to go deeper? For example:
-- [Compare specific item A vs item B from the results]
-- [Explain why item C is trending right now]
-- [Help you get started with item D]
-```
-
-**If QUERY_TYPE = NEWS:**
-```
----
-I'm now an expert on {TOPIC}. Some things you could ask:
-- [Specific follow-up question about the biggest story]
-- [Question about implications of a key development]
-- [Question about what might happen next based on current trajectory]
-```
-
-**If QUERY_TYPE = GENERAL:**
-```
----
-I'm now an expert on {TOPIC}. Some things I can help with:
-- [Specific question based on the most discussed aspect]
-- [Specific creative/practical application of what you learned]
-- [Deeper dive into a pattern or debate from the research]
-```
-
-**Example invitations (to show the quality bar):**
-
-For `/last30days nano banana pro prompts for Gemini`:
-> I'm now an expert on Nano Banana Pro for Gemini. What do you want to make? For example:
-> - Photorealistic product shots with natural lighting (the most requested style right now)
-> - Logo designs with embedded text (Gemini's new strength per the research)
-> - Multi-reference style transfer from a mood board
->
-> Just describe your vision and I'll write a prompt you can paste straight into Gemini.
-
-For `/last30days kanye west` (GENERAL):
-> I'm now an expert on Kanye West. Some things I can help with:
-> - What's the real story behind the apology letter — genuine or PR move?
-> - Break down the BULLY tracklist reactions and what fans are expecting
-> - Compare how Reddit vs X are reacting to the Bianca narrative
-
-For `/last30days war in Iran` (NEWS):
-> I'm now an expert on the Iran situation. Some things you could ask:
-> - What are the realistic escalation scenarios from here?
-> - How is this playing differently in US vs international media?
-> - What's the economic impact on oil markets so far?
-
----
-
-## WAIT FOR USER'S RESPONSE
-
-After showing the stats summary with your invitation, **STOP and wait** for the user to respond.
-
----
-
-## WHEN USER RESPONDS
-
-**Read their response and match the intent:**
-
-- If they ask a **QUESTION** about the topic → Answer from your research (no new searches, no prompt)
-- If they ask to **GO DEEPER** on a subtopic → Elaborate using your research findings
-- If they describe something they want to **CREATE** → Write ONE perfect prompt (see below)
-- If they ask for a **PROMPT** explicitly → Write ONE perfect prompt (see below)
-
-**Only write a prompt when the user wants one.** Don't force a prompt on someone who asked "what could happen next with Iran."
-
-### Writing a Prompt
-
-When the user wants a prompt, write a **single, highly-tailored prompt** using your research expertise.
-
-### CRITICAL: Match the FORMAT the research recommends
-
-**If research says to use a specific prompt FORMAT, YOU MUST USE THAT FORMAT.**
-
-**ANTI-PATTERN**: Research says "use JSON prompts with device specs" but you write plain prose. This defeats the entire purpose of the research.
-
-### Quality Checklist (run before delivering):
-- [ ] **FORMAT MATCHES RESEARCH** - If research said JSON/structured/etc, prompt IS that format
-- [ ] Directly addresses what the user said they want to create
-- [ ] Uses specific patterns/keywords discovered in research
-- [ ] Ready to paste with zero edits (or minimal [PLACEHOLDERS] clearly marked)
-- [ ] Appropriate length and style for TARGET_TOOL
-
-### Output Format:
-
-```
-Here's your prompt for {TARGET_TOOL}:
-
----
-
-[The actual prompt IN THE FORMAT THE RESEARCH RECOMMENDS]
-
----
-
-This uses [brief 1-line explanation of what research insight you applied].
-```
-
----
-
-## IF USER ASKS FOR MORE OPTIONS
-
-Only if they ask for alternatives or more prompts, provide 2-3 variations. Don't dump a prompt pack unless requested.
-
----
-
-## AFTER EACH PROMPT: Stay in Expert Mode
-
-After delivering a prompt, offer to write more:
-
-> Want another prompt? Just tell me what you're creating next.
-
----
-
-## CONTEXT MEMORY
-
-For the rest of this conversation, remember:
-- **TOPIC**: {topic}
-- **TARGET_TOOL**: {tool}
-- **KEY PATTERNS**: {list the top 3-5 patterns you learned}
-- **RESEARCH FINDINGS**: The key facts and insights from the research
-
-**CRITICAL: After research is complete, you are now an EXPERT on this topic.**
-
-When the user asks follow-up questions:
-- **DO NOT run new WebSearches** - you already have the research
-- **Answer from what you learned** - cite the Reddit threads, X posts, and web sources
-- **If they ask a question** - answer it from your research findings
-- **If they ask for a prompt** - write one using your expertise
-
-Only do new research if the user explicitly asks about a DIFFERENT topic.
-
----
-
-## Output Summary Footer (After Each Prompt)
-
-After delivering a prompt, end with:
-
-```
----
-📚 Expert in: {TOPIC} for {TARGET_TOOL}
-📊 Based on: {n} Reddit threads ({sum} upvotes) + {n} X posts ({sum} likes) + {n} YouTube videos ({sum} views) + {n} TikTok videos ({sum} views) + {n} Instagram reels ({sum} views) + {n} HN stories ({sum} points) + {n} web pages
-
-Want another prompt? Just tell me what you're creating next.
-```
-
----
-
-## Security & Permissions
-
-**What this skill does:**
-- Sends search queries to ScrapeCreators API (`api.scrapecreators.com`) for Reddit search, subreddit discovery, and comment enrichment (requires SCRAPECREATORS_API_KEY — same key as TikTok + Instagram)
-- Legacy: Sends search queries to OpenAI's Responses API (`api.openai.com`) for Reddit discovery (fallback if no SCRAPECREATORS_API_KEY)
-- Sends search queries to Twitter's GraphQL API (via browser cookie auth) or xAI's API (`api.x.ai`) for X search
-- Sends search queries to Algolia HN Search API (`hn.algolia.com`) for Hacker News story and comment discovery (free, no auth)
-- Sends search queries to Polymarket Gamma API (`gamma-api.polymarket.com`) for prediction market discovery (free, no auth)
-- Runs `yt-dlp` locally for YouTube search and transcript extraction (no API key, public data)
-- Sends search queries to ScrapeCreators API (`api.scrapecreators.com`) for TikTok and Instagram search, transcript/caption extraction (same SCRAPECREATORS_API_KEY as Reddit, PAYG after 100 free credits)
-- Optionally sends search queries to Brave Search API, Parallel AI API, or OpenRouter API for web search
-- Fetches public Reddit thread data from `reddit.com` for engagement metrics
-- Stores research findings in local SQLite database (watchlist mode only)
-
-**What this skill does NOT do:**
-- Does not post, like, or modify content on any platform
-- Does not access your Reddit, X, or YouTube accounts
-- Does not share API keys between providers (OpenAI key only goes to api.openai.com, etc.)
-- Does not log, cache, or write API keys to output files
-- Does not send data to any endpoint not listed above
-- Hacker News and Polymarket sources are always available (no API key, no binary dependency)
-- TikTok and Instagram sources require SCRAPECREATORS_API_KEY (same key covers both; 100 free credits, then PAYG)
-- Can be invoked autonomously by agents via the Skill tool (runs inline, not forked); pass `--agent` for non-interactive report output
-
-**Bundled scripts:** `scripts/last30days.py` (main research engine), `scripts/lib/` (search, enrichment, rendering modules), `scripts/lib/vendor/bird-search/` (vendored X search client, MIT licensed)
-
-Review scripts before first use to verify behavior.

SPEC.md

@@ -1,77 +0,0 @@
-# last30days Skill Specification
-
-## Overview
-
-`last30days` is a Claude Code skill that researches a given topic across Reddit and X (Twitter) using the OpenAI Responses API and xAI Responses API respectively. It enforces a strict 30-day recency window, popularity-aware ranking, and produces actionable outputs including best practices, a prompt pack, and a reusable context snippet. OpenAI auth can come from `OPENAI_API_KEY` or Codex login credentials.
-
-The skill operates in three modes depending on available API keys: **reddit-only** (OpenAI key), **x-only** (xAI key), or **both** (full cross-validation). It uses automatic model selection to stay current with the latest models from both providers, with optional pinning for stability.
-
-## Architecture
-
-The orchestrator (`last30days.py`) coordinates discovery, enrichment, normalization, scoring, deduplication, and rendering. Each concern is isolated in `scripts/lib/`:
-
-- **env.py**: Load API keys from `~/.config/last30days/.env` and Codex auth from `~/.codex/auth.json`
-- **dates.py**: Date range calculation and confidence scoring
-- **cache.py**: 24-hour TTL caching keyed by topic + date range
-- **http.py**: stdlib-only HTTP client with retry logic
-- **models.py**: Auto-selection of OpenAI/xAI models with 7-day caching
-- **openai_reddit.py**: OpenAI Responses API + web_search for Reddit
-- **xai_x.py**: xAI Responses API + x_search for X
-- **reddit_enrich.py**: Fetch Reddit thread JSON for real engagement metrics
-- **hackernews.py**: Hacker News search via Algolia API (free, no auth)
-- **polymarket.py**: Polymarket prediction market search via Gamma API (free, no auth)
-- **normalize.py**: Convert raw API responses to canonical schema
-- **score.py**: Compute popularity-aware scores (relevance + recency + engagement)
-- **dedupe.py**: Near-duplicate detection via text similarity
-- **render.py**: Generate markdown and JSON outputs
-- **schema.py**: Type definitions and validation
-
-## Embedding in Other Skills
-
-Other skills can import the research context in several ways:
-
-### Inline Context Injection
-```markdown
-## Recent Research Context
-!python3 ~/.claude/skills/last30days/scripts/last30days.py "your topic" --emit=context
-```
-
-### Read from File
-```markdown
-## Research Context
-!cat ~/.local/share/last30days/out/last30days.context.md
-```
-
-### Get Path for Dynamic Loading
-```bash
-CONTEXT_PATH=$(python3 ~/.claude/skills/last30days/scripts/last30days.py "topic" --emit=path)
-cat "$CONTEXT_PATH"
-```
-
-### JSON for Programmatic Use
-```bash
-python3 ~/.claude/skills/last30days/scripts/last30days.py "topic" --emit=json > research.json
-```
-
-## CLI Reference
-
-```
-python3 ~/.claude/skills/last30days/scripts/last30days.py <topic> [options]
-
-Options:
-  --refresh           Bypass cache and fetch fresh data
-  --mock              Use fixtures instead of real API calls
-  --emit=MODE         Output mode: compact|json|md|context|path (default: compact)
-  --sources=MODE      Source selection: auto|reddit|x|both (default: auto)
-```
-
-## Output Files
-
-All outputs are written to `~/.local/share/last30days/out/`:
-
-- `report.md` - Human-readable full report
-- `report.json` - Normalized data with scores
-- `last30days.context.md` - Compact reusable snippet for other skills
-- `raw_openai.json` - Raw OpenAI API response
-- `raw_xai.json` - Raw xAI API response
-- `raw_reddit_threads_enriched.json` - Enriched Reddit thread data

TASKS.md

@@ -1,47 +0,0 @@
-# last30days Implementation Tasks
-
-## Setup & Configuration
-- [x] Create directory structure
-- [x] Write SPEC.md
-- [x] Write TASKS.md
-- [x] Write SKILL.md with proper frontmatter
-
-## Core Library Modules
-- [x] scripts/lib/env.py - Environment and API key loading
-- [x] scripts/lib/dates.py - Date range and confidence utilities
-- [x] scripts/lib/cache.py - TTL-based caching
-- [x] scripts/lib/http.py - HTTP client with retry
-- [x] scripts/lib/models.py - Auto model selection
-- [x] scripts/lib/schema.py - Data structures
-- [x] scripts/lib/openai_reddit.py - OpenAI Responses API
-- [x] scripts/lib/xai_x.py - xAI Responses API
-- [x] scripts/lib/reddit_enrich.py - Reddit thread JSON fetcher
-- [x] scripts/lib/normalize.py - Schema normalization
-- [x] scripts/lib/score.py - Popularity scoring
-- [x] scripts/lib/dedupe.py - Near-duplicate detection
-- [x] scripts/lib/render.py - Output rendering
-
-## Main Script
-- [x] scripts/last30days.py - CLI orchestrator
-
-## Fixtures
-- [x] fixtures/openai_sample.json
-- [x] fixtures/xai_sample.json
-- [x] fixtures/reddit_thread_sample.json
-- [x] fixtures/models_openai_sample.json
-- [x] fixtures/models_xai_sample.json
-
-## Tests
-- [x] tests/test_dates.py
-- [x] tests/test_cache.py
-- [x] tests/test_models.py
-- [x] tests/test_score.py
-- [x] tests/test_dedupe.py
-- [x] tests/test_normalize.py
-- [x] tests/test_render.py
-
-## Validation
-- [x] Run tests in mock mode
-- [x] Demo --emit=compact
-- [x] Demo --emit=context
-- [x] Verify file tree

commands/last30days.md

@@ -0,0 +1,9 @@
+---
+description: Research what people actually say about any topic in the last 30 days across Reddit, X, YouTube, TikTok, Hacker News, Polymarket, GitHub, and the web.
+argument-hint: <topic> — e.g. "nvidia earnings reaction" or "best noise cancelling headphones"
+allowed-tools: [Bash, Read, Write, AskUserQuestion, WebSearch]
+---
+
+Invoke the `last30days` skill with the user's arguments: $ARGUMENTS
+
+Use the skill's canonical pipeline (plan → retrieve → normalize → fuse → rerank → cluster → render). If the user provided no arguments, ask them for a topic before proceeding.

docs/comparison-results/compact/base-1-claude-code.md

@@ -1,162 +0,0 @@
-## Research Results: Claude Code skills and MCP servers
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R2** (score:76) r/ClaudeCode (2026-02-22)
-  We 3x'd our team's Claude Code skill usage in 2 weeks — here's how
-  https://www.reddit.com/r/ClaudeCode/comments/1rbr5t7/we_3xd_our_teams_claude_code_skill_usage_in_2/
-  *Discussion of Claude Code skills adoption/usage, plus mentions syncing skills/hooks/MCP configs.*
-
-**R4** (score:75) r/ClaudeCode (2026-02-23)
-  ClaudeInOne — a full framework for Claude Code, installed in one command
-  https://www.reddit.com/r/ClaudeCode/comments/1rcbria/claudeinone_a_full_framework_for_claude_code/
-  *Framework bundling many Claude Code skills/agents/commands; lots of skills-related discussion.*
-
-**R1** (score:74) r/ClaudeCode (2026-02-18)
-  Self-improvement Loop: My favorite Claude Code Skill
-  https://www.reddit.com/r/ClaudeCode/comments/1r89084/selfimprovement_loop_my_favorite_claude_code_skill/
-  *Directly about a Claude Code Skill (custom skill, how it works, SKILL.md).*
-
-**R3** (score:66) r/ClaudeCode (2026-02-10)
-  I built 12 SEO skills for Claude Code (open source)
-  https://www.reddit.com/r/ClaudeCode/comments/1r0l549/i_built_12_seo_skills_for_claude_code_open_source/
-  *Concrete example of building and sharing Claude Code skills.*
-
-### X Posts
-
-**X6** (score:86) @zeeg (2026-02-25) [4likes, 1rt]
-  @adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked 
-
-Claude Code I resorted to explicit mentions and I’ve been pleasantly surprised by how well Codex ha...
-  https://x.com/zeeg/status/2026745680195367091
-  **
-
-**X4** (score:80) @ihtesham2005 (2026-02-25) [6likes]
-  🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.
-
-Stop building Claude workflows from scratch.
-
-These are plug-and-play components that work across Claude Cod...
-  https://x.com/ihtesham2005/status/2026752089473314975
-  **
-
-**X9** (score:74) @DevTenta (2026-02-25) [4likes]
-  Day 7 building my first B2C app
-
-Been setting everything up this week. Manually built 5 agents to help me in the early stages and set up the Claude Code skills i'll need for the build.
-
-Also been test...
-  https://x.com/DevTenta/status/2026742028730527786
-  **
-
-**X8** (score:64) @JorgeJaramillo (2026-02-25)
-  @Jompiras Claude code + skills. Muy breve....
-  https://x.com/JorgeJaramillo/status/2026743135435362649
-  **
-
-**X5** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr 135 agents, 35 curated skills, 121 plugins and 6 MCP configs all in one Claude Code toolkit is absolutely insane value 🤯 this is the kind of community effort that makes an AI tool go from g...
-  https://x.com/arpan7sarkar/status/2026746479369662551
-  **
-
-**X7** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for 🤩 document skills, code tools, data analysis all in one repo. this is the Claud...
-  https://x.com/arpan7sarkar/status/2026745559986614335
-  **
-
-**X2** (score:64) @yasuky (2026-02-25)
-  Claude CodeのSkillsを作成例から徹底理解する https://t.co/vZTseio2Ii...
-  https://x.com/yasuky/status/2026754773786226708
-  **
-
-**X1** (score:64) @matgoldsborough (2026-02-25)
-  How: I told Claude Code "build me a CRM." Our builder skill generated schemas, skills, server, seed data. I pointed Claude Desktop at it. Contacts, lead scoring, pipeline reviews. All from conversatio...
-  https://x.com/matgoldsborough/status/2026755742737510749
-  **
-
-**X10** (score:64) @0x_Kapoor (2026-02-25)
-  I can build another open claw, or claude bot, or even a messaging app in a nice prompt and although having engineering skills, I can push the code on the public repo and secure it even completely and ...
-  https://x.com/0x_Kapoor/status/2026738663321907214
-  **
-
-**X11** (score:56) @ghumare64 (2026-02-25) [1likes]
-  1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny 
-2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
-3. I chat with claude code 4-5 times and once I am satisifed...
-  https://x.com/ghumare64/status/2026736176695246966
-  **
-
-**X12** (score:56) @hamen (2026-02-25) [1likes]
-  The 'vibe coding' revolution is forcing a reckoning.
-
-Developers with 15+ years experience are either embracing AI to expand their reach or watching their expertise become as valuable as COBOL skills....
-  https://x.com/hamen/status/2026734075243790396
-  **
-
-### YouTube Videos
-
-**X8afcX2s2Mo** (score:74) Grace Leung (2026-02-21) [47,474 views, 1,900 likes]
-  Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code)
-  https://www.youtube.com/watch?v=X8afcX2s2Mo
-  Transcript: Every marketer I know is stretch themed. Too many channels, too many deliverables, never enough time, whether you're running a team or doing it all yourself. And that's why I'm so obsessed with clock ...
-  *YouTube video about claude code skills and mcp servers*
-
-**0J2_YGuNrDo** (score:61) Grace Leung (2025-12-16) [155,806 views, 4,760 likes]
-  Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)
-  https://www.youtube.com/watch?v=0J2_YGuNrDo
-  Transcript: I use clot more than any other AI but even I dismiss Clark as just for developers and I was wrong after using myself I am completely so and this is too powerful to ignore if you want to use AI to buil...
-  *YouTube video about claude code skills and mcp servers*
-
-**vIUJ4Hd7be0** (score:59) Leon van Zyl (2026-02-09) [25,538 views, 699 likes]
-  Claude Code Skills - The Only Tutorial You Need
-  https://www.youtube.com/watch?v=vIUJ4Hd7be0
-  *YouTube video about claude code skills and mcp servers*
-
-**Gqh_KdHP1Xk** (score:56) Robin Ebers (2025-08-21) [90,281 views, 2,719 likes]
-  8 MCP Servers That Make Claude Code 10x Better
-  https://www.youtube.com/watch?v=Gqh_KdHP1Xk
-  Transcript: Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete game changers. And I do not say this lightly. So after testing over 100 of them...
-  *YouTube video about claude code skills and mcp servers*
-
-**901VMcZq8X4** (score:51) Sean Kochel (2025-10-21) [44,602 views, 1,356 likes]
-  These 5 Claude Code Skills Are Your New Unfair Advantage
-  https://www.youtube.com/watch?v=901VMcZq8X4
-  *YouTube video about claude code skills and mcp servers*
-
-**l7qVtHpctic** (score:47) Kenny Liao (2026-01-17) [21,765 views, 728 likes]
-  Claude Code's MCP Problem Just Got Fixed
-  https://www.youtube.com/watch?v=l7qVtHpctic
-  *YouTube video about claude code skills and mcp servers*
-
-**M5CsRj6zSCA** (score:41) Eric Tech (2025-12-12) [11,286 views, 266 likes]
-  5 MCP Servers That Make Claude Code 10x More Powerful (Full-Stack App Build)
-  https://www.youtube.com/watch?v=M5CsRj6zSCA
-  *YouTube video about claude code skills and mcp servers*
-
-**qthyl0GCpDo** (score:35) Postman (2025-11-20) [7,045 views, 105 likes]
-  Claude Skills vs MCP: What’s the Difference and When to Use Each?
-  https://www.youtube.com/watch?v=qthyl0GCpDo
-  *YouTube video about claude code skills and mcp servers*
-
-**ZroGqu7GyXM** (score:34) Solo Swift Crafter (2025-10-27) [4,880 views, 98 likes]
-  Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs?
-  https://www.youtube.com/watch?v=ZroGqu7GyXM
-  *YouTube video about claude code skills and mcp servers*
-
-**jzf7DQa2CAc** (score:31) Matt Kuda (2026-01-19) [2,547 views, 87 likes]
-  How I Use Claude Code With Skills, MCP, Agents & Plugins
-  https://www.youtube.com/watch?v=jzf7DQa2CAc
-  *YouTube video about claude code skills and mcp servers*
-
----
-**Sources:**
-  ✅ Reddit: 4 threads
-  ✅ X: 11 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/base-2-seedance.md

@@ -1,233 +0,0 @@
-## Research Results: Seedance AI video generation
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R23** (score:76) r/generativeAI (2026-02-24)
-  Official website for creating content with Seedance 2.0?
-  https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/
-  *Direct thread about where to use Seedance 2.0 for generating videos (and discussion of scams/third parties).*
-
-**R19** (score:76) r/generativeAI (2026-02-22)
-  This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried
-  https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/
-  *High-signal discussion about Seedance 2.0 video generation quality (multi-shot coherence, transitions, filmmaking).*
-
-**R20** (score:75) r/Seedance_AI (2026-02-23)
-  Help! I need to use seedance or jimeng video function
-  https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/
-  *Access/how-to thread specifically about using Seedance/Jimeng video generation.*
-
-**R18** (score:72) r/Seedance_AI (2026-02-20)
-  so disappointed and frustrated with recent changes (wasted 1k$+)
-  https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/
-  *User report about Seedance video generation failing review/guardrails and credit usage—directly about Seedance generation.*
-
-**R25** (score:71) r/SaasDevelopers (2026-02-24)
-  Third-party Seedance 2.0 API
-  https://www.reddit.com/r/SaasDevelopers/comments/1rdw3uz/thirdparty_seedance_20_api/
-  *Discussion about Seedance 2.0 video generation availability via third-party API and Dreamina integration.*
-
-**R21** (score:71) r/Seedance_AI (2026-02-23)
-  What happened to doubao?
-  https://www.reddit.com/r/Seedance_AI/comments/1rcox3z/what_happened_to_doubao/
-  *Discussion around ByteDance/Doubao access issues while trying to use Seedance 2 (video generation availability).*
-
-**R28** (score:68) r/Seedance_AI (2026-02-24)
-  Selfie Situation • Seedance 2.0 • Third-party API by useapi.net
-  https://www.reddit.com/r/Seedance_AI/comments/1rduxop/selfie_situation_seedance_20_thirdparty_api_by/
-  *Seedance 2.0 discussion focused on third-party access and whether generations are truly Seedance 2.0 quality.*
-
-**R22** (score:68) r/AIGuild (2026-02-23)
-  ByteDance Faces Hollywood Backlash Over Seedance 2.0
-  https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/
-  *Seedance 2.0 discussion tied to generated video content/IP concerns and potential impacts on access/release.*
-
-**R17** (score:67) r/AI_UGC_Marketing (2026-02-17)
-  Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can’t create UGC style video
-  https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/
-  *Discussion about Seedance 2.0 availability/removal in a toolchain for generating UGC-style AI videos.*
-
-**R27** (score:64) r/u_PoppyVonMiller (2026-02-24)
-  Seedance 2.0 Music Video
-  https://www.reddit.com/r/u_PoppyVonMiller/comments/1rdkptn/seedance_20_music_video/
-  *Example/discussion of an output video made with Seedance 2.0 (AI video generation results).*
-
-**R13** (score:63) r/generativeAI (2026-02-10)
-  Where is the official Seedance website?
-  https://www.reddit.com/r/generativeAI/comments/1r19eem/where_is_the_official_seedance_website/
-  *Seedance access/official-site discussion (important for actually generating videos with Seedance).*
-
-**R15** (score:62) r/AiVideos_NoRules (2026-02-15)
-  Seedance 2.0
-  https://www.reddit.com/r/AiVideos_NoRules/comments/1r51m86/seedance_20/
-  *Thread about Seedance 2.0 as an AI video generator and its capabilities/impact.*
-
-**R12** (score:62) r/GoogleGeminiAI (2026-02-09)
-  Has anyone used Seedance 2.0 yet?
-  https://www.reddit.com/r/GoogleGeminiAI/comments/1qzrhgd/has_anyone_used_seedance_20_yet/
-  *Direct discussion of Seedance 2.0 usage/access for AI video generation and where people are trying it.*
-
-**R24** (score:61) r/aivideo (2026-02-24)
-  [Removed]
-  https://www.reddit.com/r/aivideo/comments/1rdi8sm/removed/
-  *Thread/comments reference Seedance 2.0 access and community moderation around AI-generated video/IP.*
-
-**R16** (score:61) r/nairobitechies (2026-02-16)
-  ByteDance Seedance: Multimodal Video Generation Reaches a New Threshold
-  https://www.reddit.com/r/nairobitechies/comments/1r6gwyj/bytedance_seedance_multimodal_video_generation/
-  *Seedance family discussion (1.0/1.5/2.0) focusing on video generation features and multimodal inputs.*
-
-### X Posts
-
-**X9** (score:86) @HBCoop_ (2026-02-25) [9likes]
-  First Seedance 2.0 Test! 
-
-Seedance 5.0 Lite @krea_ai → Seedance 2.0 @capcutapp
-
-Prompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of ...
-  https://x.com/HBCoop_/status/2026748738354450919
-  **
-
-**X12** (score:77) @Noor_ul_ain43 (2026-02-25) [5likes]
-  Goku vs Broly , EPIC Full Battle! 
-Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2...
-  https://x.com/Noor_ul_ain43/status/2026743666635845959
-  **
-
-**X10** (score:66) @grok (2026-02-25) [2likes]
-  @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile). 
-
-See it in the AI video tools: https://t.co/K3gwCgUSyb 
-
-Just update the ap...
-  https://x.com/grok/status/2026747009143549978
-  **
-
-**X1** (score:64) @jznode (2026-02-25)
-  @ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 p...
-  https://x.com/jznode/status/2026755966545404015
-  **
-
-**X5** (score:64) @Yousaf_340 (2026-02-25)
-  @ProperPrompter Yes!  Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. 🎬🔥...
-  https://x.com/Yousaf_340/status/2026751320716357996
-  **
-
-**X6** (score:64) @Yousaf_340 (2026-02-25)
-  @ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt....
-  https://x.com/Yousaf_340/status/2026750898769473829
-  **
-
-**X3** (score:64) @EmmaUsesAi (2026-02-25)
-  Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.
-
-It’s now native inside NemoVideo.
-
-You can:
-- Identify proven formats
-- Analyze what drives retention
-- Turn an id...
-  https://x.com/EmmaUsesAi/status/2026751784509673531
-  **
-
-**X2** (score:64) @OneStrangeW (2026-02-25)
-  You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. 🙂Also, you can offer SORA for ...
-  https://x.com/OneStrangeW/status/2026755320362709093
-  **
-
-**X11** (score:64) @WyldeChyldeRec (2026-02-25)
-  🚨Phishing Scam!
-
-Watch for emails titled:
-
-[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added
-
-This is not real. We don't have a Seedance account, and the links are not offi...
-  https://x.com/WyldeChyldeRec/status/2026743867224240149
-  **
-
-**X7** (score:56) @La_DeCrypt (2026-02-25) [1likes]
-  - Kling (https://t.co/WGphQsdLf1)
-
-- Seedance 2.0 (https://t.co/A8UzLTRGNo) 
-
-☞ AI-powered video editing:
-
-- Descript (https://t.co/q4axNEjDzt)
-- OpusClip (https://t.co/5XPn4EPH6u)
-- Submagic (https:/...
-  https://x.com/La_DeCrypt/status/2026750376687394884
-  **
-
-**X8** (score:56) @TferThomas (2026-02-25) [1likes]
-  Seedance 2.0 might be gen AI video’s next big hope, but it’s still slop https://t.co/kT1baOYJQk #AI...
-  https://x.com/TferThomas/status/2026749218224746609
-  **
-
-### YouTube Videos
-
-**F1kWxdfiBNE** (score:73) AI Filmmaking Academy (2026-02-22) [40,982 views, 1,088 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=F1kWxdfiBNE
-  *YouTube video about seedance ai video generation*
-
-**_o2MuUX9UYg** (score:73) Theoretically Media (2026-02-09) [199,908 views, 4,986 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=_o2MuUX9UYg
-  Transcript: So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes,...
-  *YouTube video about seedance ai video generation*
-
-**jkPTYD5lXo8** (score:70) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes]
-  100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE
-  https://www.youtube.com/watch?v=jkPTYD5lXo8
-  Transcript: No, this is not clickbait. You can now access Cance 2.0 for free from anywhere. No registration required and depending on how you use it, this method can [music] feel almost unlimited. And yes, at the...
-  *YouTube video about seedance ai video generation*
-
-**W_lxyDFDZt4** (score:69) WealthWise (2026-02-12) [126,599 views, 1,204 likes]
-  Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed
-  https://www.youtube.com/watch?v=W_lxyDFDZt4
-  Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos g...
-  *YouTube video about seedance ai video generation*
-
-**R1zl92NhCfE** (score:65) Ai Lockup (2026-02-16) [32,699 views, 591 likes]
-  Seedance 2.0 How To Use and Become a Pro AI Film Maker With This AI Video Generator
-  https://www.youtube.com/watch?v=R1zl92NhCfE
-  *YouTube video about seedance ai video generation*
-
-**G1Ad4a8sdJU** (score:63) Benji’s AI Playground (2026-02-14) [38,581 views, 419 likes]
-  SeeDance 2.0: The Next Level of AI Video — And What It Means for Local AI Users?
-  https://www.youtube.com/watch?v=G1Ad4a8sdJU
-  *YouTube video about seedance ai video generation*
-
-**n625xVounGM** (score:61) John Savage AI (2026-02-23) [7,184 views, 126 likes]
-  How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide)
-  https://www.youtube.com/watch?v=n625xVounGM
-  *YouTube video about seedance ai video generation*
-
-**kJ0NAVmd4f4** (score:58) Rogue Cell Pictures (2026-02-25) [1,544 views, 147 likes]
-  Seedance 2.0 Changes Filmmaking Forever | New Original Series
-  https://www.youtube.com/watch?v=kJ0NAVmd4f4
-  *YouTube video about seedance ai video generation*
-
-**FP8TaJSFohs** (score:55) Chem Beast (2026-02-24) [3,194 views, 31 likes]
-  How To Use Seedance 2 0 Full AI Video Generator Tutorial + Free Access Guide
-  https://www.youtube.com/watch?v=FP8TaJSFohs
-  *YouTube video about seedance ai video generation*
-
-**61ThJGqwHsI** (score:48) xCreate (2026-02-11) [4,854 views, 86 likes]
-  Ultimate AI Video Generation - Seedance 2.0 PREVIEW
-  https://www.youtube.com/watch?v=61ThJGqwHsI
-  *YouTube video about seedance ai video generation*
-
----
-**Sources:**
-  ✅ Reddit: 16 threads
-  ✅ X: 11 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/base-3-macbook.md

@@ -1,198 +0,0 @@
-## Research Results: M4 MacBook Pro review
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:0) r/macbookpro (2025-04-09) [date:low]
-  M4 Macbook Pro 14’ 1 month review
-  https://www.reddit.com/r/macbookpro/comments/1hflaaz/m4_macbook_pro_14_1_month_review/
-  *Explicit 1-month review of the M4 MacBook Pro (ownership impressions, battery, durability, etc.).*
-
-**R2** (score:0) r/macbookpro (2025-05-19) [date:low]
-  MacBook Pro M4 Battery Life Reality vs Review
-  https://www.reddit.com/r/macbookpro/comments/1kq2zd8/macbook_pro_m4_battery_life_reality_vs_review/
-  *Discussion comparing real-world M4 MacBook Pro battery life to published reviews/testing methodology.*
-
-**R3** (score:0) r/macbookpro (2025-08-18) [date:low]
-  Disappointed with my MBP M4 Experience …
-  https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/
-  *First-hand experience post that references reviews and reports performance/heat/app stability issues on an M4 MBP.*
-
-### X Posts
-
-**X1** (score:86) @bhphoto (2026-02-25) [3likes]
-  If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️
-https://t.co/nzjXmiHmac https://t...
-  https://x.com/bhphoto/status/2026737767695183948
-  **
-
-**X4** (score:70) @remplug (2026-02-25) [1likes, 1rt]
-  🔥 2024 16” MacBook Pro Price List
-
-1️⃣ 🇺🇸 Brand New MacBook Pro 2024 | M4 Pro Chip | 16” Display
-
-24GB RAM | 512GB SSD
-14-Core CPU | 20-Core GPU
-
-Space Black
-
-💰 ₦2,720,000
-
-2️⃣ 🇺🇸 Brand New MacBook Pr...
-  https://x.com/remplug/status/2026725100213465443
-  **
-
-**X10** (score:64) @grok (2026-02-25)
-  @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient—ditch it. Yours at $3-4k....
-  https://x.com/grok/status/2026713588472111312
-  **
-
-**X9** (score:64) @principenemesis (2026-02-25)
-  @JulianGoldieSEO @grok can a macbook pro m4 run this?...
-  https://x.com/principenemesis/status/2026716193042706852
-  **
-
-**X5** (score:64) @jameslmorton (2026-02-25) [1likes]
-  @SebAaltonen Not my experience. It’s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.
-
-But absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It’s GPT-3.5.
-
-Totally b...
-  https://x.com/jameslmorton/status/2026721943630786816
-  **
-
-**X6** (score:64) @bcofertas (2026-02-25)
-  BR Ofertas todos os dias 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Pegue já: https://t.co/PSwylZH3Sz
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos 24GB 512...
-  https://x.com/bcofertas/status/2026721014676099084
-  **
-
-**X12** (score:64) @grok (2026-02-25)
-  Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work...
-  https://x.com/grok/status/2026704108820824113
-  **
-
-**X7** (score:64) @toppromoalertas (2026-02-25)
-  Promoções BR do dia 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Ver aqui: https://t.co/LfxNw3waps
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos...
-
-Amazon | ...
-  https://x.com/toppromoalertas/status/2026719111523237932
-  **
-
-**X8** (score:64) @grok (2026-02-25)
-  Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.
-
-Ollama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feel...
-  https://x.com/grok/status/2026716420269031652
-  **
-
-**X2** (score:56) @grecinoscdev (2026-02-25) [1likes]
-  @TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation...
-  https://x.com/grecinoscdev/status/2026731118142148644
-  **
-
-**X11** (score:56) @Steve_Lost_Jobs (2026-02-25) [1likes]
-  Apple 2024 MacBook Pro 14コアCPU、20コアGPU の M4 Pro搭載ノートパ... PR
-
-4549995547610
-
-ポイント: 3735㌽
-想定価格: 369,800
-
-2026/02/26 01:55:23
-https://t.co/q1uyIqFsID...
-  https://x.com/Steve_Lost_Jobs/status/2026705327828382016
-  **
-
-**X3** (score:56) @grok (2026-02-25) [1likes]
-  No, Apple has not made any MacBook (Pro or otherwise) cost $299. 
-
-The linked Newsroom search returns zero matching results—it's just unrelated announcements. Current cheapest Mac is the 13" MacBook A...
-  https://x.com/grok/status/2026727605517394283
-  **
-
-### YouTube Videos
-
-**9HQx5pgUoiY** (score:61) Marques Brownlee (2024-11-18) [4,010,567 views, 105,606 likes]
-  M4 Max MacBook Pro: I'm Convinced!
-  https://www.youtube.com/watch?v=9HQx5pgUoiY
-  Transcript: so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my wo...
-  *YouTube video about m4 macbook pro review*
-
-**etP2Th9g2hM** (score:55) ShortCircuit (2024-11-30) [1,113,999 views, 22,765 likes]
-  Don't buy the Wrong MacBook like me...  - M4 MacBook Pro
-  https://www.youtube.com/watch?v=etP2Th9g2hM
-  Transcript: woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm...
-  *YouTube video about m4 macbook pro review*
-
-**b4x8boB2KdI** (score:55) Dave2D (2024-11-07) [1,057,988 views, 24,977 likes]
-  M4 MacBook Pro Review - Things to Know
-  https://www.youtube.com/watch?v=b4x8boB2KdI
-  Transcript: so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture t...
-  *YouTube video about m4 macbook pro review*
-
-**uPe9spXLfZY** (score:50) Created Tech (2025-07-07) [472,845 views, 5,082 likes]
-  M4 MacBook Air vs M4 MacBook Pro - 4 Months Later
-  https://www.youtube.com/watch?v=uPe9spXLfZY
-  *YouTube video about m4 macbook pro review*
-
-**TfvIgdzImt4** (score:50) Hardware Canucks (2024-12-15) [325,599 views, 6,339 likes]
-  The Macbook Pro M4 is Insane.
-  https://www.youtube.com/watch?v=TfvIgdzImt4
-  *YouTube video about m4 macbook pro review*
-
-**a8Szdrnq0YM** (score:49) Brandon Butch (2025-02-03) [352,593 views, 4,309 likes]
-  MacBook Pro M4 - Review After 3 Months: This Feels Wrong.
-  https://www.youtube.com/watch?v=a8Szdrnq0YM
-  *YouTube video about m4 macbook pro review*
-
-**anIVewgtbFc** (score:48) MacRumors (2024-12-17) [238,619 views, 2,874 likes]
-  The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)
-  https://www.youtube.com/watch?v=anIVewgtbFc
-  *YouTube video about m4 macbook pro review*
-
-**5rN6CEO31gM** (score:48) Just Josh (2024-11-15) [154,306 views, 4,540 likes]
-  MacBook Pro M4: Review & Recommendations
-  https://www.youtube.com/watch?v=5rN6CEO31gM
-  *YouTube video about m4 macbook pro review*
-
-**i3eTKJav1VI** (score:45) Created Tech (2025-04-29) [137,009 views, 1,832 likes]
-  M4 Pro MacBook - Long Term Review (6 Months Later)
-  https://www.youtube.com/watch?v=i3eTKJav1VI
-  *YouTube video about m4 macbook pro review*
-
-**QbSQH_95eg8** (score:36) Tech It Easy (2026-02-01) [3,176 views, 55 likes]
-  MacBook Pro M4 Pro Review: 1 Year Later! (Still Worth Buying in 2026?)
-  https://www.youtube.com/watch?v=QbSQH_95eg8
-  *YouTube video about m4 macbook pro review*
-
----
-**Sources:**
-  ✅ Reddit: 3 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/base-4-rap.md

@@ -1,145 +0,0 @@
-## Research Results: best rap songs 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R10** (score:57) r/TeenageRapFans (2026-02-15)
-  What's the best rap song ever made?
-  https://www.reddit.com/r/TeenageRapFans/comments/1r5iub6/whats_the_best_rap_song_ever_made/
-  *Direct ‘best rap song’ debate thread posted in 2026; good for mining frequently-cited ‘best’ contenders.*
-
-**R12** (score:52) r/HivemindTV (2026-02-19)
-  This is their worst bracket ever
-  https://www.reddit.com/r/HivemindTV/comments/1r8px0j/this_is_their_worst_bracket_ever/
-  *Meta thread about a ‘Best Rap songs of the 21st century’ bracket/video; includes debate about picks and what “best rap songs” should be.*
-
-**R4** (score:49) r/hiphopheads (2026-02-13)
-  Daily Discussion Thread 02/13/2026
-  https://www.reddit.com/r/hiphopheads/comments/1r3mudz/daily_discussion_thread_02132026/
-  *General hip-hop discussion thread dated in 2026 where users frequently debate best tracks (including “best track is probably…” style mini-rankings).*
-
-**R3** (score:48) r/hiphopheads (2026-02-01)
-  Pre-Show Grammy Winners
-  https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/
-  *Discusses 2026 Grammys rap categories (Best Rap Song/Performance, etc.), which commonly overlaps with ‘best rap songs’ discussions.*
-
-**R14** (score:41) r/edranked (2026-02-01)
-  Reddit Ranked: Hip Hop ‘26
-  https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/
-  *Community submission/ranking project for Hip Hop ‘26; relevant to discovering and discussing top tracks for 2026.*
-
-**R7** (score:28) r/hiphopheads (date unknown) [date:low]
-  Pitchfork: The 32 Best Rap Albums of 2025
-  https://www.reddit.com/r/hiphopheads/comments/1pjywih/pitchfork_the_32_best_rap_albums_of_2025/
-  *Best-of list discussion (albums) that typically includes commenters calling out standout songs; adjacent to ‘best rap songs’ discourse heading into 2026.*
-
-### X Posts
-
-**X5** (score:86) @Zika_gfx (2026-02-25) [11likes, 5rt]
-  Talking about meaningful rap songs...
-
-WORLD BEST LIE - NUNO ZIGI (2026)🥺❤ https://t.co/MDHRf3giYq...
-  https://x.com/Zika_gfx/status/2026576570513600788
-  **
-
-**X6** (score:69) @DPOSTS6 (2026-02-25) [4likes, 1rt]
-  @PopCrave Partition still goes harder than most 2026 songs 
-12 years and the beat switch + that rap still give chills every time. Queen never misses...
-  https://x.com/DPOSTS6/status/2026523320548819145
-  **
-
-**X9** (score:64) @grok (2026-02-25)
-  @Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 ...
-  https://x.com/grok/status/2026467153046606064
-  **
-
-**X7** (score:64) @grok (2026-02-25)
-  @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His "What You Saying" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is comin...
-  https://x.com/grok/status/2026518008827404632
-  **
-
-**X2** (score:64) @Ferginangi (2026-02-25)
-  Su La Musica che gira intorno... "Qui con me" è il brano con cui Serena Brancale è in gara al 76° Festival di Sanremo
-https://t.co/wTPeovzt6u
-#music #genre #song #songs #envywear #PleaseForgiveMe #mel...
-  https://x.com/Ferginangi/status/2026696207557382298
-  **
-
-**X12** (score:62) @teammusic2046 (2026-02-23)
-  [ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **🔥🔥🔥………..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]………🔥🔥🔥 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7...
-  https://x.com/teammusic2046/status/2026040965329191061
-  **
-
-**X11** (score:59) @IoWeul (2026-02-24) [2likes]
-  @PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.
-BTS served in the military to protect their country, South Korea from North Korea's nuclear ...
-  https://x.com/IoWeul/status/2026233090683863471
-  **
-
-**X8** (score:58) @grok (2026-02-25) [1likes]
-  Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off "What You Saying" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nati...
-  https://x.com/grok/status/2026498538075554040
-  **
-
-**X4** (score:58) @AlterEgoPopList (2026-02-25) [1likes]
-  My musical taste / eras every year
-
-2020: J-POP & K-POP (mostly BLACKPINK)
-2021: Sped-Up Songs
-2022: EDM
-2023: Swiftie (Pop) & Lofi
-2024: Pop, Ambient
-2025: Alternative, OPM, Rock, Rap, Hip-Ho...
-  https://x.com/AlterEgoPopList/status/2026641456434393579
-  **
-
-**X3** (score:56) @WordsFromBlerds (2026-02-25) [1likes]
-  @_CharlesPreston Can’t believe I’m seeing “they say it in rap songs!” In 2026
-
-The same reductive, ancient, debunked arguments ad infinitum...
-  https://x.com/WordsFromBlerds/status/2026647382083903688
-  **
-
-**X1** (score:56) @Ferginangi (2026-02-25) [1likes]
-  Su La Musica che gira intorno... "Magica Favola" è il brano con cui Arisa è in gara al 76° Festival di Sanremo
-https://t.co/Nxzkb005lP
-#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hi...
-  https://x.com/Ferginangi/status/2026705227366256880
-  **
-
-**X10** (score:55) @fo_sho52268 (2026-02-24) [1likes]
-  @blackiiingout 💩 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls "rap  songs" 🥴😩...
-  https://x.com/fo_sho52268/status/2026335353364201566
-  **
-
-### YouTube Videos
-
-**ZUExyc50ZVU** (score:63) West Coast Finest (2026-01-29) [407,260 views, 4,228 likes]
-  Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent
-  https://www.youtube.com/watch?v=ZUExyc50ZVU
-  Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> B...
-  *YouTube video about rap songs 2026*
-
-**d1melQQVp6s** (score:58) DJ Noize (2026-02-14) [42,707 views, 761 likes]
-  New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize
-  https://www.youtube.com/watch?v=d1melQQVp6s
-  Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ _...
-  *YouTube video about rap songs 2026*
-
-**-KQpPySP93I** (score:53) DJ Noize (2026-02-21) [12,955 views, 304 likes]
-  New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize
-  https://www.youtube.com/watch?v=-KQpPySP93I
-  Transcript: This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you cl...
-  *YouTube video about rap songs 2026*
-
----
-**Sources:**
-  ✅ Reddit: 6 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 3 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/base-5-react-svelte.md

@@ -1,162 +0,0 @@
-## Research Results: React vs Svelte 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R2** (score:67) r/eact (2026-02-10)
-  What do you guys think about comparison between React vs Svelte?
-  https://www.reddit.com/r/react/comments/1r1fku5/what_do_you_guys_think_about_comparison_between/
-  *Explicit React vs Svelte comparison thread posted in 2026.*
-
-**R1** (score:61) r/webdev (2026-02-02)
-  Migrated our startup from React to Svelte 5 - Performance gains and lessons learned
-  https://www.reddit.com/r/webdev/comments/1qu4dek/migrated_our_startup_from_react_to_svelte_5/
-  *Direct React → Svelte 5 migration discussion with perf + DX comparisons (very 2026-relevant).*
-
-**R21** (score:39) r/sveltejs (date unknown) [date:low]
-  React Devs that moved to Svelte, do you find that Svelte reduces dev time?
-  https://www.reddit.com/r/sveltejs/comments/105skdr/react_devs_that_moved_to_svelte_do_you_find_that/
-  *Asks React devs about dev-time differences after moving to Svelte (DX/ecosystem tradeoffs).*
-
-**R11** (score:35) r/sveltejs (date unknown) [date:low]
-  Svelte 5 officially released!
-  https://www.reddit.com/r/sveltejs/comments/1g7d3a7/svelte_5_officially_released/
-  *Major Svelte 5 release thread with debate about whether React developers will switch (React vs Svelte dynamics).*
-
-### X Posts
-
-**X4** (score:76) @FabianHiller (2026-02-13) [61likes, 2rt]
-  TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.  
-
-@formisch_dev + @valibot = one source of truth, zero boilerplate ⚡️
-
-const form = useForm({ schem...
-  https://x.com/FabianHiller/status/2022345388603080834
-  **
-
-**X3** (score:57) @ConsciousRide (2026-02-15) [6likes]
-  Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)
-
-   - React: 🇺🇸 United States
-   - Vue: 🇨🇳 China (created by Evan You)
-   - Angular: 🇺🇸 United States
-   - Svelte: 🇺🇸 United State...
-  https://x.com/ConsciousRide/status/2023050160520278501
-  **
-
-**X11** (score:53) @singhprateek_25 (2026-02-07) [6likes, 1rt]
-  Requirements for a fresher in 2026:
-
-Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, Django, Flask, FastAPI, Spring Boot, PHP, Laravel,...
-  https://x.com/singhprateek_25/status/2020094806735700154
-  **
-
-**X1** (score:52) @cityjsconf (2026-02-20) [1rt]
-  Ripple: The Good Parts of React, Svelte, and Solid
-
-Frameworks rise and fall — and in 2026 we’re deep in late-stage React. What’s next? Join @erikras as he introduces Ripple, a TypeScript-first UI fra...
-  https://x.com/cityjsconf/status/2024908272646398229
-  **
-
-**X2** (score:52) @dennydotio (2026-02-18) [1likes]
-  Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro  etc... only exist because humans need organized code to stay sane. 
-
-Once we stop reading the source code, we stop needing ...
-  https://x.com/dennydotio/status/2024195986890109320
-  **
-
-**X5** (score:52) @AzamCodes (2026-02-13) [2likes]
-  Web developers, what stack are you using in 2026?
-React? Vue? Svelte? Vanilla? Curious what’s actually winning....
-  https://x.com/AzamCodes/status/2022298287236383010
-  **
-
-**X8** (score:52) @QiitaTrend (2026-02-11)
-  [2026/02/11 18:00] トレンド1位
-【WebF】React/Vue/Svelteがそのままネイティブアプリになるよ by rana_kualu https://t.co/GiAnTHpOBB...
-  https://x.com/QiitaTrend/status/2021509592489025785
-  **
-
-**X10** (score:50) @nicobaogim (2026-02-09)
-  @babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwis...
-  https://x.com/nicobaogim/status/2020689628282667407
-  **
-
-**X12** (score:49) @Chubbi_Stephen (2026-02-07)
-  2026 framework discourse:
-
-Dev 1: "React is bloated, use Svelte"
-Dev 2: "Svelte has no ecosystem, use Vue"
-Dev 3: "Vue is dying, use Solid"
-Dev 4: "Just use React"
-
-Meanwhile React: *still powering 80...
-  https://x.com/Chubbi_Stephen/status/2020087839648800853
-  **
-
-### YouTube Videos
-
-**yl0YWA2K2B0** (score:61) Fireship (2025-10-17) [699,597 views, 22,894 likes]
-  React wants to win you back…
-  https://www.youtube.com/watch?v=yl0YWA2K2B0
-  Transcript: Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-re...
-  *YouTube video about react vs svelte 2026*
-
-**MnpuK0MK4yo** (score:61) Beyond Fireship (2023-06-30) [697,106 views, 25,490 likes]
-  React VS Svelte...10 Examples
-  https://www.youtube.com/watch?v=MnpuK0MK4yo
-  Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status ...
-  *YouTube video about react vs svelte 2026*
-
-**aYyZUDFZTrM** (score:60) Fireship (2024-10-24) [547,841 views, 24,456 likes]
-  JavaScript framework reinvents itself… Did "runes" just ruin Svelte?
-  https://www.youtube.com/watch?v=aYyZUDFZTrM
-  Transcript: about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended u...
-  *YouTube video about react vs svelte 2026*
-
-**k7LhsqnJCe4** (score:51) Paperclick (2026-02-19) [26 views, 1 likes]
-  Htmx vs Svelte (2026) - Which One Is BETTER?
-  https://www.youtube.com/watch?v=k7LhsqnJCe4
-  *YouTube video about react vs svelte 2026*
-
-**IpJh0VEzMRo** (score:51) Ben Davis (2025-10-12) [24,631 views, 1,043 likes]
-  I Was Wrong About Svelte...
-  https://www.youtube.com/watch?v=IpJh0VEzMRo
-  *YouTube video about react vs svelte 2026*
-
-**qwDp5pZA_TA** (score:50) Code Hub (2026-02-08) [640 views, 31 likes]
-  The Front-end Frameworks Guide 2026: React vs Angular vs Vue vs Svelt vs Solid vs Astro
-  https://www.youtube.com/watch?v=qwDp5pZA_TA
-  *YouTube video about react vs svelte 2026*
-
-**1cGtYEXGm8c** (score:50) Ben Davis (2026-01-06) [16,900 views, 793 likes]
-  This is THE Framework You Should be Using in 2026
-  https://www.youtube.com/watch?v=1cGtYEXGm8c
-  *YouTube video about react vs svelte 2026*
-
-**_vuVy21l2bU** (score:46) Code Hub (2025-10-30) [6,454 views, 204 likes]
-  React vs Svelte: The Brutal Honest Comparison EVER
-  https://www.youtube.com/watch?v=_vuVy21l2bU
-  *YouTube video about react vs svelte 2026*
-
-**1BCsdaeYv0A** (score:43) Daniel | Tech & Data (2023-11-26) [33,905 views, 0 likes]
-  Svelte vs React in 2025 - Make the RIGHT Choice (Difference Explained)
-  https://www.youtube.com/watch?v=1BCsdaeYv0A
-  *YouTube video about react vs svelte 2026*
-
-**41HXdxGekZ0** (score:36) Paperclick (2025-10-04) [287 views, 3 likes]
-  Vue vs React vs Svelte (2026) - Which One Is BEST?
-  https://www.youtube.com/watch?v=41HXdxGekZ0
-  *YouTube video about react vs svelte 2026*
-
----
-**Sources:**
-  ✅ Reddit: 4 threads
-  ✅ X: 9 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-1-claude-code-improved.md

@@ -1,285 +0,0 @@
-## Research Results: Claude Code skills and MCP servers
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:78) r/ClaudeCode (2026-02-23)
-  ClaudeInOne — a full framework for Claude Code, installed in one command
-  https://www.reddit.com/r/ClaudeCode/comments/1rcbria/claudeinone_a_full_framework_for_claude_code/
-  *Directly about Claude Code skills (213 skills) and a reusable framework for Claude Code workflows.*
-
-**R10** (score:77) r/ClaudeCode (2026-02-25)
-  Claude Code works great… until you have too many MCP servers
-  https://www.reddit.com/r/ClaudeCode/comments/1rehy2x/claude_code_works_great_until_you_have_too_many/
-  *Scaling issues and architecture discussion when using many MCP servers with Claude Code (mentions gateway).*
-
-**R2** (score:77) r/ClaudeCode (2026-02-22)
-  I built an MCP server that gives Claude Code a semantic graph of your codebase - went from ~15k tokens of grep output to ~3k of relevant context
-  https://www.reddit.com/r/ClaudeCode/comments/1rbu1nq/i_built_an_mcp_server_that_gives_claude_code_a/
-  *An MCP server specifically designed to improve Claude Code context retrieval and reduce token waste.*
-
-**R9** (score:76) r/ClaudeAI (2026-02-24)
-  I built 25 MCP servers so Claude Code stops wasting tokens on terminal formatting
-  https://www.reddit.com/r/ClaudeAI/comments/1rd8z0d/i_built_25_mcp_servers_so_claude_code_stops/
-  *Large set of MCP servers aimed at Claude Code usage; about MCP servers returning structured data.*
-
-**R4** (score:75) r/ClaudeCode (2026-02-22)
-  We 3x'd our team's Claude Code skill usage in 2 weeks — here's how
-  https://www.reddit.com/r/ClaudeCode/comments/1rbr5t7/we_3xd_our_teams_claude_code_skill_usage_in_2/
-  *Team-level discussion of increasing Claude Code skill adoption; mentions syncing skills and MCP configs.*
-
-**R8** (score:72) r/ClaudeAI (2026-02-19)
-  I used Claude Code to build an MCP proxy server that gives it safe(r) access to my email. Here's what I learned about the security challenges
-  https://www.reddit.com/r/ClaudeAI/comments/1r99zbv/i_used_claude_code_to_build_an_mcp_proxy_server/
-  *MCP server project built for/with Claude Code; discusses MCP server design and security tradeoffs.*
-
-**R3** (score:72) r/ClaudeCode (2026-02-18)
-  Self-improvement Loop: My favorite Claude Code Skill
-  https://www.reddit.com/r/ClaudeCode/comments/1r89084/selfimprovement_loop_my_favorite_claude_code_skill/
-  *Focused on a concrete Claude Code skill (“wrap-up”) and how skills are used in real sessions.*
-
-**R5** (score:65) r/ClaudeCode (2026-02-10)
-  I built 12 SEO skills for Claude Code (open source)
-  https://www.reddit.com/r/ClaudeCode/comments/1r0l549/i_built_12_seo_skills_for_claude_code_open_source/
-  *Showcase of multiple Claude Code skills and how they run via slash commands/subagents.*
-
-**R6** (score:57) r/ClaudeCode (2026-02-02)
-  [Skill Viewer] Built a Chrome extension to view Claude Code skills on GitHub - seeking feedback
-  https://www.reddit.com/r/ClaudeCode/comments/1qtq7yr/skill_viewer_built_a_chrome_extension_to_view/
-  *Tooling around discovering/viewing Claude Code skills; directly about skills ecosystem.*
-
-**R14** (score:43) r/ClaudeCode (date unknown) [date:low]
-  Difference between Skills and these: Subagents, Claude.MD and slash commands?
-  https://www.reddit.com/r/ClaudeCode/comments/1o8t6xe/difference_between_skills_and_these_subagents/
-  *Conceptual thread clarifying what Skills are versus subagents/CLAUDE.md/slash commands (relevant to skills usage).*
-
-### X Posts
-
-**X5** (score:86) @zeeg (2026-02-25) [5likes, 1rt]
-  @adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked 
-
-Claude Code I resorted to explicit mentions and I’ve been pleasantly surprised by how well Codex ha...
-  https://x.com/zeeg/status/2026745680195367091
-  **
-
-**X3** (score:78) @ihtesham2005 (2026-02-25) [6likes]
-  🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.
-
-Stop building Claude workflows from scratch.
-
-These are plug-and-play components that work across Claude Cod...
-  https://x.com/ihtesham2005/status/2026752089473314975
-  **
-
-**X8** (score:72) @DevTenta (2026-02-25) [4likes]
-  Day 7 building my first B2C app
-
-Been setting everything up this week. Manually built 5 agents to help me in the early stages and set up the Claude Code skills i'll need for the build.
-
-Also been test...
-  https://x.com/DevTenta/status/2026742028730527786
-  **
-
-**X7** (score:64) @JorgeJaramillo (2026-02-25)
-  @Jompiras Claude code + skills. Muy breve....
-  https://x.com/JorgeJaramillo/status/2026743135435362649
-  **
-
-**X4** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr 135 agents, 35 curated skills, 121 plugins and 6 MCP configs all in one Claude Code toolkit is absolutely insane value 🤯 this is the kind of community effort that makes an AI tool go from g...
-  https://x.com/arpan7sarkar/status/2026746479369662551
-  **
-
-**X6** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for 🤩 document skills, code tools, data analysis all in one repo. this is the Claud...
-  https://x.com/arpan7sarkar/status/2026745559986614335
-  **
-
-**X2** (score:64) @yasuky (2026-02-25)
-  Claude CodeのSkillsを作成例から徹底理解する https://t.co/vZTseio2Ii...
-  https://x.com/yasuky/status/2026754773786226708
-  **
-
-**X12** (score:64) @zhuoyuan45514 (2026-02-25)
-  Day 52 (01/21/2026) (Rest Day)
-
-> Go to New York + watch Broadway Show
-
-> Catch up on claude code updates on way back (2hrs)
-    - Learn difference between skills + MCP, and etc
-       
-> Neetcode (1h...
-  https://x.com/zhuoyuan45514/status/2026733326631923776
-  **
-
-**X1** (score:64) @matgoldsborough (2026-02-25)
-  How: I told Claude Code "build me a CRM." Our builder skill generated schemas, skills, server, seed data. I pointed Claude Desktop at it. Contacts, lead scoring, pipeline reviews. All from conversatio...
-  https://x.com/matgoldsborough/status/2026755742737510749
-  **
-
-**X9** (score:64) @0x_Kapoor (2026-02-25)
-  I can build another open claw, or claude bot, or even a messaging app in a nice prompt and although having engineering skills, I can push the code on the public repo and secure it even completely and ...
-  https://x.com/0x_Kapoor/status/2026738663321907214
-  **
-
-**X10** (score:56) @ghumare64 (2026-02-25) [1likes]
-  1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny 
-2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
-3. I chat with claude code 4-5 times and once I am satisifed...
-  https://x.com/ghumare64/status/2026736176695246966
-  **
-
-**X11** (score:56) @hamen (2026-02-25) [1likes]
-  The 'vibe coding' revolution is forcing a reckoning.
-
-Developers with 15+ years experience are either embracing AI to expand their reach or watching their expertise become as valuable as COBOL skills....
-  https://x.com/hamen/status/2026734075243790396
-  **
-
-### YouTube Videos
-
-**X8afcX2s2Mo** (score:69) Grace Leung (2026-02-21) [47,512 views, 1,900 likes] [also on: HN]
-  Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code)
-  https://www.youtube.com/watch?v=X8afcX2s2Mo
-  Transcript: Every marketer I know is stretch themed. Too many channels, too many deliverables, never enough time, whether you're running a team or doing it all yourself. And that's why I'm so obsessed with clock ...
-  *YouTube: Claude Skills: Build Your First AI Marketing Team in 16 Minu*
-
-**0J2_YGuNrDo** (score:66) Grace Leung (2025-12-16) [155,806 views, 4,760 likes]
-  Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)
-  https://www.youtube.com/watch?v=0J2_YGuNrDo
-  Transcript: I use clot more than any other AI but even I dismiss Clark as just for developers and I was wrong after using myself I am completely so and this is too powerful to ignore if you want to use AI to buil...
-  *YouTube: Claude Code just Built me an AI Agent Team (Claude Code + Sk*
-
-**Gqh_KdHP1Xk** (score:61) Robin Ebers (2025-08-21) [90,281 views, 2,719 likes]
-  8 MCP Servers That Make Claude Code 10x Better
-  https://www.youtube.com/watch?v=Gqh_KdHP1Xk
-  Transcript: Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete game changers. And I do not say this lightly. So after testing over 100 of them...
-  *YouTube: 8 MCP Servers That Make Claude Code 10x Better*
-
-**vIUJ4Hd7be0** (score:54) Leon van Zyl (2026-02-09) [25,538 views, 699 likes]
-  Claude Code Skills - The Only Tutorial You Need
-  https://www.youtube.com/watch?v=vIUJ4Hd7be0
-  *YouTube: Claude Code Skills - The Only Tutorial You Need*
-
-**901VMcZq8X4** (score:47) Sean Kochel (2025-10-21) [44,618 views, 1,356 likes]
-  These 5 Claude Code Skills Are Your New Unfair Advantage
-  https://www.youtube.com/watch?v=901VMcZq8X4
-  *YouTube: These 5 Claude Code Skills Are Your New Unfair Advantage*
-
-**M5CsRj6zSCA** (score:45) Eric Tech (2025-12-12) [11,286 views, 266 likes]
-  5 MCP Servers That Make Claude Code 10x More Powerful (Full-Stack App Build)
-  https://www.youtube.com/watch?v=M5CsRj6zSCA
-  *YouTube: 5 MCP Servers That Make Claude Code 10x More Powerful (Full-*
-
-**l7qVtHpctic** (score:43) Kenny Liao (2026-01-17) [21,765 views, 728 likes]
-  Claude Code's MCP Problem Just Got Fixed
-  https://www.youtube.com/watch?v=l7qVtHpctic
-  *YouTube: Claude Code's MCP Problem Just Got Fixed*
-
-**ZroGqu7GyXM** (score:39) Solo Swift Crafter (2025-10-27) [4,885 views, 98 likes]
-  Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs?
-  https://www.youtube.com/watch?v=ZroGqu7GyXM
-  *YouTube: Claude Code Skills vs MCP vs Sub Agents: What Works for Solo*
-
-**jzf7DQa2CAc** (score:36) Matt Kuda (2026-01-19) [2,547 views, 87 likes]
-  How I Use Claude Code With Skills, MCP, Agents & Plugins
-  https://www.youtube.com/watch?v=jzf7DQa2CAc
-  *YouTube: How I Use Claude Code With Skills, MCP, Agents & Plugins*
-
-**qthyl0GCpDo** (score:30) Postman (2025-11-20) [7,067 views, 105 likes]
-  Claude Skills vs MCP: What’s the Difference and When to Use Each?
-  https://www.youtube.com/watch?v=qthyl0GCpDo
-  *YouTube: Claude Skills vs MCP: What’s the Difference and When to Use *
-
-### Hacker News Stories
-
-**HN1** (score:90) hn/cosmoblk (2026-02-21) [10pts, 2cmt]
-  Show HN: I built a 55K-word email marketing knowledge base and Claude Code skill
-  https://news.ycombinator.com/item?id=47096335
-  *HN story about Show HN: I built a 55K-word email marketing knowledge base a*
-  Insights:
-    - So it's an AI spambot?
-
-**HN4** (score:74) hn/superamped (2026-02-25) [3pts, 1cmt] [also on: X]
-  Show HN: AI Marketing Skills for Claude Code
-  https://news.ycombinator.com/item?id=47154377
-  *HN story about Show HN: AI Marketing Skills for Claude Code*
-
-**HN12** (score:70) hn/heycesr (2026-02-18) [4pts, 2cmt]
-  Show HN: Poncho, a general agent harness built for the web
-  https://news.ycombinator.com/item?id=47061949
-  *HN story about Show HN: Poncho, a general agent harness built for the web*
-  Insights:
-    - I have been trying it and it's very cool!
-
-**HN11** (score:69) hn/gjkim042 (2026-02-24) [1pts, 4cmt]
-  Show HN: Axon – A Kubernetes-native framework for AI coding agents
-  https://news.ycombinator.com/item?id=47137491
-  *HN story about Show HN: Axon – A Kubernetes-native framework for AI coding *
-
-**HN14** (score:65) hn/alternateman (2026-02-17) [3pts, 2cmt]
-  Show HN: Turn Claude Code or Codex into proactive, autonomous 24/7 AI agents
-  https://news.ycombinator.com/item?id=47054100
-  *HN story about Show HN: Turn Claude Code or Codex into proactive, autonomou*
-
-**HN2** (score:64) hn/hauschildt (2026-02-19) [3pts, 0cmt]
-  Show HN: Agent skills to build photo, video and design editors on the web
-  https://news.ycombinator.com/item?id=47073035
-  *HN story about Show HN: Agent skills to build photo, video and design edito*
-
-**HN8** (score:57) hn/barefootsanders (2026-02-25) [1pts, 0cmt]
-  Show HN: Upjack – Declarative framework for building apps over MCP
-  https://news.ycombinator.com/item?id=47157331
-  *HN story about Show HN: Upjack – Declarative framework for building apps ov*
-
-**HN7** (score:56) hn/san-techie21 (2026-02-16) [1pts, 1cmt]
-  Show HN: Gulama – Security-first open-source AI agent (OpenClaw alternative)
-  https://news.ycombinator.com/item?id=47031982
-  *HN story about Show HN: Gulama – Security-first open-source AI agent (OpenC*
-
-**HN15** (score:48) hn/martin-hall (2026-02-20) [1pts, 0cmt]
-  AI Skills Platform (Stealth) – Technical Co-Founder – Remote (US) – Equity
-  https://news.ycombinator.com/item?id=47081777
-  *HN story about AI Skills Platform (Stealth) – Technical Co-Founder – Remote*
-
-**HN10** (score:47) hn/ClaytheMachine (2026-02-15) [1pts, 0cmt]
-  Show HN: SkillSandbox – Capability-based sandbox for AI agent skills (Rust)
-  https://news.ycombinator.com/item?id=47027734
-  *HN story about Show HN: SkillSandbox – Capability-based sandbox for AI agen*
-
-**HN6** (score:47) hn/micronink (2026-01-30) [1pts, 2cmt]
-  Show HN: Indx.sh – Directory of AI coding rules, MCP servers, and tool
-  https://news.ycombinator.com/item?id=46822378
-  *HN story about Show HN: Indx.sh – Directory of AI coding rules, MCP servers*
-
-**HN3** (score:45) hn/paolobietolini (2026-02-07) [1pts, 0cmt]
-  Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers
-  https://news.ycombinator.com/item?id=46922159
-  *HN story about Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manag*
-
-**HN9** (score:38) hn/digitcatphd (2026-02-03) [1pts, 0cmt]
-  Show HN: ClawsMarket – Marketplace where AI agents discover tools
-  https://news.ycombinator.com/item?id=46878646
-  *HN story about Show HN: ClawsMarket – Marketplace where AI agents discover *
-
-**HN13** (score:36) hn/aspectrr (2026-02-04) [1pts, 0cmt]
-  Show HN: Fluid.sh – Claude Code for Infrastructure
-  https://news.ycombinator.com/item?id=46886358
-  *HN story about Show HN: Fluid.sh – Claude Code for Infrastructure*
-
-**HN5** (score:34) hn/victordg (2026-01-27) [1pts, 0cmt]
-  Claude Code skill for building ChatGPT Apps
-  https://news.ycombinator.com/item?id=46780766
-  *HN story about Claude Code skill for building ChatGPT Apps*
-
----
-**Sources:**
-  ✅ Reddit: 10 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ✅ HN: 15 stories
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-1-claude-code.md

@@ -1,285 +0,0 @@
-## Research Results: Claude Code skills and MCP servers
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:78) r/ClaudeCode (2026-02-23)
-  ClaudeInOne — a full framework for Claude Code, installed in one command
-  https://www.reddit.com/r/ClaudeCode/comments/1rcbria/claudeinone_a_full_framework_for_claude_code/
-  *Directly about Claude Code skills (213 skills) and a reusable framework for Claude Code workflows.*
-
-**R10** (score:77) r/ClaudeCode (2026-02-25)
-  Claude Code works great… until you have too many MCP servers
-  https://www.reddit.com/r/ClaudeCode/comments/1rehy2x/claude_code_works_great_until_you_have_too_many/
-  *Scaling issues and architecture discussion when using many MCP servers with Claude Code (mentions gateway).*
-
-**R2** (score:77) r/ClaudeCode (2026-02-22)
-  I built an MCP server that gives Claude Code a semantic graph of your codebase - went from ~15k tokens of grep output to ~3k of relevant context
-  https://www.reddit.com/r/ClaudeCode/comments/1rbu1nq/i_built_an_mcp_server_that_gives_claude_code_a/
-  *An MCP server specifically designed to improve Claude Code context retrieval and reduce token waste.*
-
-**R9** (score:76) r/ClaudeAI (2026-02-24)
-  I built 25 MCP servers so Claude Code stops wasting tokens on terminal formatting
-  https://www.reddit.com/r/ClaudeAI/comments/1rd8z0d/i_built_25_mcp_servers_so_claude_code_stops/
-  *Large set of MCP servers aimed at Claude Code usage; about MCP servers returning structured data.*
-
-**R4** (score:75) r/ClaudeCode (2026-02-22)
-  We 3x'd our team's Claude Code skill usage in 2 weeks — here's how
-  https://www.reddit.com/r/ClaudeCode/comments/1rbr5t7/we_3xd_our_teams_claude_code_skill_usage_in_2/
-  *Team-level discussion of increasing Claude Code skill adoption; mentions syncing skills and MCP configs.*
-
-**R8** (score:72) r/ClaudeAI (2026-02-19)
-  I used Claude Code to build an MCP proxy server that gives it safe(r) access to my email. Here's what I learned about the security challenges
-  https://www.reddit.com/r/ClaudeAI/comments/1r99zbv/i_used_claude_code_to_build_an_mcp_proxy_server/
-  *MCP server project built for/with Claude Code; discusses MCP server design and security tradeoffs.*
-
-**R3** (score:72) r/ClaudeCode (2026-02-18)
-  Self-improvement Loop: My favorite Claude Code Skill
-  https://www.reddit.com/r/ClaudeCode/comments/1r89084/selfimprovement_loop_my_favorite_claude_code_skill/
-  *Focused on a concrete Claude Code skill (“wrap-up”) and how skills are used in real sessions.*
-
-**R5** (score:65) r/ClaudeCode (2026-02-10)
-  I built 12 SEO skills for Claude Code (open source)
-  https://www.reddit.com/r/ClaudeCode/comments/1r0l549/i_built_12_seo_skills_for_claude_code_open_source/
-  *Showcase of multiple Claude Code skills and how they run via slash commands/subagents.*
-
-**R6** (score:57) r/ClaudeCode (2026-02-02)
-  [Skill Viewer] Built a Chrome extension to view Claude Code skills on GitHub - seeking feedback
-  https://www.reddit.com/r/ClaudeCode/comments/1qtq7yr/skill_viewer_built_a_chrome_extension_to_view/
-  *Tooling around discovering/viewing Claude Code skills; directly about skills ecosystem.*
-
-**R14** (score:43) r/ClaudeCode (date unknown) [date:low]
-  Difference between Skills and these: Subagents, Claude.MD and slash commands?
-  https://www.reddit.com/r/ClaudeCode/comments/1o8t6xe/difference_between_skills_and_these_subagents/
-  *Conceptual thread clarifying what Skills are versus subagents/CLAUDE.md/slash commands (relevant to skills usage).*
-
-### X Posts
-
-**X5** (score:86) @zeeg (2026-02-25) [5likes, 1rt]
-  @adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked 
-
-Claude Code I resorted to explicit mentions and I’ve been pleasantly surprised by how well Codex ha...
-  https://x.com/zeeg/status/2026745680195367091
-  **
-
-**X3** (score:78) @ihtesham2005 (2026-02-25) [6likes]
-  🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.
-
-Stop building Claude workflows from scratch.
-
-These are plug-and-play components that work across Claude Cod...
-  https://x.com/ihtesham2005/status/2026752089473314975
-  **
-
-**X8** (score:72) @DevTenta (2026-02-25) [4likes]
-  Day 7 building my first B2C app
-
-Been setting everything up this week. Manually built 5 agents to help me in the early stages and set up the Claude Code skills i'll need for the build.
-
-Also been test...
-  https://x.com/DevTenta/status/2026742028730527786
-  **
-
-**X7** (score:64) @JorgeJaramillo (2026-02-25)
-  @Jompiras Claude code + skills. Muy breve....
-  https://x.com/JorgeJaramillo/status/2026743135435362649
-  **
-
-**X4** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr 135 agents, 35 curated skills, 121 plugins and 6 MCP configs all in one Claude Code toolkit is absolutely insane value 🤯 this is the kind of community effort that makes an AI tool go from g...
-  https://x.com/arpan7sarkar/status/2026746479369662551
-  **
-
-**X6** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for 🤩 document skills, code tools, data analysis all in one repo. this is the Claud...
-  https://x.com/arpan7sarkar/status/2026745559986614335
-  **
-
-**X2** (score:64) @yasuky (2026-02-25)
-  Claude CodeのSkillsを作成例から徹底理解する https://t.co/vZTseio2Ii...
-  https://x.com/yasuky/status/2026754773786226708
-  **
-
-**X12** (score:64) @zhuoyuan45514 (2026-02-25)
-  Day 52 (01/21/2026) (Rest Day)
-
-> Go to New York + watch Broadway Show
-
-> Catch up on claude code updates on way back (2hrs)
-    - Learn difference between skills + MCP, and etc
-       
-> Neetcode (1h...
-  https://x.com/zhuoyuan45514/status/2026733326631923776
-  **
-
-**X1** (score:64) @matgoldsborough (2026-02-25)
-  How: I told Claude Code "build me a CRM." Our builder skill generated schemas, skills, server, seed data. I pointed Claude Desktop at it. Contacts, lead scoring, pipeline reviews. All from conversatio...
-  https://x.com/matgoldsborough/status/2026755742737510749
-  **
-
-**X9** (score:64) @0x_Kapoor (2026-02-25)
-  I can build another open claw, or claude bot, or even a messaging app in a nice prompt and although having engineering skills, I can push the code on the public repo and secure it even completely and ...
-  https://x.com/0x_Kapoor/status/2026738663321907214
-  **
-
-**X10** (score:56) @ghumare64 (2026-02-25) [1likes]
-  1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny 
-2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
-3. I chat with claude code 4-5 times and once I am satisifed...
-  https://x.com/ghumare64/status/2026736176695246966
-  **
-
-**X11** (score:56) @hamen (2026-02-25) [1likes]
-  The 'vibe coding' revolution is forcing a reckoning.
-
-Developers with 15+ years experience are either embracing AI to expand their reach or watching their expertise become as valuable as COBOL skills....
-  https://x.com/hamen/status/2026734075243790396
-  **
-
-### YouTube Videos
-
-**X8afcX2s2Mo** (score:69) Grace Leung (2026-02-21) [47,512 views, 1,900 likes]
-  Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code)
-  https://www.youtube.com/watch?v=X8afcX2s2Mo
-  Transcript: Every marketer I know is stretch themed. Too many channels, too many deliverables, never enough time, whether you're running a team or doing it all yourself. And that's why I'm so obsessed with clock ...
-  *YouTube: Claude Skills: Build Your First AI Marketing Team in 16 Minu*
-
-**0J2_YGuNrDo** (score:66) Grace Leung (2025-12-16) [155,806 views, 4,760 likes]
-  Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)
-  https://www.youtube.com/watch?v=0J2_YGuNrDo
-  Transcript: I use clot more than any other AI but even I dismiss Clark as just for developers and I was wrong after using myself I am completely so and this is too powerful to ignore if you want to use AI to buil...
-  *YouTube: Claude Code just Built me an AI Agent Team (Claude Code + Sk*
-
-**Gqh_KdHP1Xk** (score:61) Robin Ebers (2025-08-21) [90,281 views, 2,719 likes]
-  8 MCP Servers That Make Claude Code 10x Better
-  https://www.youtube.com/watch?v=Gqh_KdHP1Xk
-  Transcript: Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete game changers. And I do not say this lightly. So after testing over 100 of them...
-  *YouTube: 8 MCP Servers That Make Claude Code 10x Better*
-
-**vIUJ4Hd7be0** (score:54) Leon van Zyl (2026-02-09) [25,538 views, 699 likes]
-  Claude Code Skills - The Only Tutorial You Need
-  https://www.youtube.com/watch?v=vIUJ4Hd7be0
-  *YouTube: Claude Code Skills - The Only Tutorial You Need*
-
-**901VMcZq8X4** (score:47) Sean Kochel (2025-10-21) [44,618 views, 1,356 likes]
-  These 5 Claude Code Skills Are Your New Unfair Advantage
-  https://www.youtube.com/watch?v=901VMcZq8X4
-  *YouTube: These 5 Claude Code Skills Are Your New Unfair Advantage*
-
-**M5CsRj6zSCA** (score:45) Eric Tech (2025-12-12) [11,286 views, 266 likes]
-  5 MCP Servers That Make Claude Code 10x More Powerful (Full-Stack App Build)
-  https://www.youtube.com/watch?v=M5CsRj6zSCA
-  *YouTube: 5 MCP Servers That Make Claude Code 10x More Powerful (Full-*
-
-**l7qVtHpctic** (score:43) Kenny Liao (2026-01-17) [21,765 views, 728 likes]
-  Claude Code's MCP Problem Just Got Fixed
-  https://www.youtube.com/watch?v=l7qVtHpctic
-  *YouTube: Claude Code's MCP Problem Just Got Fixed*
-
-**ZroGqu7GyXM** (score:39) Solo Swift Crafter (2025-10-27) [4,885 views, 98 likes]
-  Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs?
-  https://www.youtube.com/watch?v=ZroGqu7GyXM
-  *YouTube: Claude Code Skills vs MCP vs Sub Agents: What Works for Solo*
-
-**jzf7DQa2CAc** (score:36) Matt Kuda (2026-01-19) [2,547 views, 87 likes]
-  How I Use Claude Code With Skills, MCP, Agents & Plugins
-  https://www.youtube.com/watch?v=jzf7DQa2CAc
-  *YouTube: How I Use Claude Code With Skills, MCP, Agents & Plugins*
-
-**qthyl0GCpDo** (score:30) Postman (2025-11-20) [7,067 views, 105 likes]
-  Claude Skills vs MCP: What’s the Difference and When to Use Each?
-  https://www.youtube.com/watch?v=qthyl0GCpDo
-  *YouTube: Claude Skills vs MCP: What’s the Difference and When to Use *
-
-### Hacker News Stories
-
-**HN1** (score:90) hn/cosmoblk (2026-02-21) [10pts, 2cmt]
-  Show HN: I built a 55K-word email marketing knowledge base and Claude Code skill
-  https://news.ycombinator.com/item?id=47096335
-  *HN story about Show HN: I built a 55K-word email marketing knowledge base a*
-  Insights:
-    - So it's an AI spambot?
-
-**HN4** (score:74) hn/superamped (2026-02-25) [3pts, 1cmt]
-  Show HN: AI Marketing Skills for Claude Code
-  https://news.ycombinator.com/item?id=47154377
-  *HN story about Show HN: AI Marketing Skills for Claude Code*
-
-**HN12** (score:70) hn/heycesr (2026-02-18) [4pts, 2cmt]
-  Show HN: Poncho, a general agent harness built for the web
-  https://news.ycombinator.com/item?id=47061949
-  *HN story about Show HN: Poncho, a general agent harness built for the web*
-  Insights:
-    - I have been trying it and it's very cool!
-
-**HN11** (score:69) hn/gjkim042 (2026-02-24) [1pts, 4cmt]
-  Show HN: Axon – A Kubernetes-native framework for AI coding agents
-  https://news.ycombinator.com/item?id=47137491
-  *HN story about Show HN: Axon – A Kubernetes-native framework for AI coding *
-
-**HN14** (score:65) hn/alternateman (2026-02-17) [3pts, 2cmt]
-  Show HN: Turn Claude Code or Codex into proactive, autonomous 24/7 AI agents
-  https://news.ycombinator.com/item?id=47054100
-  *HN story about Show HN: Turn Claude Code or Codex into proactive, autonomou*
-
-**HN2** (score:64) hn/hauschildt (2026-02-19) [3pts, 0cmt]
-  Show HN: Agent skills to build photo, video and design editors on the web
-  https://news.ycombinator.com/item?id=47073035
-  *HN story about Show HN: Agent skills to build photo, video and design edito*
-
-**HN8** (score:57) hn/barefootsanders (2026-02-25) [1pts, 0cmt]
-  Show HN: Upjack – Declarative framework for building apps over MCP
-  https://news.ycombinator.com/item?id=47157331
-  *HN story about Show HN: Upjack – Declarative framework for building apps ov*
-
-**HN7** (score:56) hn/san-techie21 (2026-02-16) [1pts, 1cmt]
-  Show HN: Gulama – Security-first open-source AI agent (OpenClaw alternative)
-  https://news.ycombinator.com/item?id=47031982
-  *HN story about Show HN: Gulama – Security-first open-source AI agent (OpenC*
-
-**HN15** (score:48) hn/martin-hall (2026-02-20) [1pts, 0cmt]
-  AI Skills Platform (Stealth) – Technical Co-Founder – Remote (US) – Equity
-  https://news.ycombinator.com/item?id=47081777
-  *HN story about AI Skills Platform (Stealth) – Technical Co-Founder – Remote*
-
-**HN10** (score:47) hn/ClaytheMachine (2026-02-15) [1pts, 0cmt]
-  Show HN: SkillSandbox – Capability-based sandbox for AI agent skills (Rust)
-  https://news.ycombinator.com/item?id=47027734
-  *HN story about Show HN: SkillSandbox – Capability-based sandbox for AI agen*
-
-**HN6** (score:47) hn/micronink (2026-01-30) [1pts, 2cmt]
-  Show HN: Indx.sh – Directory of AI coding rules, MCP servers, and tool
-  https://news.ycombinator.com/item?id=46822378
-  *HN story about Show HN: Indx.sh – Directory of AI coding rules, MCP servers*
-
-**HN3** (score:45) hn/paolobietolini (2026-02-07) [1pts, 0cmt]
-  Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers
-  https://news.ycombinator.com/item?id=46922159
-  *HN story about Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manag*
-
-**HN9** (score:38) hn/digitcatphd (2026-02-03) [1pts, 0cmt]
-  Show HN: ClawsMarket – Marketplace where AI agents discover tools
-  https://news.ycombinator.com/item?id=46878646
-  *HN story about Show HN: ClawsMarket – Marketplace where AI agents discover *
-
-**HN13** (score:36) hn/aspectrr (2026-02-04) [1pts, 0cmt]
-  Show HN: Fluid.sh – Claude Code for Infrastructure
-  https://news.ycombinator.com/item?id=46886358
-  *HN story about Show HN: Fluid.sh – Claude Code for Infrastructure*
-
-**HN5** (score:34) hn/victordg (2026-01-27) [1pts, 0cmt]
-  Claude Code skill for building ChatGPT Apps
-  https://news.ycombinator.com/item?id=46780766
-  *HN story about Claude Code skill for building ChatGPT Apps*
-
----
-**Sources:**
-  ✅ Reddit: 10 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ✅ HN: 15 stories
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-2-seedance-improved.md

@@ -1,316 +0,0 @@
-## Research Results: Seedance AI video generation
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R23** (score:77) r/Seedance_AI (2026-02-25)
-  Looking for a real Seedance website that actually works (not scams, SJINN is too expensive)
-  https://www.reddit.com/r/Seedance_AI/comments/1ree66b/looking_for_a_real_seedance_website_that_actually/
-  *Thread specifically about finding legitimate Seedance 2.0 access for video generation and pricing.*
-
-**R22** (score:75) r/seedance (2026-02-25)
-  Seedance 2.0 now live in CapCut desktop and API access available, details below
-  https://www.reddit.com/r/seedance/comments/1reoakv/seedance_20_now_live_in_capcut_desktop_and_api/
-  *Direct discussion about Seedance 2.0 availability in CapCut and API-related details.*
-
-**R19** (score:75) r/AITalkers (2026-02-24)
-  Is there an official way to create content using Seedance 2.0?
-  https://www.reddit.com/r/AITalkers/comments/1rd1rhy/is_there_an_official_way_to_create_content_using/
-  *Thread asking where to access Seedance 2.0 legitimately for video generation (avoiding scams).*
-
-**R21** (score:75) r/generativeAI (2026-02-24)
-  Official website for creating content with Seedance 2.0?
-  https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/
-  *Thread focused on finding legitimate Seedance 2.0 access for generating content (and warning about scams).*
-
-**R14** (score:75) r/generativeAI (2026-02-22)
-  This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried
-  https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/
-  *High-engagement discussion about Seedance 2.0 video generation quality and multi-shot coherence claims.*
-
-**R12** (score:73) r/Seedance_AI (2026-02-20)
-  so disappointed and frustrated with recent changes (wasted 1k$+)
-  https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/
-  *User reports Seedance generations failing content review, impacting video generation work.*
-
-**R16** (score:72) r/Seedance_AI (2026-02-23)
-  Help! I need to use seedance or jimeng video function
-  https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/
-  *Direct discussion about using Seedance/Jimeng video generation functionality and access issues.*
-
-**R17** (score:71) r/Seedance_AI (2026-02-23)
-  Is Seedance 2.0 actually delayed?
-  https://www.reddit.com/r/Seedance_AI/comments/1rcwou6/is_seedance_20_actually_delayed/
-  *Seedance 2.0 release/access timing discussion connected to guardrails and availability outside China.*
-
-**R20** (score:69) r/Seedance_AI (2026-02-24)
-  Selfie Situation • Seedance 2.0 • Third-party API by useapi.net
-  https://www.reddit.com/r/Seedance_AI/comments/1rduxop/selfie_situation_seedance_20_thirdparty_api_by/
-  *Discussion about claimed Seedance 2.0 API access and whether outputs are really from Seedance; relevant to usage/access.*
-
-**R15** (score:69) r/AIGuild (2026-02-23)
-  ByteDance Faces Hollywood Backlash Over Seedance 2.0
-  https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/
-  *Thread about legal/copyright backlash tied to Seedance 2.0 and implications for access/usage.*
-
-**R11** (score:69) r/Seedance_AI (2026-02-20)
-  Seedance 2.0 API launch delayed because of deepfake/copyright concerns
-  https://www.reddit.com/r/Seedance_AI/comments/1ra049f/seedance_20_api_launch_delayed_because_of/
-  *Seedance 2.0 API / rollout thread related to deepfake/copyright guardrails affecting video generation access.*
-
-**R10** (score:67) r/u_Illustrious-One7744 (2026-02-19)
-  I tested Seedance 2.0 and here's what actually worked
-  https://www.reddit.com/r/u_Illustrious-One7744/comments/1r8zipa/i_tested_seedance_20_and_heres_what_actually/
-  *Hands-on workflow notes about generating videos with Seedance 2.0 (consistency, references, shot planning).*
-
-**R13** (score:66) r/AI_Agents (2026-02-21)
-  Seedance 2.0 is impressive. It’s still not a production workflow.
-  https://www.reddit.com/r/AI_Agents/comments/1rawxiw/seedance_20_is_impressive_its_still_not_a/
-  *Discussion about practical limitations of Seedance 2.0 for longer/structured video production pipelines.*
-
-**R9** (score:65) r/AI_UGC_Marketing (2026-02-17)
-  Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can’t create UGC style video
-  https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/
-  *Discussion about Seedance 2.0 availability/removal in a video generation workflow context.*
-
-**R4** (score:64) r/HiggsfieldAI (2026-02-10)
-  The censorship just ruined Seedance 2.0
-  https://www.reddit.com/r/HiggsfieldAI/comments/1r1barb/
-  *Discussion focused on Seedance 2.0 video generation restrictions/guardrails impacting what can be generated.*
-
-### X Posts
-
-**X9** (score:86) @HBCoop_ (2026-02-25) [9likes]
-  First Seedance 2.0 Test! 
-
-Seedance 5.0 Lite @krea_ai → Seedance 2.0 @capcutapp
-
-Prompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of ...
-  https://x.com/HBCoop_/status/2026748738354450919
-  **
-
-**X12** (score:77) @Noor_ul_ain43 (2026-02-25) [5likes]
-  Goku vs Broly , EPIC Full Battle! 
-Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2...
-  https://x.com/Noor_ul_ain43/status/2026743666635845959
-  **
-
-**X10** (score:66) @grok (2026-02-25) [2likes]
-  @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile). 
-
-See it in the AI video tools: https://t.co/K3gwCgUSyb 
-
-Just update the ap...
-  https://x.com/grok/status/2026747009143549978
-  **
-
-**X1** (score:64) @jznode (2026-02-25)
-  @ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 p...
-  https://x.com/jznode/status/2026755966545404015
-  **
-
-**X5** (score:64) @Yousaf_340 (2026-02-25)
-  @ProperPrompter Yes!  Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. 🎬🔥...
-  https://x.com/Yousaf_340/status/2026751320716357996
-  **
-
-**X6** (score:64) @Yousaf_340 (2026-02-25)
-  @ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt....
-  https://x.com/Yousaf_340/status/2026750898769473829
-  **
-
-**X3** (score:64) @EmmaUsesAi (2026-02-25)
-  Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.
-
-It’s now native inside NemoVideo.
-
-You can:
-- Identify proven formats
-- Analyze what drives retention
-- Turn an id...
-  https://x.com/EmmaUsesAi/status/2026751784509673531
-  **
-
-**X2** (score:64) @OneStrangeW (2026-02-25)
-  You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. 🙂Also, you can offer SORA for ...
-  https://x.com/OneStrangeW/status/2026755320362709093
-  **
-
-**X11** (score:64) @WyldeChyldeRec (2026-02-25)
-  🚨Phishing Scam!
-
-Watch for emails titled:
-
-[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added
-
-This is not real. We don't have a Seedance account, and the links are not offi...
-  https://x.com/WyldeChyldeRec/status/2026743867224240149
-  **
-
-**X7** (score:56) @La_DeCrypt (2026-02-25) [1likes]
-  - Kling (https://t.co/WGphQsdLf1)
-
-- Seedance 2.0 (https://t.co/A8UzLTRGNo) 
-
-☞ AI-powered video editing:
-
-- Descript (https://t.co/q4axNEjDzt)
-- OpusClip (https://t.co/5XPn4EPH6u)
-- Submagic (https:/...
-  https://x.com/La_DeCrypt/status/2026750376687394884
-  **
-
-**X8** (score:56) @TferThomas (2026-02-25) [1likes]
-  Seedance 2.0 might be gen AI video’s next big hope, but it’s still slop https://t.co/kT1baOYJQk #AI...
-  https://x.com/TferThomas/status/2026749218224746609
-  **
-
-### YouTube Videos
-
-**F1kWxdfiBNE** (score:75) AI Filmmaking Academy (2026-02-22) [40,982 views, 1,088 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=F1kWxdfiBNE
-  *YouTube: Seedance 2.0 Claims the AI Video Throne!*
-
-**_o2MuUX9UYg** (score:75) Theoretically Media (2026-02-09) [199,908 views, 4,986 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=_o2MuUX9UYg
-  Transcript: So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes,...
-  *YouTube: Seedance 2.0 Claims the AI Video Throne!*
-
-**jkPTYD5lXo8** (score:71) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes] [also on: HN]
-  100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE
-  https://www.youtube.com/watch?v=jkPTYD5lXo8
-  *YouTube: 100% FREE Seedance 2.0 AI Video Generator : How to Use It WO*
-
-**W_lxyDFDZt4** (score:71) WealthWise (2026-02-12) [126,599 views, 1,204 likes] [also on: HN]
-  Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed
-  https://www.youtube.com/watch?v=W_lxyDFDZt4
-  Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos g...
-  *YouTube: Seedance 2.0: The New Best AI Video Generator | Sora 2 Destr*
-
-**R1zl92NhCfE** (score:66) Ai Lockup (2026-02-16) [32,699 views, 591 likes] [also on: HN]
-  Seedance 2.0 How To Use and Become a Pro AI Film Maker With This AI Video Generator
-  https://www.youtube.com/watch?v=R1zl92NhCfE
-  *YouTube: Seedance 2.0 How To Use and Become a Pro AI Film Maker With *
-
-**G1Ad4a8sdJU** (score:64) Benji’s AI Playground (2026-02-14) [38,581 views, 419 likes]
-  SeeDance 2.0: The Next Level of AI Video — And What It Means for Local AI Users?
-  https://www.youtube.com/watch?v=G1Ad4a8sdJU
-  *YouTube: SeeDance 2.0: The Next Level of AI Video — And What It Means*
-
-**61ThJGqwHsI** (score:59) xCreate (2026-02-11) [4,854 views, 86 likes] [also on: HN]
-  Ultimate AI Video Generation - Seedance 2.0 PREVIEW
-  https://www.youtube.com/watch?v=61ThJGqwHsI
-  *YouTube: Ultimate AI Video Generation - Seedance 2.0 PREVIEW*
-
-**5s2l68SrJP4** (score:58) Airt (2026-02-11) [77,744 views, 1,733 likes]
-  100+ Seedance 2.0 AI Videos – The New King?
-  https://www.youtube.com/watch?v=5s2l68SrJP4
-  Transcript: That's the good stuff. And that's a wrap. [screaming] A lot of people asking how the roommate situation is going. He's chill, but there are things. Fridge is consecrated. Tastes like communion wafers....
-  *YouTube: 100+ Seedance 2.0 AI Videos – The New King?*
-
-**n625xVounGM** (score:50) John Savage AI (2026-02-23) [7,194 views, 126 likes]
-  How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide)
-  https://www.youtube.com/watch?v=n625xVounGM
-  *YouTube: How To Generate FREE AI Seedance 2.0 Videos (Access Worldwid*
-
-**kJ0NAVmd4f4** (score:36) Rogue Cell Pictures (2026-02-25) [1,594 views, 151 likes]
-  Seedance 2.0 Changes Filmmaking Forever | New Original Series
-  https://www.youtube.com/watch?v=kJ0NAVmd4f4
-  *YouTube: Seedance 2.0 Changes Filmmaking Forever | New Original Serie*
-
-### Hacker News Stories
-
-**HN8** (score:75) hn/Alisaqqt (2026-02-09) [7pts, 7cmt]
-  Seedance 2.0 preview: The best video model of 2026, outperforming Sora 2
-  https://news.ycombinator.com/item?id=46940720
-  *HN story about Seedance 2.0 preview: The best video model of 2026, outperfo*
-  Insights:
-    - API is not available now.
-    - API will be available on Atlas Cloud on Feb 24.
-    - Seedance 2.0 and Seedream 5.0 API will be available on Atlas Cloud on Feb 24.
-
-**HN15** (score:57) hn/naxtsass (2026-02-25) [2pts, 0cmt]
-  Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 without a subscription
-  https://news.ycombinator.com/item?id=47153236
-  *HN story about Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 withou*
-
-**HN6** (score:57) hn/howardV (2026-02-15) [3pts, 0cmt]
-  Seedance 2.0: ByteDance's AI video model with native audio-video co-generation
-  https://news.ycombinator.com/item?id=47022290
-  *HN story about Seedance 2.0: ByteDance's AI video model with native audio-v*
-
-**HN5** (score:52) hn/jrran086 (2026-02-17) [1pts, 0cmt] [also on: Reddit]
-  Seedance 2 Video Generator
-  https://news.ycombinator.com/item?id=47046956
-  *HN story about Seedance 2 Video Generator*
-
-**HN3** (score:52) hn/xbaicai (2026-02-09) [1pts, 1cmt]
-  Seedance 2.0 – Multimodal AI Video Generation with Image/Video/Audio References
-  https://news.ycombinator.com/item?id=46944030
-  *HN story about Seedance 2.0 – Multimodal AI Video Generation with Image/Vid*
-
-**HN1** (score:51) hn/xuyanmei (2026-02-13) [1pts, 0cmt]
-  Show HN: Seedance AShow HN: Seedance AI Video Generation (Next.js, Drizzle)
-  https://news.ycombinator.com/item?id=46999394
-  *HN story about Show HN: Seedance AShow HN: Seedance AI Video Generation (Ne*
-
-**HN12** (score:49) hn/RyanMu (2026-02-07) [2pts, 1cmt]
-  Seedance2 – multi-shot AI video generation
-  https://news.ycombinator.com/item?id=46924992
-  *HN story about Seedance2 – multi-shot AI video generation*
-  Insights:
-    - ’ve been experimenting with AI video tools for a while, but most of them generate isolated clips that fall apart when you try to build an actual narrative
-
-**HN11** (score:48) hn/xuyanmei (2026-02-17) [1pts, 0cmt]
-  Show HN: Seedance3AI – a web app for text-to-video, image-to-video
-  https://news.ycombinator.com/item?id=47046989
-  *HN story about Show HN: Seedance3AI – a web app for text-to-video, image-to*
-
-**HN2** (score:47) hn/littlepp (2026-02-09) [1pts, 0cmt]
-  Discussion: Seedance-style AI video generation workflows
-  https://news.ycombinator.com/item?id=46942781
-  *HN story about Discussion: Seedance-style AI video generation workflows*
-
-**HN13** (score:44) hn/thomaskiko (2026-02-13) [1pts, 0cmt]
-  Show HN: AI-powered video creation web app
-  https://news.ycombinator.com/item?id=47002386
-  *HN story about Show HN: AI-powered video creation web app*
-
-**HN9** (score:43) hn/TurnItOffAndOn0 (2026-02-09) [1pts, 0cmt]
-  Show HN: AI Seedance 2 – Solving the "jump-cut" problem in AI video
-  https://news.ycombinator.com/item?id=46946280
-  *HN story about Show HN: AI Seedance 2 – Solving the "jump-cut" problem in A*
-
-**HN7** (score:43) hn/dallen97 (2026-02-08) [1pts, 0cmt] [also on: Reddit]
-  Show HN: Seedance 2.0 AI video generator for creators and ecommerce
-  https://news.ycombinator.com/item?id=46930149
-  *HN story about Show HN: Seedance 2.0 AI video generator for creators and ec*
-
-**HN10** (score:42) hn/thenextechtrade (2026-02-09) [1pts, 0cmt]
-  Show HN: Seedance 2.0 – Native audio-visual sync video model
-  https://news.ycombinator.com/item?id=46943172
-  *HN story about Show HN: Seedance 2.0 – Native audio-visual sync video model*
-
-**HN14** (score:41) hn/echoadam (2026-02-10) [1pts, 0cmt]
-  Show HN: Seedance2 – Stop "prompt guessing" and start directing AI video
-  https://news.ycombinator.com/item?id=46956546
-  *HN story about Show HN: Seedance2 – Stop "prompt guessing" and start direct*
-
-**HN4** (score:35) hn/Zach_HE (2026-01-27) [1pts, 0cmt] [also on: Reddit, Web]
-  Show HN: Seedance 2.0 Pro AI Video Generator
-  https://news.ycombinator.com/item?id=46774950
-  *HN story about Show HN: Seedance 2.0 Pro AI Video Generator*
-
----
-**Sources:**
-  ✅ Reddit: 19 threads
-  ✅ X: 11 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ✅ HN: 15 stories
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-2-seedance.md

@@ -1,316 +0,0 @@
-## Research Results: Seedance AI video generation
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R23** (score:77) r/Seedance_AI (2026-02-25)
-  Looking for a real Seedance website that actually works (not scams, SJINN is too expensive)
-  https://www.reddit.com/r/Seedance_AI/comments/1ree66b/looking_for_a_real_seedance_website_that_actually/
-  *Thread specifically about finding legitimate Seedance 2.0 access for video generation and pricing.*
-
-**R22** (score:75) r/seedance (2026-02-25)
-  Seedance 2.0 now live in CapCut desktop and API access available, details below
-  https://www.reddit.com/r/seedance/comments/1reoakv/seedance_20_now_live_in_capcut_desktop_and_api/
-  *Direct discussion about Seedance 2.0 availability in CapCut and API-related details.*
-
-**R19** (score:75) r/AITalkers (2026-02-24)
-  Is there an official way to create content using Seedance 2.0?
-  https://www.reddit.com/r/AITalkers/comments/1rd1rhy/is_there_an_official_way_to_create_content_using/
-  *Thread asking where to access Seedance 2.0 legitimately for video generation (avoiding scams).*
-
-**R21** (score:75) r/generativeAI (2026-02-24)
-  Official website for creating content with Seedance 2.0?
-  https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/
-  *Thread focused on finding legitimate Seedance 2.0 access for generating content (and warning about scams).*
-
-**R14** (score:75) r/generativeAI (2026-02-22)
-  This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried
-  https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/
-  *High-engagement discussion about Seedance 2.0 video generation quality and multi-shot coherence claims.*
-
-**R12** (score:73) r/Seedance_AI (2026-02-20)
-  so disappointed and frustrated with recent changes (wasted 1k$+)
-  https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/
-  *User reports Seedance generations failing content review, impacting video generation work.*
-
-**R16** (score:72) r/Seedance_AI (2026-02-23)
-  Help! I need to use seedance or jimeng video function
-  https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/
-  *Direct discussion about using Seedance/Jimeng video generation functionality and access issues.*
-
-**R17** (score:71) r/Seedance_AI (2026-02-23)
-  Is Seedance 2.0 actually delayed?
-  https://www.reddit.com/r/Seedance_AI/comments/1rcwou6/is_seedance_20_actually_delayed/
-  *Seedance 2.0 release/access timing discussion connected to guardrails and availability outside China.*
-
-**R20** (score:69) r/Seedance_AI (2026-02-24)
-  Selfie Situation • Seedance 2.0 • Third-party API by useapi.net
-  https://www.reddit.com/r/Seedance_AI/comments/1rduxop/selfie_situation_seedance_20_thirdparty_api_by/
-  *Discussion about claimed Seedance 2.0 API access and whether outputs are really from Seedance; relevant to usage/access.*
-
-**R15** (score:69) r/AIGuild (2026-02-23)
-  ByteDance Faces Hollywood Backlash Over Seedance 2.0
-  https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/
-  *Thread about legal/copyright backlash tied to Seedance 2.0 and implications for access/usage.*
-
-**R11** (score:69) r/Seedance_AI (2026-02-20)
-  Seedance 2.0 API launch delayed because of deepfake/copyright concerns
-  https://www.reddit.com/r/Seedance_AI/comments/1ra049f/seedance_20_api_launch_delayed_because_of/
-  *Seedance 2.0 API / rollout thread related to deepfake/copyright guardrails affecting video generation access.*
-
-**R10** (score:67) r/u_Illustrious-One7744 (2026-02-19)
-  I tested Seedance 2.0 and here's what actually worked
-  https://www.reddit.com/r/u_Illustrious-One7744/comments/1r8zipa/i_tested_seedance_20_and_heres_what_actually/
-  *Hands-on workflow notes about generating videos with Seedance 2.0 (consistency, references, shot planning).*
-
-**R13** (score:66) r/AI_Agents (2026-02-21)
-  Seedance 2.0 is impressive. It’s still not a production workflow.
-  https://www.reddit.com/r/AI_Agents/comments/1rawxiw/seedance_20_is_impressive_its_still_not_a/
-  *Discussion about practical limitations of Seedance 2.0 for longer/structured video production pipelines.*
-
-**R9** (score:65) r/AI_UGC_Marketing (2026-02-17)
-  Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can’t create UGC style video
-  https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/
-  *Discussion about Seedance 2.0 availability/removal in a video generation workflow context.*
-
-**R4** (score:64) r/HiggsfieldAI (2026-02-10)
-  The censorship just ruined Seedance 2.0
-  https://www.reddit.com/r/HiggsfieldAI/comments/1r1barb/
-  *Discussion focused on Seedance 2.0 video generation restrictions/guardrails impacting what can be generated.*
-
-### X Posts
-
-**X9** (score:86) @HBCoop_ (2026-02-25) [9likes]
-  First Seedance 2.0 Test! 
-
-Seedance 5.0 Lite @krea_ai → Seedance 2.0 @capcutapp
-
-Prompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of ...
-  https://x.com/HBCoop_/status/2026748738354450919
-  **
-
-**X12** (score:77) @Noor_ul_ain43 (2026-02-25) [5likes]
-  Goku vs Broly , EPIC Full Battle! 
-Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2...
-  https://x.com/Noor_ul_ain43/status/2026743666635845959
-  **
-
-**X10** (score:66) @grok (2026-02-25) [2likes]
-  @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile). 
-
-See it in the AI video tools: https://t.co/K3gwCgUSyb 
-
-Just update the ap...
-  https://x.com/grok/status/2026747009143549978
-  **
-
-**X1** (score:64) @jznode (2026-02-25)
-  @ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 p...
-  https://x.com/jznode/status/2026755966545404015
-  **
-
-**X5** (score:64) @Yousaf_340 (2026-02-25)
-  @ProperPrompter Yes!  Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. 🎬🔥...
-  https://x.com/Yousaf_340/status/2026751320716357996
-  **
-
-**X6** (score:64) @Yousaf_340 (2026-02-25)
-  @ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt....
-  https://x.com/Yousaf_340/status/2026750898769473829
-  **
-
-**X3** (score:64) @EmmaUsesAi (2026-02-25)
-  Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.
-
-It’s now native inside NemoVideo.
-
-You can:
-- Identify proven formats
-- Analyze what drives retention
-- Turn an id...
-  https://x.com/EmmaUsesAi/status/2026751784509673531
-  **
-
-**X2** (score:64) @OneStrangeW (2026-02-25)
-  You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. 🙂Also, you can offer SORA for ...
-  https://x.com/OneStrangeW/status/2026755320362709093
-  **
-
-**X11** (score:64) @WyldeChyldeRec (2026-02-25)
-  🚨Phishing Scam!
-
-Watch for emails titled:
-
-[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added
-
-This is not real. We don't have a Seedance account, and the links are not offi...
-  https://x.com/WyldeChyldeRec/status/2026743867224240149
-  **
-
-**X7** (score:56) @La_DeCrypt (2026-02-25) [1likes]
-  - Kling (https://t.co/WGphQsdLf1)
-
-- Seedance 2.0 (https://t.co/A8UzLTRGNo) 
-
-☞ AI-powered video editing:
-
-- Descript (https://t.co/q4axNEjDzt)
-- OpusClip (https://t.co/5XPn4EPH6u)
-- Submagic (https:/...
-  https://x.com/La_DeCrypt/status/2026750376687394884
-  **
-
-**X8** (score:56) @TferThomas (2026-02-25) [1likes]
-  Seedance 2.0 might be gen AI video’s next big hope, but it’s still slop https://t.co/kT1baOYJQk #AI...
-  https://x.com/TferThomas/status/2026749218224746609
-  **
-
-### YouTube Videos
-
-**F1kWxdfiBNE** (score:75) AI Filmmaking Academy (2026-02-22) [40,982 views, 1,088 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=F1kWxdfiBNE
-  *YouTube: Seedance 2.0 Claims the AI Video Throne!*
-
-**_o2MuUX9UYg** (score:75) Theoretically Media (2026-02-09) [199,908 views, 4,986 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=_o2MuUX9UYg
-  Transcript: So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes,...
-  *YouTube: Seedance 2.0 Claims the AI Video Throne!*
-
-**jkPTYD5lXo8** (score:71) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes]
-  100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE
-  https://www.youtube.com/watch?v=jkPTYD5lXo8
-  *YouTube: 100% FREE Seedance 2.0 AI Video Generator : How to Use It WO*
-
-**W_lxyDFDZt4** (score:71) WealthWise (2026-02-12) [126,599 views, 1,204 likes]
-  Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed
-  https://www.youtube.com/watch?v=W_lxyDFDZt4
-  Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos g...
-  *YouTube: Seedance 2.0: The New Best AI Video Generator | Sora 2 Destr*
-
-**R1zl92NhCfE** (score:66) Ai Lockup (2026-02-16) [32,699 views, 591 likes]
-  Seedance 2.0 How To Use and Become a Pro AI Film Maker With This AI Video Generator
-  https://www.youtube.com/watch?v=R1zl92NhCfE
-  *YouTube: Seedance 2.0 How To Use and Become a Pro AI Film Maker With *
-
-**G1Ad4a8sdJU** (score:64) Benji’s AI Playground (2026-02-14) [38,581 views, 419 likes]
-  SeeDance 2.0: The Next Level of AI Video — And What It Means for Local AI Users?
-  https://www.youtube.com/watch?v=G1Ad4a8sdJU
-  *YouTube: SeeDance 2.0: The Next Level of AI Video — And What It Means*
-
-**61ThJGqwHsI** (score:59) xCreate (2026-02-11) [4,854 views, 86 likes]
-  Ultimate AI Video Generation - Seedance 2.0 PREVIEW
-  https://www.youtube.com/watch?v=61ThJGqwHsI
-  *YouTube: Ultimate AI Video Generation - Seedance 2.0 PREVIEW*
-
-**5s2l68SrJP4** (score:58) Airt (2026-02-11) [77,744 views, 1,733 likes]
-  100+ Seedance 2.0 AI Videos – The New King?
-  https://www.youtube.com/watch?v=5s2l68SrJP4
-  Transcript: That's the good stuff. And that's a wrap. [screaming] A lot of people asking how the roommate situation is going. He's chill, but there are things. Fridge is consecrated. Tastes like communion wafers....
-  *YouTube: 100+ Seedance 2.0 AI Videos – The New King?*
-
-**n625xVounGM** (score:50) John Savage AI (2026-02-23) [7,194 views, 126 likes]
-  How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide)
-  https://www.youtube.com/watch?v=n625xVounGM
-  *YouTube: How To Generate FREE AI Seedance 2.0 Videos (Access Worldwid*
-
-**kJ0NAVmd4f4** (score:36) Rogue Cell Pictures (2026-02-25) [1,594 views, 151 likes]
-  Seedance 2.0 Changes Filmmaking Forever | New Original Series
-  https://www.youtube.com/watch?v=kJ0NAVmd4f4
-  *YouTube: Seedance 2.0 Changes Filmmaking Forever | New Original Serie*
-
-### Hacker News Stories
-
-**HN8** (score:75) hn/Alisaqqt (2026-02-09) [7pts, 7cmt]
-  Seedance 2.0 preview: The best video model of 2026, outperforming Sora 2
-  https://news.ycombinator.com/item?id=46940720
-  *HN story about Seedance 2.0 preview: The best video model of 2026, outperfo*
-  Insights:
-    - API is not available now.
-    - API will be available on Atlas Cloud on Feb 24.
-    - Seedance 2.0 and Seedream 5.0 API will be available on Atlas Cloud on Feb 24.
-
-**HN15** (score:57) hn/naxtsass (2026-02-25) [2pts, 0cmt]
-  Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 without a subscription
-  https://news.ycombinator.com/item?id=47153236
-  *HN story about Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 withou*
-
-**HN6** (score:57) hn/howardV (2026-02-15) [3pts, 0cmt]
-  Seedance 2.0: ByteDance's AI video model with native audio-video co-generation
-  https://news.ycombinator.com/item?id=47022290
-  *HN story about Seedance 2.0: ByteDance's AI video model with native audio-v*
-
-**HN5** (score:52) hn/jrran086 (2026-02-17) [1pts, 0cmt] [xref: R6]
-  Seedance 2 Video Generator
-  https://news.ycombinator.com/item?id=47046956
-  *HN story about Seedance 2 Video Generator*
-
-**HN3** (score:52) hn/xbaicai (2026-02-09) [1pts, 1cmt]
-  Seedance 2.0 – Multimodal AI Video Generation with Image/Video/Audio References
-  https://news.ycombinator.com/item?id=46944030
-  *HN story about Seedance 2.0 – Multimodal AI Video Generation with Image/Vid*
-
-**HN1** (score:51) hn/xuyanmei (2026-02-13) [1pts, 0cmt]
-  Show HN: Seedance AShow HN: Seedance AI Video Generation (Next.js, Drizzle)
-  https://news.ycombinator.com/item?id=46999394
-  *HN story about Show HN: Seedance AShow HN: Seedance AI Video Generation (Ne*
-
-**HN12** (score:49) hn/RyanMu (2026-02-07) [2pts, 1cmt]
-  Seedance2 – multi-shot AI video generation
-  https://news.ycombinator.com/item?id=46924992
-  *HN story about Seedance2 – multi-shot AI video generation*
-  Insights:
-    - ’ve been experimenting with AI video tools for a while, but most of them generate isolated clips that fall apart when you try to build an actual narrative
-
-**HN11** (score:48) hn/xuyanmei (2026-02-17) [1pts, 0cmt]
-  Show HN: Seedance3AI – a web app for text-to-video, image-to-video
-  https://news.ycombinator.com/item?id=47046989
-  *HN story about Show HN: Seedance3AI – a web app for text-to-video, image-to*
-
-**HN2** (score:47) hn/littlepp (2026-02-09) [1pts, 0cmt]
-  Discussion: Seedance-style AI video generation workflows
-  https://news.ycombinator.com/item?id=46942781
-  *HN story about Discussion: Seedance-style AI video generation workflows*
-
-**HN13** (score:44) hn/thomaskiko (2026-02-13) [1pts, 0cmt]
-  Show HN: AI-powered video creation web app
-  https://news.ycombinator.com/item?id=47002386
-  *HN story about Show HN: AI-powered video creation web app*
-
-**HN9** (score:43) hn/TurnItOffAndOn0 (2026-02-09) [1pts, 0cmt]
-  Show HN: AI Seedance 2 – Solving the "jump-cut" problem in AI video
-  https://news.ycombinator.com/item?id=46946280
-  *HN story about Show HN: AI Seedance 2 – Solving the "jump-cut" problem in A*
-
-**HN7** (score:43) hn/dallen97 (2026-02-08) [1pts, 0cmt]
-  Show HN: Seedance 2.0 AI video generator for creators and ecommerce
-  https://news.ycombinator.com/item?id=46930149
-  *HN story about Show HN: Seedance 2.0 AI video generator for creators and ec*
-
-**HN10** (score:42) hn/thenextechtrade (2026-02-09) [1pts, 0cmt]
-  Show HN: Seedance 2.0 – Native audio-visual sync video model
-  https://news.ycombinator.com/item?id=46943172
-  *HN story about Show HN: Seedance 2.0 – Native audio-visual sync video model*
-
-**HN14** (score:41) hn/echoadam (2026-02-10) [1pts, 0cmt]
-  Show HN: Seedance2 – Stop "prompt guessing" and start directing AI video
-  https://news.ycombinator.com/item?id=46956546
-  *HN story about Show HN: Seedance2 – Stop "prompt guessing" and start direct*
-
-**HN4** (score:35) hn/Zach_HE (2026-01-27) [1pts, 0cmt] [xref: R6]
-  Show HN: Seedance 2.0 Pro AI Video Generator
-  https://news.ycombinator.com/item?id=46774950
-  *HN story about Show HN: Seedance 2.0 Pro AI Video Generator*
-
----
-**Sources:**
-  ✅ Reddit: 19 threads
-  ✅ X: 11 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ✅ HN: 15 stories
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-3-macbook-improved.md

@@ -1,198 +0,0 @@
-## Research Results: M4 MacBook Pro review
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:0) r/macbookpro (2025-08-18) [date:low]
-  Disappointed with my MBP M4 Experience …
-  https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/
-  *First-hand experience post reacting to reviews and describing real-world issues/behavior on an M4 MacBook Pro.*
-
-**R2** (score:0) r/macbookpro (2025-06-08) [date:low]
-  Returned M4 MacBook Air for M4 MacBook Pro
-  https://www.reddit.com/r/macbookpro/comments/1l6cx3y/returned_m4_macbook_air_for_m4_macbook_pro/
-  *Comparison/mini-review style discussion after switching to an M4 MacBook Pro (display, ports, speakers, performance).*
-
-**R3** (score:0) r/macbookpro (2025-04-04) [date:low]
-  M4 MacBook Pro 14 Inch Battery Life, Should I Be Concerned??
-  https://www.reddit.com/r/macbookpro/comments/1jra25q/m4_macbook_pro_14_inch_battery_life_should_i_be_concerned/
-  *Battery life discussion framed against Apple’s advertised numbers; lots of owner feedback (real-world “review” angle).*
-
-### X Posts
-
-**X1** (score:86) @bhphoto (2026-02-25) [3likes]
-  If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️
-https://t.co/nzjXmiHmac https://t...
-  https://x.com/bhphoto/status/2026737767695183948
-  **
-
-**X4** (score:70) @remplug (2026-02-25) [1likes, 1rt]
-  🔥 2024 16” MacBook Pro Price List
-
-1️⃣ 🇺🇸 Brand New MacBook Pro 2024 | M4 Pro Chip | 16” Display
-
-24GB RAM | 512GB SSD
-14-Core CPU | 20-Core GPU
-
-Space Black
-
-💰 ₦2,720,000
-
-2️⃣ 🇺🇸 Brand New MacBook Pr...
-  https://x.com/remplug/status/2026725100213465443
-  **
-
-**X10** (score:64) @grok (2026-02-25)
-  @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient—ditch it. Yours at $3-4k....
-  https://x.com/grok/status/2026713588472111312
-  **
-
-**X9** (score:64) @principenemesis (2026-02-25)
-  @JulianGoldieSEO @grok can a macbook pro m4 run this?...
-  https://x.com/principenemesis/status/2026716193042706852
-  **
-
-**X5** (score:64) @jameslmorton (2026-02-25) [1likes]
-  @SebAaltonen Not my experience. It’s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.
-
-But absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It’s GPT-3.5.
-
-Totally b...
-  https://x.com/jameslmorton/status/2026721943630786816
-  **
-
-**X6** (score:64) @bcofertas (2026-02-25)
-  BR Ofertas todos os dias 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Pegue já: https://t.co/PSwylZH3Sz
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos 24GB 512...
-  https://x.com/bcofertas/status/2026721014676099084
-  **
-
-**X12** (score:64) @grok (2026-02-25)
-  Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work...
-  https://x.com/grok/status/2026704108820824113
-  **
-
-**X7** (score:64) @toppromoalertas (2026-02-25)
-  Promoções BR do dia 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Ver aqui: https://t.co/LfxNw3waps
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos...
-
-Amazon | ...
-  https://x.com/toppromoalertas/status/2026719111523237932
-  **
-
-**X8** (score:64) @grok (2026-02-25)
-  Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.
-
-Ollama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feel...
-  https://x.com/grok/status/2026716420269031652
-  **
-
-**X2** (score:56) @grecinoscdev (2026-02-25) [1likes]
-  @TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation...
-  https://x.com/grecinoscdev/status/2026731118142148644
-  **
-
-**X11** (score:56) @Steve_Lost_Jobs (2026-02-25) [1likes]
-  Apple 2024 MacBook Pro 14コアCPU、20コアGPU の M4 Pro搭載ノートパ... PR
-
-4549995547610
-
-ポイント: 3735㌽
-想定価格: 369,800
-
-2026/02/26 01:55:23
-https://t.co/q1uyIqFsID...
-  https://x.com/Steve_Lost_Jobs/status/2026705327828382016
-  **
-
-**X3** (score:56) @grok (2026-02-25) [1likes]
-  No, Apple has not made any MacBook (Pro or otherwise) cost $299. 
-
-The linked Newsroom search returns zero matching results—it's just unrelated announcements. Current cheapest Mac is the 13" MacBook A...
-  https://x.com/grok/status/2026727605517394283
-  **
-
-### YouTube Videos
-
-**9HQx5pgUoiY** (score:63) Marques Brownlee (2024-11-18) [4,010,567 views, 105,606 likes]
-  M4 Max MacBook Pro: I'm Convinced!
-  https://www.youtube.com/watch?v=9HQx5pgUoiY
-  Transcript: so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my wo...
-  *YouTube: M4 Max MacBook Pro: I'm Convinced!*
-
-**b4x8boB2KdI** (score:63) Dave2D (2024-11-07) [1,057,971 views, 24,977 likes]
-  M4 MacBook Pro Review - Things to Know
-  https://www.youtube.com/watch?v=b4x8boB2KdI
-  Transcript: so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture t...
-  *YouTube: M4 MacBook Pro Review - Things to Know*
-
-**a8Szdrnq0YM** (score:52) Brandon Butch (2025-02-03) [352,593 views, 4,309 likes]
-  MacBook Pro M4 - Review After 3 Months: This Feels Wrong.
-  https://www.youtube.com/watch?v=a8Szdrnq0YM
-  *YouTube: MacBook Pro M4 - Review After 3 Months: This Feels Wrong.*
-
-**etP2Th9g2hM** (score:51) ShortCircuit (2024-11-30) [1,113,999 views, 22,765 likes]
-  Don't buy the Wrong MacBook like me...  - M4 MacBook Pro
-  https://www.youtube.com/watch?v=etP2Th9g2hM
-  Transcript: woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm...
-  *YouTube: Don't buy the Wrong MacBook like me...  - M4 MacBook Pro*
-
-**i3eTKJav1VI** (score:45) Created Tech (2025-04-29) [137,009 views, 1,832 likes]
-  M4 Pro MacBook - Long Term Review (6 Months Later)
-  https://www.youtube.com/watch?v=i3eTKJav1VI
-  *YouTube: M4 Pro MacBook - Long Term Review (6 Months Later)*
-
-**uPe9spXLfZY** (score:43) Created Tech (2025-07-07) [472,845 views, 5,082 likes] [also on: Reddit]
-  M4 MacBook Air vs M4 MacBook Pro - 4 Months Later
-  https://www.youtube.com/watch?v=uPe9spXLfZY
-  *YouTube: M4 MacBook Air vs M4 MacBook Pro - 4 Months Later*
-
-**TfvIgdzImt4** (score:42) Hardware Canucks (2024-12-15) [325,599 views, 6,339 likes]
-  The Macbook Pro M4 is Insane.
-  https://www.youtube.com/watch?v=TfvIgdzImt4
-  *YouTube: The Macbook Pro M4 is Insane.*
-
-**anIVewgtbFc** (score:38) MacRumors (2024-12-17) [238,619 views, 2,874 likes]
-  The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)
-  https://www.youtube.com/watch?v=anIVewgtbFc
-  *YouTube: The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)*
-
-**BDpNDniE1PA** (score:37) Max Tech (2025-04-18) [197,898 views, 3,077 likes]
-  M4 Pro MacBook Pro after 6 Months - Everyone was WRONG!
-  https://www.youtube.com/watch?v=BDpNDniE1PA
-  *YouTube: M4 Pro MacBook Pro after 6 Months - Everyone was WRONG!*
-
-**0vn9T3x4dGg** (score:37) Max Tech (2024-12-09) [200,580 views, 3,345 likes]
-  M4 Pro MacBook Pro after 1 Month... BEST Mac EVER!?
-  https://www.youtube.com/watch?v=0vn9T3x4dGg
-  *YouTube: M4 Pro MacBook Pro after 1 Month... BEST Mac EVER!?*
-
----
-**Sources:**
-  ✅ Reddit: 3 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-3-macbook.md

@@ -1,198 +0,0 @@
-## Research Results: M4 MacBook Pro review
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:0) r/macbookpro (2025-08-18) [date:low]
-  Disappointed with my MBP M4 Experience …
-  https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/
-  *First-hand experience post reacting to reviews and describing real-world issues/behavior on an M4 MacBook Pro.*
-
-**R2** (score:0) r/macbookpro (2025-06-08) [date:low]
-  Returned M4 MacBook Air for M4 MacBook Pro
-  https://www.reddit.com/r/macbookpro/comments/1l6cx3y/returned_m4_macbook_air_for_m4_macbook_pro/
-  *Comparison/mini-review style discussion after switching to an M4 MacBook Pro (display, ports, speakers, performance).*
-
-**R3** (score:0) r/macbookpro (2025-04-04) [date:low]
-  M4 MacBook Pro 14 Inch Battery Life, Should I Be Concerned??
-  https://www.reddit.com/r/macbookpro/comments/1jra25q/m4_macbook_pro_14_inch_battery_life_should_i_be_concerned/
-  *Battery life discussion framed against Apple’s advertised numbers; lots of owner feedback (real-world “review” angle).*
-
-### X Posts
-
-**X1** (score:86) @bhphoto (2026-02-25) [3likes]
-  If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️
-https://t.co/nzjXmiHmac https://t...
-  https://x.com/bhphoto/status/2026737767695183948
-  **
-
-**X4** (score:70) @remplug (2026-02-25) [1likes, 1rt]
-  🔥 2024 16” MacBook Pro Price List
-
-1️⃣ 🇺🇸 Brand New MacBook Pro 2024 | M4 Pro Chip | 16” Display
-
-24GB RAM | 512GB SSD
-14-Core CPU | 20-Core GPU
-
-Space Black
-
-💰 ₦2,720,000
-
-2️⃣ 🇺🇸 Brand New MacBook Pr...
-  https://x.com/remplug/status/2026725100213465443
-  **
-
-**X10** (score:64) @grok (2026-02-25)
-  @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient—ditch it. Yours at $3-4k....
-  https://x.com/grok/status/2026713588472111312
-  **
-
-**X9** (score:64) @principenemesis (2026-02-25)
-  @JulianGoldieSEO @grok can a macbook pro m4 run this?...
-  https://x.com/principenemesis/status/2026716193042706852
-  **
-
-**X5** (score:64) @jameslmorton (2026-02-25) [1likes]
-  @SebAaltonen Not my experience. It’s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.
-
-But absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It’s GPT-3.5.
-
-Totally b...
-  https://x.com/jameslmorton/status/2026721943630786816
-  **
-
-**X6** (score:64) @bcofertas (2026-02-25)
-  BR Ofertas todos os dias 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Pegue já: https://t.co/PSwylZH3Sz
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos 24GB 512...
-  https://x.com/bcofertas/status/2026721014676099084
-  **
-
-**X12** (score:64) @grok (2026-02-25)
-  Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work...
-  https://x.com/grok/status/2026704108820824113
-  **
-
-**X7** (score:64) @toppromoalertas (2026-02-25)
-  Promoções BR do dia 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Ver aqui: https://t.co/LfxNw3waps
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos...
-
-Amazon | ...
-  https://x.com/toppromoalertas/status/2026719111523237932
-  **
-
-**X8** (score:64) @grok (2026-02-25)
-  Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.
-
-Ollama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feel...
-  https://x.com/grok/status/2026716420269031652
-  **
-
-**X2** (score:56) @grecinoscdev (2026-02-25) [1likes]
-  @TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation...
-  https://x.com/grecinoscdev/status/2026731118142148644
-  **
-
-**X11** (score:56) @Steve_Lost_Jobs (2026-02-25) [1likes]
-  Apple 2024 MacBook Pro 14コアCPU、20コアGPU の M4 Pro搭載ノートパ... PR
-
-4549995547610
-
-ポイント: 3735㌽
-想定価格: 369,800
-
-2026/02/26 01:55:23
-https://t.co/q1uyIqFsID...
-  https://x.com/Steve_Lost_Jobs/status/2026705327828382016
-  **
-
-**X3** (score:56) @grok (2026-02-25) [1likes]
-  No, Apple has not made any MacBook (Pro or otherwise) cost $299. 
-
-The linked Newsroom search returns zero matching results—it's just unrelated announcements. Current cheapest Mac is the 13" MacBook A...
-  https://x.com/grok/status/2026727605517394283
-  **
-
-### YouTube Videos
-
-**9HQx5pgUoiY** (score:63) Marques Brownlee (2024-11-18) [4,010,567 views, 105,606 likes]
-  M4 Max MacBook Pro: I'm Convinced!
-  https://www.youtube.com/watch?v=9HQx5pgUoiY
-  Transcript: so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my wo...
-  *YouTube: M4 Max MacBook Pro: I'm Convinced!*
-
-**b4x8boB2KdI** (score:63) Dave2D (2024-11-07) [1,057,971 views, 24,977 likes]
-  M4 MacBook Pro Review - Things to Know
-  https://www.youtube.com/watch?v=b4x8boB2KdI
-  Transcript: so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture t...
-  *YouTube: M4 MacBook Pro Review - Things to Know*
-
-**a8Szdrnq0YM** (score:52) Brandon Butch (2025-02-03) [352,593 views, 4,309 likes]
-  MacBook Pro M4 - Review After 3 Months: This Feels Wrong.
-  https://www.youtube.com/watch?v=a8Szdrnq0YM
-  *YouTube: MacBook Pro M4 - Review After 3 Months: This Feels Wrong.*
-
-**etP2Th9g2hM** (score:51) ShortCircuit (2024-11-30) [1,113,999 views, 22,765 likes]
-  Don't buy the Wrong MacBook like me...  - M4 MacBook Pro
-  https://www.youtube.com/watch?v=etP2Th9g2hM
-  Transcript: woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm...
-  *YouTube: Don't buy the Wrong MacBook like me...  - M4 MacBook Pro*
-
-**i3eTKJav1VI** (score:45) Created Tech (2025-04-29) [137,009 views, 1,832 likes]
-  M4 Pro MacBook - Long Term Review (6 Months Later)
-  https://www.youtube.com/watch?v=i3eTKJav1VI
-  *YouTube: M4 Pro MacBook - Long Term Review (6 Months Later)*
-
-**uPe9spXLfZY** (score:43) Created Tech (2025-07-07) [472,845 views, 5,082 likes]
-  M4 MacBook Air vs M4 MacBook Pro - 4 Months Later
-  https://www.youtube.com/watch?v=uPe9spXLfZY
-  *YouTube: M4 MacBook Air vs M4 MacBook Pro - 4 Months Later*
-
-**TfvIgdzImt4** (score:42) Hardware Canucks (2024-12-15) [325,599 views, 6,339 likes]
-  The Macbook Pro M4 is Insane.
-  https://www.youtube.com/watch?v=TfvIgdzImt4
-  *YouTube: The Macbook Pro M4 is Insane.*
-
-**anIVewgtbFc** (score:38) MacRumors (2024-12-17) [238,619 views, 2,874 likes]
-  The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)
-  https://www.youtube.com/watch?v=anIVewgtbFc
-  *YouTube: The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)*
-
-**BDpNDniE1PA** (score:37) Max Tech (2025-04-18) [197,898 views, 3,077 likes]
-  M4 Pro MacBook Pro after 6 Months - Everyone was WRONG!
-  https://www.youtube.com/watch?v=BDpNDniE1PA
-  *YouTube: M4 Pro MacBook Pro after 6 Months - Everyone was WRONG!*
-
-**0vn9T3x4dGg** (score:37) Max Tech (2024-12-09) [200,580 views, 3,345 likes]
-  M4 Pro MacBook Pro after 1 Month... BEST Mac EVER!?
-  https://www.youtube.com/watch?v=0vn9T3x4dGg
-  *YouTube: M4 Pro MacBook Pro after 1 Month... BEST Mac EVER!?*
-
----
-**Sources:**
-  ✅ Reddit: 3 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-4-rap-improved.md

@@ -1,170 +0,0 @@
-## Research Results: best rap songs 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:57) r/edranked (2026-02-01)
-  Reddit Ranked: Hip Hop ‘26
-  https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/
-  *Explicitly about Hip Hop '26 submissions and ranking tracks (community-sourced 'best of 2026' style thread).*
-
-**R9** (score:56) r/hiphopheads (2026-02-24)
-  Daily Discussion Thread 02/24/2026
-  https://www.reddit.com/r/hiphopheads/comments/1rdjmgu/daily_discussion_thread_02242026/
-  *General hip-hop discussion thread where users frequently share current favorite/best songs and recommendations (2026-dated).*
-
-**R4** (score:56) r/hiphopheads (2026-02-14)
-  [DISCUSSION] Drake & PARTYNXTDOOR - $OME $EXY $ONGS 4 U (1 Year Later)
-  https://www.reddit.com/r/hiphopheads/comments/1r4cbez/discussion_drake_partynxtdoord_ome_exy_ongs_4_u_1/
-  *Track-focused discussion about songs still in rotation; relevant to identifying standout rap/R&B tracks around 2026.*
-
-**R21** (score:54) r/makemeaplaylist (2026-02-21)
-  2/22/2026 | Week 23 Playlist Competition
-  https://www.reddit.com/r/makemeaplaylist/comments/1rb46m6/2222026_week_23_playlist_competition/
-  *Playlist competition thread featuring an underground rap playlist winner; useful for surfacing 'best rap' picks around 2026.*
-
-**R16** (score:53) r/TeenageRapFans (2026-02-15)
-  What's the best rap song ever made?
-  https://www.reddit.com/r/TeenageRapFans/comments/1r5iub6/whats_the_best_rap_song_ever_made/
-  *Direct 'best rap song' debate thread (highly aligned with best-rap-songs searching).*
-
-**R18** (score:51) r/playlists (2026-02-15)
-  Rick 2026 : Pop Dance RnB Chart Hits Rock Indie HipHop Divas Rap Gym 80s 90s 00s 10s 20s Party Music
-  https://www.reddit.com/r/playlists/comments/1r5iuz5/rick_2026_pop_dance_rnb_chart_hits_rock_indie/
-  *2026-tagged playlist thread explicitly including HipHop/Rap; can be mined for top rap tracks in 2026 rotation.*
-
-**R5** (score:48) r/hiphopheads (2026-02-01)
-  Pre-Show Grammy Winners
-  https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/
-  *Includes Best Rap Song / Best Rap Performance winners; strong signal for 'best rap songs' discourse in 2026 season.*
-
-**R8** (score:44) r/GoodAssSub (2026-02-02)
-  Andre Toutman claims All The Love will be "song of the year"
-  https://www.reddit.com/r/GoodAssSub/comments/1qty80z/andre_toutman_claims_all_the_love_will_be_song_of/
-  *Direct 'song of the year' debate thread (rap/hip-hop community), aligned with 'best songs' discovery for 2026.*
-
-**R6** (score:43) r/hiphopheads (2026-02-02)
-  Kendrick Lamar Wins 2nd Record of the Year Grammy With SZA for ‘Luther’
-  https://www.reddit.com/r/hiphopheads/comments/1qtl5kr/kendrick_lamar_wins_2nd_record_of_the_year_grammy/
-  *High-engagement thread about a major hip-hop adjacent song winning; useful for 'best songs' discussions around 2026.*
-
-**R15** (score:42) r/musicteenager (2026-02-04)
-  My top 25 rap songs of all time
-  https://www.reddit.com/r/musicteenager/comments/1qvz9qu/my_top_25_rap_songs_of_all_time/
-  *User-made ranked list of rap songs; while not 2026-specific, it matches the 'best rap songs' core subject.*
-
-**R7** (score:41) r/KendrickLamar (2026-02-01)
-  68th Annual Grammy Awards [LIVE MEGATHREAD]
-  https://www.reddit.com/r/KendrickLamar/comments/1qtczjl/68th_annual_grammy_awards_live_megathread/
-  *Live discussion around Grammys 2026 including rap categories; good for discovering what Reddit called the best tracks.*
-
-### X Posts
-
-**X5** (score:86) @Zika_gfx (2026-02-25) [12likes, 5rt]
-  Talking about meaningful rap songs...
-
-WORLD BEST LIE - NUNO ZIGI (2026)🥺❤ https://t.co/MDHRf3giYq...
-  https://x.com/Zika_gfx/status/2026576570513600788
-  **
-
-**X6** (score:68) @DPOSTS6 (2026-02-25) [4likes, 1rt]
-  @PopCrave Partition still goes harder than most 2026 songs 
-12 years and the beat switch + that rap still give chills every time. Queen never misses...
-  https://x.com/DPOSTS6/status/2026523320548819145
-  **
-
-**X9** (score:64) @grok (2026-02-25)
-  @Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 ...
-  https://x.com/grok/status/2026467153046606064
-  **
-
-**X7** (score:64) @grok (2026-02-25)
-  @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His "What You Saying" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is comin...
-  https://x.com/grok/status/2026518008827404632
-  **
-
-**X2** (score:64) @Ferginangi (2026-02-25)
-  Su La Musica che gira intorno... "Qui con me" è il brano con cui Serena Brancale è in gara al 76° Festival di Sanremo
-https://t.co/wTPeovzt6u
-#music #genre #song #songs #envywear #PleaseForgiveMe #mel...
-  https://x.com/Ferginangi/status/2026696207557382298
-  **
-
-**X12** (score:62) @teammusic2046 (2026-02-23)
-  [ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **🔥🔥🔥………..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]………🔥🔥🔥 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7...
-  https://x.com/teammusic2046/status/2026040965329191061
-  **
-
-**X11** (score:59) @IoWeul (2026-02-24) [2likes]
-  @PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.
-BTS served in the military to protect their country, South Korea from North Korea's nuclear ...
-  https://x.com/IoWeul/status/2026233090683863471
-  **
-
-**X8** (score:58) @grok (2026-02-25) [1likes]
-  Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off "What You Saying" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nati...
-  https://x.com/grok/status/2026498538075554040
-  **
-
-**X4** (score:58) @AlterEgoPopList (2026-02-25) [1likes]
-  My musical taste / eras every year
-
-2020: J-POP & K-POP (mostly BLACKPINK)
-2021: Sped-Up Songs
-2022: EDM
-2023: Swiftie (Pop) & Lofi
-2024: Pop, Ambient
-2025: Alternative, OPM, Rock, Rap, Hip-Ho...
-  https://x.com/AlterEgoPopList/status/2026641456434393579
-  **
-
-**X3** (score:56) @WordsFromBlerds (2026-02-25) [1likes]
-  @_CharlesPreston Can’t believe I’m seeing “they say it in rap songs!” In 2026
-
-The same reductive, ancient, debunked arguments ad infinitum...
-  https://x.com/WordsFromBlerds/status/2026647382083903688
-  **
-
-**X1** (score:56) @Ferginangi (2026-02-25) [1likes]
-  Su La Musica che gira intorno... "Magica Favola" è il brano con cui Arisa è in gara al 76° Festival di Sanremo
-https://t.co/Nxzkb005lP
-#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hi...
-  https://x.com/Ferginangi/status/2026705227366256880
-  **
-
-**X10** (score:55) @fo_sho52268 (2026-02-24) [1likes]
-  @blackiiingout 💩 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls "rap  songs" 🥴😩...
-  https://x.com/fo_sho52268/status/2026335353364201566
-  **
-
-### YouTube Videos
-
-**d1melQQVp6s** (score:71) DJ Noize (2026-02-14) [42,713 views, 761 likes]
-  New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize
-  https://www.youtube.com/watch?v=d1melQQVp6s
-  Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ _...
-  *YouTube: New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip H*
-
-**-KQpPySP93I** (score:66) DJ Noize (2026-02-21) [12,955 views, 304 likes]
-  New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize
-  https://www.youtube.com/watch?v=-KQpPySP93I
-  Transcript: This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you cl...
-  *YouTube: New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153*
-
-**ZUExyc50ZVU** (score:47) West Coast Finest (2026-01-29) [407,260 views, 4,229 likes]
-  Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent
-  https://www.youtube.com/watch?v=ZUExyc50ZVU
-  Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> B...
-  *YouTube: Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa*
-
----
-**Sources:**
-  ✅ Reddit: 11 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 3 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-4-rap.md

@@ -1,170 +0,0 @@
-## Research Results: best rap songs 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:57) r/edranked (2026-02-01)
-  Reddit Ranked: Hip Hop ‘26
-  https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/
-  *Explicitly about Hip Hop '26 submissions and ranking tracks (community-sourced 'best of 2026' style thread).*
-
-**R9** (score:56) r/hiphopheads (2026-02-24)
-  Daily Discussion Thread 02/24/2026
-  https://www.reddit.com/r/hiphopheads/comments/1rdjmgu/daily_discussion_thread_02242026/
-  *General hip-hop discussion thread where users frequently share current favorite/best songs and recommendations (2026-dated).*
-
-**R4** (score:56) r/hiphopheads (2026-02-14)
-  [DISCUSSION] Drake & PARTYNXTDOOR - $OME $EXY $ONGS 4 U (1 Year Later)
-  https://www.reddit.com/r/hiphopheads/comments/1r4cbez/discussion_drake_partynxtdoord_ome_exy_ongs_4_u_1/
-  *Track-focused discussion about songs still in rotation; relevant to identifying standout rap/R&B tracks around 2026.*
-
-**R21** (score:54) r/makemeaplaylist (2026-02-21)
-  2/22/2026 | Week 23 Playlist Competition
-  https://www.reddit.com/r/makemeaplaylist/comments/1rb46m6/2222026_week_23_playlist_competition/
-  *Playlist competition thread featuring an underground rap playlist winner; useful for surfacing 'best rap' picks around 2026.*
-
-**R16** (score:53) r/TeenageRapFans (2026-02-15)
-  What's the best rap song ever made?
-  https://www.reddit.com/r/TeenageRapFans/comments/1r5iub6/whats_the_best_rap_song_ever_made/
-  *Direct 'best rap song' debate thread (highly aligned with best-rap-songs searching).*
-
-**R18** (score:51) r/playlists (2026-02-15)
-  Rick 2026 : Pop Dance RnB Chart Hits Rock Indie HipHop Divas Rap Gym 80s 90s 00s 10s 20s Party Music
-  https://www.reddit.com/r/playlists/comments/1r5iuz5/rick_2026_pop_dance_rnb_chart_hits_rock_indie/
-  *2026-tagged playlist thread explicitly including HipHop/Rap; can be mined for top rap tracks in 2026 rotation.*
-
-**R5** (score:48) r/hiphopheads (2026-02-01)
-  Pre-Show Grammy Winners
-  https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/
-  *Includes Best Rap Song / Best Rap Performance winners; strong signal for 'best rap songs' discourse in 2026 season.*
-
-**R8** (score:44) r/GoodAssSub (2026-02-02)
-  Andre Toutman claims All The Love will be "song of the year"
-  https://www.reddit.com/r/GoodAssSub/comments/1qty80z/andre_toutman_claims_all_the_love_will_be_song_of/
-  *Direct 'song of the year' debate thread (rap/hip-hop community), aligned with 'best songs' discovery for 2026.*
-
-**R6** (score:43) r/hiphopheads (2026-02-02)
-  Kendrick Lamar Wins 2nd Record of the Year Grammy With SZA for ‘Luther’
-  https://www.reddit.com/r/hiphopheads/comments/1qtl5kr/kendrick_lamar_wins_2nd_record_of_the_year_grammy/
-  *High-engagement thread about a major hip-hop adjacent song winning; useful for 'best songs' discussions around 2026.*
-
-**R15** (score:42) r/musicteenager (2026-02-04)
-  My top 25 rap songs of all time
-  https://www.reddit.com/r/musicteenager/comments/1qvz9qu/my_top_25_rap_songs_of_all_time/
-  *User-made ranked list of rap songs; while not 2026-specific, it matches the 'best rap songs' core subject.*
-
-**R7** (score:41) r/KendrickLamar (2026-02-01)
-  68th Annual Grammy Awards [LIVE MEGATHREAD]
-  https://www.reddit.com/r/KendrickLamar/comments/1qtczjl/68th_annual_grammy_awards_live_megathread/
-  *Live discussion around Grammys 2026 including rap categories; good for discovering what Reddit called the best tracks.*
-
-### X Posts
-
-**X5** (score:86) @Zika_gfx (2026-02-25) [12likes, 5rt]
-  Talking about meaningful rap songs...
-
-WORLD BEST LIE - NUNO ZIGI (2026)🥺❤ https://t.co/MDHRf3giYq...
-  https://x.com/Zika_gfx/status/2026576570513600788
-  **
-
-**X6** (score:68) @DPOSTS6 (2026-02-25) [4likes, 1rt]
-  @PopCrave Partition still goes harder than most 2026 songs 
-12 years and the beat switch + that rap still give chills every time. Queen never misses...
-  https://x.com/DPOSTS6/status/2026523320548819145
-  **
-
-**X9** (score:64) @grok (2026-02-25)
-  @Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 ...
-  https://x.com/grok/status/2026467153046606064
-  **
-
-**X7** (score:64) @grok (2026-02-25)
-  @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His "What You Saying" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is comin...
-  https://x.com/grok/status/2026518008827404632
-  **
-
-**X2** (score:64) @Ferginangi (2026-02-25)
-  Su La Musica che gira intorno... "Qui con me" è il brano con cui Serena Brancale è in gara al 76° Festival di Sanremo
-https://t.co/wTPeovzt6u
-#music #genre #song #songs #envywear #PleaseForgiveMe #mel...
-  https://x.com/Ferginangi/status/2026696207557382298
-  **
-
-**X12** (score:62) @teammusic2046 (2026-02-23)
-  [ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **🔥🔥🔥………..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]………🔥🔥🔥 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7...
-  https://x.com/teammusic2046/status/2026040965329191061
-  **
-
-**X11** (score:59) @IoWeul (2026-02-24) [2likes]
-  @PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.
-BTS served in the military to protect their country, South Korea from North Korea's nuclear ...
-  https://x.com/IoWeul/status/2026233090683863471
-  **
-
-**X8** (score:58) @grok (2026-02-25) [1likes]
-  Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off "What You Saying" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nati...
-  https://x.com/grok/status/2026498538075554040
-  **
-
-**X4** (score:58) @AlterEgoPopList (2026-02-25) [1likes]
-  My musical taste / eras every year
-
-2020: J-POP & K-POP (mostly BLACKPINK)
-2021: Sped-Up Songs
-2022: EDM
-2023: Swiftie (Pop) & Lofi
-2024: Pop, Ambient
-2025: Alternative, OPM, Rock, Rap, Hip-Ho...
-  https://x.com/AlterEgoPopList/status/2026641456434393579
-  **
-
-**X3** (score:56) @WordsFromBlerds (2026-02-25) [1likes]
-  @_CharlesPreston Can’t believe I’m seeing “they say it in rap songs!” In 2026
-
-The same reductive, ancient, debunked arguments ad infinitum...
-  https://x.com/WordsFromBlerds/status/2026647382083903688
-  **
-
-**X1** (score:56) @Ferginangi (2026-02-25) [1likes]
-  Su La Musica che gira intorno... "Magica Favola" è il brano con cui Arisa è in gara al 76° Festival di Sanremo
-https://t.co/Nxzkb005lP
-#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hi...
-  https://x.com/Ferginangi/status/2026705227366256880
-  **
-
-**X10** (score:55) @fo_sho52268 (2026-02-24) [1likes]
-  @blackiiingout 💩 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls "rap  songs" 🥴😩...
-  https://x.com/fo_sho52268/status/2026335353364201566
-  **
-
-### YouTube Videos
-
-**d1melQQVp6s** (score:71) DJ Noize (2026-02-14) [42,713 views, 761 likes]
-  New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize
-  https://www.youtube.com/watch?v=d1melQQVp6s
-  Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ _...
-  *YouTube: New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip H*
-
-**-KQpPySP93I** (score:66) DJ Noize (2026-02-21) [12,955 views, 304 likes]
-  New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize
-  https://www.youtube.com/watch?v=-KQpPySP93I
-  Transcript: This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you cl...
-  *YouTube: New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153*
-
-**ZUExyc50ZVU** (score:47) West Coast Finest (2026-01-29) [407,260 views, 4,229 likes]
-  Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent
-  https://www.youtube.com/watch?v=ZUExyc50ZVU
-  Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> B...
-  *YouTube: Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa*
-
----
-**Sources:**
-  ✅ Reddit: 11 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 3 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-5-react-svelte-improved.md

@@ -1,172 +0,0 @@
-## Research Results: React vs Svelte 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R2** (score:67) r/eact (2026-02-10)
-  What do you guys think about comparison between React vs Svelte?
-  https://www.reddit.com/r/react/comments/1r1fku5/what_do_you_guys_think_about_comparison_between/
-  *Explicit React vs Svelte comparison thread focusing on hooks/useEffect vs Svelte runes mental model.*
-
-**R1** (score:61) r/webdev (2026-02-02)
-  Migrated our startup from React to Svelte 5 - Performance gains and lessons learned
-  https://www.reddit.com/r/webdev/comments/1qu4dek/migrated_our_startup_from_react_to_svelte_5/
-  *Direct React -> Svelte 5 migration discussion with practical comparison (DX, performance, ecosystem tradeoffs).*
-
-**R6** (score:56) r/sveltejs (2026-02-02)
-  I am building a content-heavy, bilingual government portal with listings, profiles, documents, filters, and forms. Came from .NET & React. Wondering if svelte might be a good option for a project like this?
-  https://www.reddit.com/r/sveltejs/comments/1qtua45/i_am_building_a_contentheavy_bilingual_government/
-  *Evaluates Svelte vs React suitability for a real project with constraints (accessibility, SEO, forms).*
-
-**R4** (score:54) r/sveltejs (2026-01-28)
-  Is Svelte easier than React?
-  https://www.reddit.com/r/sveltejs/comments/1qpdzx5/is_svelte_easier_than_react/
-  *Direct comparison thread about perceived simplicity of Svelte vs React (recent 2026 discussion).*
-
-**R8** (score:52) r/sveltejs (2026-01-31)
-  When should i start learning Svelte ?
-  https://www.reddit.com/r/sveltejs/comments/1qr8xsm/when_should_i_start_learning_svelte/
-  *React vs Svelte learning/adoption discussion, including arguments about replacing React for performance issues.*
-
-**R9** (score:49) r/sveltejs (2026-01-30)
-  How is going svelte?
-  https://www.reddit.com/r/sveltejs/comments/1qrdhba/how_is_going_svelte/
-  *General state-of-Svelte discussion with explicit mentions comparing to React and job-market pragmatism.*
-
-### X Posts
-
-**X4** (score:76) @FabianHiller (2026-02-13) [61likes, 2rt]
-  TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.  
-
-@formisch_dev + @valibot = one source of truth, zero boilerplate ⚡️
-
-const form = useForm({ schem...
-  https://x.com/FabianHiller/status/2022345388603080834
-  **
-
-**X3** (score:57) @ConsciousRide (2026-02-15) [6likes]
-  Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)
-
-   - React: 🇺🇸 United States
-   - Vue: 🇨🇳 China (created by Evan You)
-   - Angular: 🇺🇸 United States
-   - Svelte: 🇺🇸 United State...
-  https://x.com/ConsciousRide/status/2023050160520278501
-  **
-
-**X11** (score:53) @singhprateek_25 (2026-02-07) [6likes, 1rt]
-  Requirements for a fresher in 2026:
-
-Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, Django, Flask, FastAPI, Spring Boot, PHP, Laravel,...
-  https://x.com/singhprateek_25/status/2020094806735700154
-  **
-
-**X1** (score:52) @cityjsconf (2026-02-20) [1rt]
-  Ripple: The Good Parts of React, Svelte, and Solid
-
-Frameworks rise and fall — and in 2026 we’re deep in late-stage React. What’s next? Join @erikras as he introduces Ripple, a TypeScript-first UI fra...
-  https://x.com/cityjsconf/status/2024908272646398229
-  **
-
-**X2** (score:52) @dennydotio (2026-02-18) [1likes]
-  Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro  etc... only exist because humans need organized code to stay sane. 
-
-Once we stop reading the source code, we stop needing ...
-  https://x.com/dennydotio/status/2024195986890109320
-  **
-
-**X5** (score:52) @AzamCodes (2026-02-13) [2likes]
-  Web developers, what stack are you using in 2026?
-React? Vue? Svelte? Vanilla? Curious what’s actually winning....
-  https://x.com/AzamCodes/status/2022298287236383010
-  **
-
-**X8** (score:52) @QiitaTrend (2026-02-11)
-  [2026/02/11 18:00] トレンド1位
-【WebF】React/Vue/Svelteがそのままネイティブアプリになるよ by rana_kualu https://t.co/GiAnTHpOBB...
-  https://x.com/QiitaTrend/status/2021509592489025785
-  **
-
-**X10** (score:50) @nicobaogim (2026-02-09)
-  @babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwis...
-  https://x.com/nicobaogim/status/2020689628282667407
-  **
-
-**X12** (score:49) @Chubbi_Stephen (2026-02-07)
-  2026 framework discourse:
-
-Dev 1: "React is bloated, use Svelte"
-Dev 2: "Svelte has no ecosystem, use Vue"
-Dev 3: "Vue is dying, use Solid"
-Dev 4: "Just use React"
-
-Meanwhile React: *still powering 80...
-  https://x.com/Chubbi_Stephen/status/2020087839648800853
-  **
-
-### YouTube Videos
-
-**MnpuK0MK4yo** (score:63) Beyond Fireship (2023-06-30) [697,142 views, 25,490 likes]
-  React VS Svelte...10 Examples
-  https://www.youtube.com/watch?v=MnpuK0MK4yo
-  Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status ...
-  *YouTube: React VS Svelte...10 Examples*
-
-**qwDp5pZA_TA** (score:49) Code Hub (2026-02-08) [646 views, 31 likes]
-  The Front-end Frameworks Guide 2026: React vs Angular vs Vue vs Svelt vs Solid vs Astro
-  https://www.youtube.com/watch?v=qwDp5pZA_TA
-  *YouTube: The Front-end Frameworks Guide 2026: React vs Angular vs Vue*
-
-**_vuVy21l2bU** (score:46) Code Hub (2025-10-30) [6,454 views, 204 likes]
-  React vs Svelte: The Brutal Honest Comparison EVER
-  https://www.youtube.com/watch?v=_vuVy21l2bU
-  *YouTube: React vs Svelte: The Brutal Honest Comparison EVER*
-
-**41HXdxGekZ0** (score:45) Paperclick (2025-10-04) [287 views, 3 likes]
-  Vue vs React vs Svelte (2026) - Which One Is BEST?
-  https://www.youtube.com/watch?v=41HXdxGekZ0
-  *YouTube: Vue vs React vs Svelte (2026) - Which One Is BEST?*
-
-**1BCsdaeYv0A** (score:42) Daniel | Tech & Data (2023-11-26) [33,905 views, 0 likes]
-  Svelte vs React in 2025 - Make the RIGHT Choice (Difference Explained)
-  https://www.youtube.com/watch?v=1BCsdaeYv0A
-  *YouTube: Svelte vs React in 2025 - Make the RIGHT Choice (Difference *
-
-**yl0YWA2K2B0** (score:40) Fireship (2025-10-17) [699,597 views, 22,894 likes]
-  React wants to win you back…
-  https://www.youtube.com/watch?v=yl0YWA2K2B0
-  Transcript: Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-re...
-  *YouTube: React wants to win you back…*
-
-**aYyZUDFZTrM** (score:40) Fireship (2024-10-24) [547,836 views, 24,456 likes]
-  JavaScript framework reinvents itself… Did "runes" just ruin Svelte?
-  https://www.youtube.com/watch?v=aYyZUDFZTrM
-  Transcript: about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended u...
-  *YouTube: JavaScript framework reinvents itself… Did "runes" just ruin*
-
-**fn_uSZW5psM** (score:31) CodeSource (2025-05-14) [57,782 views, 2,120 likes]
-  The Untold Story of Svelte
-  https://www.youtube.com/watch?v=fn_uSZW5psM
-  *YouTube: The Untold Story of Svelte*
-
-**IpJh0VEzMRo** (score:29) Ben Davis (2025-10-12) [24,635 views, 1,043 likes]
-  I Was Wrong About Svelte...
-  https://www.youtube.com/watch?v=IpJh0VEzMRo
-  *YouTube: I Was Wrong About Svelte...*
-
-**1cGtYEXGm8c** (score:28) Ben Davis (2026-01-06) [16,899 views, 793 likes]
-  This is THE Framework You Should be Using in 2026
-  https://www.youtube.com/watch?v=1cGtYEXGm8c
-  *YouTube: This is THE Framework You Should be Using in 2026*
-
----
-**Sources:**
-  ✅ Reddit: 6 threads
-  ✅ X: 9 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/cross-5-react-svelte.md

@@ -1,172 +0,0 @@
-## Research Results: React vs Svelte 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R2** (score:67) r/eact (2026-02-10)
-  What do you guys think about comparison between React vs Svelte?
-  https://www.reddit.com/r/react/comments/1r1fku5/what_do_you_guys_think_about_comparison_between/
-  *Explicit React vs Svelte comparison thread focusing on hooks/useEffect vs Svelte runes mental model.*
-
-**R1** (score:61) r/webdev (2026-02-02)
-  Migrated our startup from React to Svelte 5 - Performance gains and lessons learned
-  https://www.reddit.com/r/webdev/comments/1qu4dek/migrated_our_startup_from_react_to_svelte_5/
-  *Direct React -> Svelte 5 migration discussion with practical comparison (DX, performance, ecosystem tradeoffs).*
-
-**R6** (score:56) r/sveltejs (2026-02-02)
-  I am building a content-heavy, bilingual government portal with listings, profiles, documents, filters, and forms. Came from .NET & React. Wondering if svelte might be a good option for a project like this?
-  https://www.reddit.com/r/sveltejs/comments/1qtua45/i_am_building_a_contentheavy_bilingual_government/
-  *Evaluates Svelte vs React suitability for a real project with constraints (accessibility, SEO, forms).*
-
-**R4** (score:54) r/sveltejs (2026-01-28)
-  Is Svelte easier than React?
-  https://www.reddit.com/r/sveltejs/comments/1qpdzx5/is_svelte_easier_than_react/
-  *Direct comparison thread about perceived simplicity of Svelte vs React (recent 2026 discussion).*
-
-**R8** (score:52) r/sveltejs (2026-01-31)
-  When should i start learning Svelte ?
-  https://www.reddit.com/r/sveltejs/comments/1qr8xsm/when_should_i_start_learning_svelte/
-  *React vs Svelte learning/adoption discussion, including arguments about replacing React for performance issues.*
-
-**R9** (score:49) r/sveltejs (2026-01-30)
-  How is going svelte?
-  https://www.reddit.com/r/sveltejs/comments/1qrdhba/how_is_going_svelte/
-  *General state-of-Svelte discussion with explicit mentions comparing to React and job-market pragmatism.*
-
-### X Posts
-
-**X4** (score:76) @FabianHiller (2026-02-13) [61likes, 2rt]
-  TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.  
-
-@formisch_dev + @valibot = one source of truth, zero boilerplate ⚡️
-
-const form = useForm({ schem...
-  https://x.com/FabianHiller/status/2022345388603080834
-  **
-
-**X3** (score:57) @ConsciousRide (2026-02-15) [6likes]
-  Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)
-
-   - React: 🇺🇸 United States
-   - Vue: 🇨🇳 China (created by Evan You)
-   - Angular: 🇺🇸 United States
-   - Svelte: 🇺🇸 United State...
-  https://x.com/ConsciousRide/status/2023050160520278501
-  **
-
-**X11** (score:53) @singhprateek_25 (2026-02-07) [6likes, 1rt]
-  Requirements for a fresher in 2026:
-
-Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, Django, Flask, FastAPI, Spring Boot, PHP, Laravel,...
-  https://x.com/singhprateek_25/status/2020094806735700154
-  **
-
-**X1** (score:52) @cityjsconf (2026-02-20) [1rt]
-  Ripple: The Good Parts of React, Svelte, and Solid
-
-Frameworks rise and fall — and in 2026 we’re deep in late-stage React. What’s next? Join @erikras as he introduces Ripple, a TypeScript-first UI fra...
-  https://x.com/cityjsconf/status/2024908272646398229
-  **
-
-**X2** (score:52) @dennydotio (2026-02-18) [1likes]
-  Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro  etc... only exist because humans need organized code to stay sane. 
-
-Once we stop reading the source code, we stop needing ...
-  https://x.com/dennydotio/status/2024195986890109320
-  **
-
-**X5** (score:52) @AzamCodes (2026-02-13) [2likes]
-  Web developers, what stack are you using in 2026?
-React? Vue? Svelte? Vanilla? Curious what’s actually winning....
-  https://x.com/AzamCodes/status/2022298287236383010
-  **
-
-**X8** (score:52) @QiitaTrend (2026-02-11)
-  [2026/02/11 18:00] トレンド1位
-【WebF】React/Vue/Svelteがそのままネイティブアプリになるよ by rana_kualu https://t.co/GiAnTHpOBB...
-  https://x.com/QiitaTrend/status/2021509592489025785
-  **
-
-**X10** (score:50) @nicobaogim (2026-02-09)
-  @babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwis...
-  https://x.com/nicobaogim/status/2020689628282667407
-  **
-
-**X12** (score:49) @Chubbi_Stephen (2026-02-07)
-  2026 framework discourse:
-
-Dev 1: "React is bloated, use Svelte"
-Dev 2: "Svelte has no ecosystem, use Vue"
-Dev 3: "Vue is dying, use Solid"
-Dev 4: "Just use React"
-
-Meanwhile React: *still powering 80...
-  https://x.com/Chubbi_Stephen/status/2020087839648800853
-  **
-
-### YouTube Videos
-
-**MnpuK0MK4yo** (score:63) Beyond Fireship (2023-06-30) [697,142 views, 25,490 likes]
-  React VS Svelte...10 Examples
-  https://www.youtube.com/watch?v=MnpuK0MK4yo
-  Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status ...
-  *YouTube: React VS Svelte...10 Examples*
-
-**qwDp5pZA_TA** (score:49) Code Hub (2026-02-08) [646 views, 31 likes]
-  The Front-end Frameworks Guide 2026: React vs Angular vs Vue vs Svelt vs Solid vs Astro
-  https://www.youtube.com/watch?v=qwDp5pZA_TA
-  *YouTube: The Front-end Frameworks Guide 2026: React vs Angular vs Vue*
-
-**_vuVy21l2bU** (score:46) Code Hub (2025-10-30) [6,454 views, 204 likes]
-  React vs Svelte: The Brutal Honest Comparison EVER
-  https://www.youtube.com/watch?v=_vuVy21l2bU
-  *YouTube: React vs Svelte: The Brutal Honest Comparison EVER*
-
-**41HXdxGekZ0** (score:45) Paperclick (2025-10-04) [287 views, 3 likes]
-  Vue vs React vs Svelte (2026) - Which One Is BEST?
-  https://www.youtube.com/watch?v=41HXdxGekZ0
-  *YouTube: Vue vs React vs Svelte (2026) - Which One Is BEST?*
-
-**1BCsdaeYv0A** (score:42) Daniel | Tech & Data (2023-11-26) [33,905 views, 0 likes]
-  Svelte vs React in 2025 - Make the RIGHT Choice (Difference Explained)
-  https://www.youtube.com/watch?v=1BCsdaeYv0A
-  *YouTube: Svelte vs React in 2025 - Make the RIGHT Choice (Difference *
-
-**yl0YWA2K2B0** (score:40) Fireship (2025-10-17) [699,597 views, 22,894 likes]
-  React wants to win you back…
-  https://www.youtube.com/watch?v=yl0YWA2K2B0
-  Transcript: Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-re...
-  *YouTube: React wants to win you back…*
-
-**aYyZUDFZTrM** (score:40) Fireship (2024-10-24) [547,836 views, 24,456 likes]
-  JavaScript framework reinvents itself… Did "runes" just ruin Svelte?
-  https://www.youtube.com/watch?v=aYyZUDFZTrM
-  Transcript: about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended u...
-  *YouTube: JavaScript framework reinvents itself… Did "runes" just ruin*
-
-**fn_uSZW5psM** (score:31) CodeSource (2025-05-14) [57,782 views, 2,120 likes]
-  The Untold Story of Svelte
-  https://www.youtube.com/watch?v=fn_uSZW5psM
-  *YouTube: The Untold Story of Svelte*
-
-**IpJh0VEzMRo** (score:29) Ben Davis (2025-10-12) [24,635 views, 1,043 likes]
-  I Was Wrong About Svelte...
-  https://www.youtube.com/watch?v=IpJh0VEzMRo
-  *YouTube: I Was Wrong About Svelte...*
-
-**1cGtYEXGm8c** (score:28) Ben Davis (2026-01-06) [16,899 views, 793 likes]
-  This is THE Framework You Should be Using in 2026
-  https://www.youtube.com/watch?v=1cGtYEXGm8c
-  *YouTube: This is THE Framework You Should be Using in 2026*
-
----
-**Sources:**
-  ✅ Reddit: 6 threads
-  ✅ X: 9 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/hn-1-claude-code.md

@@ -1,250 +0,0 @@
-## Research Results: Claude Code skills and MCP servers
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:0) r/ClaudeAI (2025-06-17) [date:low]
-  Claude code and mcp servers
-  https://www.reddit.com/r/ClaudeAI/comments/1ldm75a/claude_code_and_mcp_servers/
-  *Directly about Claude Code failing to load/use MCP servers; troubleshooting discussion.*
-
-**R2** (score:0) r/ClaudeCode (2025-10-23) [date:low]
-  Claude Skills: is it a big deal?
-  https://www.reddit.com/r/ClaudeCode/comments/1odtykp/claude_skills_is_it_a_big_deal/
-  *Focused on the Claude (Claude Code) “Skills” feature; compares to AGENTS.md/slash commands/MCPs.*
-
-**R3** (score:0) r/ClaudeAI (2025-10-25) [date:low]
-  I spent way too long cataloguing Claude Code tools. Here’s everything I found (with actual links)
-  https://www.reddit.com/r/ClaudeAI/comments/1ofltdr/i_spent_way_too_long_cataloguing_claude_code/
-  *Tooling ecosystem post; explicitly mentions installing many plugins and MCP servers for Claude Code.*
-
-### X Posts
-
-**X5** (score:86) @zeeg (2026-02-25) [4likes, 1rt]
-  @adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked 
-
-Claude Code I resorted to explicit mentions and I’ve been pleasantly surprised by how well Codex ha...
-  https://x.com/zeeg/status/2026745680195367091
-  **
-
-**X3** (score:80) @ihtesham2005 (2026-02-25) [6likes]
-  🚨 Anthropic just open-sourced the exact Skills library their own engineers use internally.
-
-Stop building Claude workflows from scratch.
-
-These are plug-and-play components that work across Claude Cod...
-  https://x.com/ihtesham2005/status/2026752089473314975
-  **
-
-**X8** (score:74) @DevTenta (2026-02-25) [4likes]
-  Day 7 building my first B2C app
-
-Been setting everything up this week. Manually built 5 agents to help me in the early stages and set up the Claude Code skills i'll need for the build.
-
-Also been test...
-  https://x.com/DevTenta/status/2026742028730527786
-  **
-
-**X7** (score:64) @JorgeJaramillo (2026-02-25)
-  @Jompiras Claude code + skills. Muy breve....
-  https://x.com/JorgeJaramillo/status/2026743135435362649
-  **
-
-**X4** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr 135 agents, 35 curated skills, 121 plugins and 6 MCP configs all in one Claude Code toolkit is absolutely insane value 🤯 this is the kind of community effort that makes an AI tool go from g...
-  https://x.com/arpan7sarkar/status/2026746479369662551
-  **
-
-**X6** (score:64) @arpan7sarkar (2026-02-25)
-  @tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for 🤩 document skills, code tools, data analysis all in one repo. this is the Claud...
-  https://x.com/arpan7sarkar/status/2026745559986614335
-  **
-
-**X2** (score:64) @yasuky (2026-02-25)
-  Claude CodeのSkillsを作成例から徹底理解する https://t.co/vZTseio2Ii...
-  https://x.com/yasuky/status/2026754773786226708
-  **
-
-**X12** (score:64) @zhuoyuan45514 (2026-02-25)
-  Day 52 (01/21/2026) (Rest Day)
-
-> Go to New York + watch Broadway Show
-
-> Catch up on claude code updates on way back (2hrs)
-    - Learn difference between skills + MCP, and etc
-       
-> Neetcode (1h...
-  https://x.com/zhuoyuan45514/status/2026733326631923776
-  **
-
-**X1** (score:64) @matgoldsborough (2026-02-25)
-  How: I told Claude Code "build me a CRM." Our builder skill generated schemas, skills, server, seed data. I pointed Claude Desktop at it. Contacts, lead scoring, pipeline reviews. All from conversatio...
-  https://x.com/matgoldsborough/status/2026755742737510749
-  **
-
-**X9** (score:64) @0x_Kapoor (2026-02-25)
-  I can build another open claw, or claude bot, or even a messaging app in a nice prompt and although having engineering skills, I can push the code on the public repo and secure it even completely and ...
-  https://x.com/0x_Kapoor/status/2026738663321907214
-  **
-
-**X10** (score:56) @ghumare64 (2026-02-25) [1likes]
-  1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny 
-2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace
-3. I chat with claude code 4-5 times and once I am satisifed...
-  https://x.com/ghumare64/status/2026736176695246966
-  **
-
-**X11** (score:56) @hamen (2026-02-25) [1likes]
-  The 'vibe coding' revolution is forcing a reckoning.
-
-Developers with 15+ years experience are either embracing AI to expand their reach or watching their expertise become as valuable as COBOL skills....
-  https://x.com/hamen/status/2026734075243790396
-  **
-
-### YouTube Videos
-
-**X8afcX2s2Mo** (score:74) Grace Leung (2026-02-21) [47,474 views, 1,900 likes]
-  Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code)
-  https://www.youtube.com/watch?v=X8afcX2s2Mo
-  *YouTube video about claude code skills and mcp servers*
-
-**0J2_YGuNrDo** (score:61) Grace Leung (2025-12-16) [155,806 views, 4,760 likes]
-  Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)
-  https://www.youtube.com/watch?v=0J2_YGuNrDo
-  Transcript: I use clot more than any other AI but even I dismiss Clark as just for developers and I was wrong after using myself I am completely so and this is too powerful to ignore if you want to use AI to buil...
-  *YouTube video about claude code skills and mcp servers*
-
-**fOxC44g8vig** (score:58) Anthropic (2025-11-26) [129,573 views, 2,991 likes]
-  Claude Agent Skills Explained
-  https://www.youtube.com/watch?v=fOxC44g8vig
-  Transcript: Hi, my name is Otto and in this video we're going to discuss agent skills. Agents today are pretty intelligent, but they don't always have the domain expertise you need for real work and skills help s...
-  *YouTube video about claude code skills and mcp servers*
-
-**Gqh_KdHP1Xk** (score:56) Robin Ebers (2025-08-21) [90,281 views, 2,719 likes]
-  8 MCP Servers That Make Claude Code 10x Better
-  https://www.youtube.com/watch?v=Gqh_KdHP1Xk
-  Transcript: Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete game changers. And I do not say this lightly. So after testing over 100 of them...
-  *YouTube video about claude code skills and mcp servers*
-
-**421T2iWTQio** (score:51) Kenny Liao (2025-10-24) [50,477 views, 1,010 likes]
-  The Only Claude Skills Guide You Need (Beginner to Expert)
-  https://www.youtube.com/watch?v=421T2iWTQio
-  *YouTube video about claude code skills and mcp servers*
-
-**l7qVtHpctic** (score:47) Kenny Liao (2026-01-17) [21,765 views, 728 likes]
-  Claude Code's MCP Problem Just Got Fixed
-  https://www.youtube.com/watch?v=l7qVtHpctic
-  *YouTube video about claude code skills and mcp servers*
-
-**M5CsRj6zSCA** (score:41) Eric Tech (2025-12-12) [11,287 views, 266 likes]
-  5 MCP Servers That Make Claude Code 10x More Powerful (Full-Stack App Build)
-  https://www.youtube.com/watch?v=M5CsRj6zSCA
-  *YouTube video about claude code skills and mcp servers*
-
-**qthyl0GCpDo** (score:35) Postman (2025-11-20) [7,045 views, 105 likes]
-  Claude Skills vs MCP: What’s the Difference and When to Use Each?
-  https://www.youtube.com/watch?v=qthyl0GCpDo
-  *YouTube video about claude code skills and mcp servers*
-
-**ZroGqu7GyXM** (score:34) Solo Swift Crafter (2025-10-27) [4,885 views, 98 likes]
-  Claude Code Skills vs MCP vs Sub Agents: What Works for Solo Devs?
-  https://www.youtube.com/watch?v=ZroGqu7GyXM
-  *YouTube video about claude code skills and mcp servers*
-
-**jzf7DQa2CAc** (score:31) Matt Kuda (2026-01-19) [2,547 views, 87 likes]
-  How I Use Claude Code With Skills, MCP, Agents & Plugins
-  https://www.youtube.com/watch?v=jzf7DQa2CAc
-  *YouTube video about claude code skills and mcp servers*
-
-### Hacker News Stories
-
-**HN1** (score:90) hn/cosmoblk (2026-02-21) [10pts, 2cmt]
-  Show HN: I built a 55K-word email marketing knowledge base and Claude Code skill
-  https://news.ycombinator.com/item?id=47096335
-  *HN story about Show HN: I built a 55K-word email marketing knowledge base a*
-  Insights:
-    - So it's an AI spambot?
-
-**HN4** (score:74) hn/superamped (2026-02-25) [3pts, 1cmt]
-  Show HN: AI Marketing Skills for Claude Code
-  https://news.ycombinator.com/item?id=47154377
-  *HN story about Show HN: AI Marketing Skills for Claude Code*
-
-**HN12** (score:70) hn/heycesr (2026-02-18) [4pts, 2cmt]
-  Show HN: Poncho, a general agent harness built for the web
-  https://news.ycombinator.com/item?id=47061949
-  *HN story about Show HN: Poncho, a general agent harness built for the web*
-  Insights:
-    - I have been trying it and it's very cool!
-
-**HN11** (score:69) hn/gjkim042 (2026-02-24) [1pts, 4cmt]
-  Show HN: Axon – A Kubernetes-native framework for AI coding agents
-  https://news.ycombinator.com/item?id=47137491
-  *HN story about Show HN: Axon – A Kubernetes-native framework for AI coding *
-
-**HN14** (score:65) hn/alternateman (2026-02-17) [3pts, 2cmt]
-  Show HN: Turn Claude Code or Codex into proactive, autonomous 24/7 AI agents
-  https://news.ycombinator.com/item?id=47054100
-  *HN story about Show HN: Turn Claude Code or Codex into proactive, autonomou*
-
-**HN2** (score:64) hn/hauschildt (2026-02-19) [3pts, 0cmt]
-  Show HN: Agent skills to build photo, video and design editors on the web
-  https://news.ycombinator.com/item?id=47073035
-  *HN story about Show HN: Agent skills to build photo, video and design edito*
-
-**HN8** (score:57) hn/barefootsanders (2026-02-25) [1pts, 0cmt]
-  Show HN: Upjack – Declarative framework for building apps over MCP
-  https://news.ycombinator.com/item?id=47157331
-  *HN story about Show HN: Upjack – Declarative framework for building apps ov*
-
-**HN7** (score:56) hn/san-techie21 (2026-02-16) [1pts, 1cmt]
-  Show HN: Gulama – Security-first open-source AI agent (OpenClaw alternative)
-  https://news.ycombinator.com/item?id=47031982
-  *HN story about Show HN: Gulama – Security-first open-source AI agent (OpenC*
-
-**HN15** (score:48) hn/martin-hall (2026-02-20) [1pts, 0cmt]
-  AI Skills Platform (Stealth) – Technical Co-Founder – Remote (US) – Equity
-  https://news.ycombinator.com/item?id=47081777
-  *HN story about AI Skills Platform (Stealth) – Technical Co-Founder – Remote*
-
-**HN10** (score:47) hn/ClaytheMachine (2026-02-15) [1pts, 0cmt]
-  Show HN: SkillSandbox – Capability-based sandbox for AI agent skills (Rust)
-  https://news.ycombinator.com/item?id=47027734
-  *HN story about Show HN: SkillSandbox – Capability-based sandbox for AI agen*
-
-**HN6** (score:47) hn/micronink (2026-01-30) [1pts, 2cmt]
-  Show HN: Indx.sh – Directory of AI coding rules, MCP servers, and tool
-  https://news.ycombinator.com/item?id=46822378
-  *HN story about Show HN: Indx.sh – Directory of AI coding rules, MCP servers*
-
-**HN3** (score:45) hn/paolobietolini (2026-02-07) [1pts, 0cmt]
-  Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manager Containers
-  https://news.ycombinator.com/item?id=46922159
-  *HN story about Show HN: GTM MCP Server- Let AI Manage Your Google Tag Manag*
-
-**HN9** (score:38) hn/digitcatphd (2026-02-03) [1pts, 0cmt]
-  Show HN: ClawsMarket – Marketplace where AI agents discover tools
-  https://news.ycombinator.com/item?id=46878646
-  *HN story about Show HN: ClawsMarket – Marketplace where AI agents discover *
-
-**HN13** (score:36) hn/aspectrr (2026-02-04) [1pts, 0cmt]
-  Show HN: Fluid.sh – Claude Code for Infrastructure
-  https://news.ycombinator.com/item?id=46886358
-  *HN story about Show HN: Fluid.sh – Claude Code for Infrastructure*
-
-**HN5** (score:34) hn/victordg (2026-01-27) [1pts, 0cmt]
-  Claude Code skill for building ChatGPT Apps
-  https://news.ycombinator.com/item?id=46780766
-  *HN story about Claude Code skill for building ChatGPT Apps*
-
----
-**Sources:**
-  ✅ Reddit: 3 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ✅ HN: 15 stories
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/hn-2-seedance.md

@@ -1,316 +0,0 @@
-## Research Results: Seedance AI video generation
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R2** (score:79) r/singularity (2026-02-25)
-  Official: Seedance 2.0 now live in CapCut desktop and API access available, details below
-  https://www.reddit.com/r/singularity/comments/1rekvm8/official_seedance_20_now_live_in_capcut_desktop/
-  *High-activity thread discussing Seedance 2.0 launch claims, CapCut availability, censorship, and pricing.*
-
-**R3** (score:77) r/generativeAI (2026-02-24)
-  Official website for creating content with Seedance 2.0?
-  https://www.reddit.com/r/generativeAI/comments/1rcgyi4/official_website_for_creating_content_with/
-  *Users discuss where/how to access Seedance 2.0 and warn about scams.*
-
-**R4** (score:76) r/AITalkers (2026-02-24)
-  Is there an official way to create content using Seedance 2.0?
-  https://www.reddit.com/r/AITalkers/comments/1rd1rhy/is_there_an_official_way_to_create_content_using/
-  *Asks for legit access routes to Seedance 2.0; includes discussion of official vs third-party options.*
-
-**R5** (score:75) r/Seedance_AI (2026-02-23)
-  Help! I need to use seedance or jimeng video function
-  https://www.reddit.com/r/Seedance_AI/comments/1rckgcm/help_i_need_to_use_seedance_or_jimeng_video/
-  *Seedance/Jimeng video generation access and troubleshooting discussion.*
-
-**R6** (score:75) r/generativeAI (2026-02-23)
-  Seedance 2.0 is available in Open Source tools already
-  https://www.reddit.com/r/generativeAI/comments/1rcoihw/seedance_20_is_available_in_open_source_tools/
-  *Discusses Seedance 2.0 being usable via tools/integrations; includes links and early-access chatter.*
-
-**R8** (score:74) r/generativeAI (2026-02-22)
-  This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing — the entire film industry should be worried
-  https://www.reddit.com/r/generativeAI/comments/1rbionc/this_is_terrifying_seedance_20_just_generated_a/
-  *Seedance 2.0 output showcase + discussion of cinematic coherence and workflow.*
-
-**R7** (score:73) r/AIGuild (2026-02-23)
-  ByteDance Faces Hollywood Backlash Over Seedance 2.0
-  https://www.reddit.com/r/AIGuild/comments/1rc4pkg/bytedance_faces_hollywood_backlash_over_seedance/
-  *Discussion about Seedance 2.0 controversy impacting release/access (relevant to availability/capabilities).*
-
-**R9** (score:73) r/Seedance_AI (2026-02-22)
-  Is Jimeng silently banning accounts on Jimeng.Jianying? Paid account stuck with “network error” but free account works.
-  https://www.reddit.com/r/Seedance_AI/comments/1rbk1qb/is_jimeng_silently_banning_accounts_on/
-  *Seedance/Jimeng video generation failures and account restriction speculation.*
-
-**R12** (score:73) r/Seedance_AI (2026-02-21)
-  Jimeng Web for seedance 2.0 “Network Error, Generation Failed” for 24 Hours – Anyone Else?
-  https://www.reddit.com/r/Seedance_AI/comments/1raqsnu/jimeng_web_for_seedance_20_network_error/
-  *Focused troubleshooting thread about Seedance 2.0 generation failures on Jimeng web.*
-
-**R10** (score:71) r/u_Educational-Lion7812 (2026-02-21)
-  Seedance 2.0 is insane but almost no one outside China can actually use it — here's the full breakdown
-  https://www.reddit.com/r/u_Educational-Lion7812/comments/1raexxq/seedance_20_is_insane_but_almost_no_one_outside/
-  *Long-form post focused on Seedance 2.0 access constraints and how people are using it.*
-
-**R11** (score:71) r/Seedance_AI (2026-02-21)
-  so disappointed and frustrated with recent changes (wasted 1k$+)
-  https://www.reddit.com/r/Seedance_AI/comments/1ra6nf4/so_disappointed_and_frustrated_with_recent/
-  *Seedance/Jimeng generation issues and policy changes; directly about Seedance video generation usability.*
-
-**R15** (score:66) r/singularity (2026-02-13)
-  ByteDance releases Seedance 2.0 video model with Director mode and multimodal upgrades
-  https://www.reddit.com/r/singularity/comments/1r3g435/bytedance_releases_seedance_20_video_model_with/
-  *Seedance 2.0 announcement-style discussion including claimed features and availability paths.*
-
-**R13** (score:65) r/Seedance_AI (2026-02-15)
-  Seedance 2.0 Made This LeBron James vs Regular Person Look Real
-  https://www.reddit.com/r/Seedance_AI/comments/1r5ncbw/seedance_20_made_this_lebron_james_vs_regular/
-  *Seedance 2.0 video output example + prompting discussion (text-to-video).*
-
-**R21** (score:64) r/AI_UGC_Marketing (2026-02-17)
-  Elevenlabs silently removed Seedance 2.0 after SAG-AFTRA incident, can’t create UGC style video
-  https://www.reddit.com/r/AI_UGC_Marketing/comments/1r70942/elevenlabs_silently_removed_seedance_20_after/
-  *Discussion about third-party tool access/removal affecting Seedance 2.0 video generation workflows.*
-
-**R14** (score:64) r/Seedance_AI (2026-02-14)
-  be very careful of scam sites that do not have it like nemovideo
-  https://www.reddit.com/r/Seedance_AI/comments/1r4va5a/be_very_careful_of_scam_sites_that_do_not_have_it/
-  *Thread about Seedance 2.0 access claims and scam warnings; relevant to where to generate videos.*
-
-### X Posts
-
-**X9** (score:86) @HBCoop_ (2026-02-25) [9likes]
-  First Seedance 2.0 Test! 
-
-Seedance 5.0 Lite @krea_ai → Seedance 2.0 @capcutapp
-
-Prompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of ...
-  https://x.com/HBCoop_/status/2026748738354450919
-  **
-
-**X12** (score:77) @Noor_ul_ain43 (2026-02-25) [5likes]
-  Goku vs Broly , EPIC Full Battle! 
-Witness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2...
-  https://x.com/Noor_ul_ain43/status/2026743666635845959
-  **
-
-**X10** (score:66) @grok (2026-02-25) [2likes]
-  @WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true—Seedance 2.0 is now live in CapCut (desktop & mobile). 
-
-See it in the AI video tools: https://t.co/K3gwCgUSyb 
-
-Just update the ap...
-  https://x.com/grok/status/2026747009143549978
-  **
-
-**X1** (score:64) @jznode (2026-02-25)
-  @ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 p...
-  https://x.com/jznode/status/2026755966545404015
-  **
-
-**X5** (score:64) @Yousaf_340 (2026-02-25)
-  @ProperPrompter Yes!  Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. 🎬🔥...
-  https://x.com/Yousaf_340/status/2026751320716357996
-  **
-
-**X6** (score:64) @Yousaf_340 (2026-02-25)
-  @ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt....
-  https://x.com/Yousaf_340/status/2026750898769473829
-  **
-
-**X3** (score:64) @EmmaUsesAi (2026-02-25)
-  Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.
-
-It’s now native inside NemoVideo.
-
-You can:
-- Identify proven formats
-- Analyze what drives retention
-- Turn an id...
-  https://x.com/EmmaUsesAi/status/2026751784509673531
-  **
-
-**X2** (score:64) @OneStrangeW (2026-02-25)
-  You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. 🙂Also, you can offer SORA for ...
-  https://x.com/OneStrangeW/status/2026755320362709093
-  **
-
-**X11** (score:64) @WyldeChyldeRec (2026-02-25)
-  🚨Phishing Scam!
-
-Watch for emails titled:
-
-[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added
-
-This is not real. We don't have a Seedance account, and the links are not offi...
-  https://x.com/WyldeChyldeRec/status/2026743867224240149
-  **
-
-**X7** (score:56) @La_DeCrypt (2026-02-25) [1likes]
-  - Kling (https://t.co/WGphQsdLf1)
-
-- Seedance 2.0 (https://t.co/A8UzLTRGNo) 
-
-☞ AI-powered video editing:
-
-- Descript (https://t.co/q4axNEjDzt)
-- OpusClip (https://t.co/5XPn4EPH6u)
-- Submagic (https:/...
-  https://x.com/La_DeCrypt/status/2026750376687394884
-  **
-
-**X8** (score:56) @TferThomas (2026-02-25) [1likes]
-  Seedance 2.0 might be gen AI video’s next big hope, but it’s still slop https://t.co/kT1baOYJQk #AI...
-  https://x.com/TferThomas/status/2026749218224746609
-  **
-
-### YouTube Videos
-
-**F1kWxdfiBNE** (score:73) AI Filmmaking Academy (2026-02-22) [40,982 views, 1,088 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=F1kWxdfiBNE
-  *YouTube video about seedance ai video generation*
-
-**_o2MuUX9UYg** (score:73) Theoretically Media (2026-02-09) [199,908 views, 4,986 likes]
-  Seedance 2.0 Claims the AI Video Throne!
-  https://www.youtube.com/watch?v=_o2MuUX9UYg
-  Transcript: So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes,...
-  *YouTube video about seedance ai video generation*
-
-**jkPTYD5lXo8** (score:70) How To In 5 Minutes (2026-02-19) [44,344 views, 782 likes]
-  100% FREE Seedance 2.0 AI Video Generator : How to Use It WORLDWIDE
-  https://www.youtube.com/watch?v=jkPTYD5lXo8
-  Transcript: No, this is not clickbait. You can now access Cance 2.0 for free from anywhere. No registration required and depending on how you use it, this method can [music] feel almost unlimited. And yes, at the...
-  *YouTube video about seedance ai video generation*
-
-**W_lxyDFDZt4** (score:69) WealthWise (2026-02-12) [126,599 views, 1,204 likes]
-  Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed
-  https://www.youtube.com/watch?v=W_lxyDFDZt4
-  Transcript: Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos g...
-  *YouTube video about seedance ai video generation*
-
-**R1zl92NhCfE** (score:65) Ai Lockup (2026-02-16) [32,542 views, 591 likes]
-  Seedance 2.0 How To Use and Become a Pro AI Film Maker With This AI Video Generator
-  https://www.youtube.com/watch?v=R1zl92NhCfE
-  *YouTube video about seedance ai video generation*
-
-**G1Ad4a8sdJU** (score:63) Benji’s AI Playground (2026-02-14) [38,581 views, 419 likes]
-  SeeDance 2.0: The Next Level of AI Video — And What It Means for Local AI Users?
-  https://www.youtube.com/watch?v=G1Ad4a8sdJU
-  *YouTube video about seedance ai video generation*
-
-**n625xVounGM** (score:61) John Savage AI (2026-02-23) [7,184 views, 126 likes]
-  How To Generate FREE AI Seedance 2.0 Videos (Access Worldwide)
-  https://www.youtube.com/watch?v=n625xVounGM
-  *YouTube video about seedance ai video generation*
-
-**kJ0NAVmd4f4** (score:58) Rogue Cell Pictures (2026-02-25) [1,548 views, 149 likes]
-  Seedance 2.0 Changes Filmmaking Forever | New Original Series
-  https://www.youtube.com/watch?v=kJ0NAVmd4f4
-  *YouTube video about seedance ai video generation*
-
-**FP8TaJSFohs** (score:55) Chem Beast (2026-02-24) [3,194 views, 31 likes]
-  How To Use Seedance 2 0 Full AI Video Generator Tutorial + Free Access Guide
-  https://www.youtube.com/watch?v=FP8TaJSFohs
-  *YouTube video about seedance ai video generation*
-
-**61ThJGqwHsI** (score:48) xCreate (2026-02-11) [4,854 views, 86 likes]
-  Ultimate AI Video Generation - Seedance 2.0 PREVIEW
-  https://www.youtube.com/watch?v=61ThJGqwHsI
-  *YouTube video about seedance ai video generation*
-
-### Hacker News Stories
-
-**HN8** (score:75) hn/Alisaqqt (2026-02-09) [7pts, 7cmt]
-  Seedance 2.0 preview: The best video model of 2026, outperforming Sora 2
-  https://news.ycombinator.com/item?id=46940720
-  *HN story about Seedance 2.0 preview: The best video model of 2026, outperfo*
-  Insights:
-    - API is not available now.
-    - API will be available on Atlas Cloud on Feb 24.
-    - Seedance 2.0 and Seedream 5.0 API will be available on Atlas Cloud on Feb 24.
-
-**HN15** (score:57) hn/naxtsass (2026-02-25) [2pts, 0cmt]
-  Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 without a subscription
-  https://news.ycombinator.com/item?id=47153236
-  *HN story about Show HN: SeeVideo – Access Seedance 2.0 and Kling 3.0 withou*
-
-**HN6** (score:57) hn/howardV (2026-02-15) [3pts, 0cmt]
-  Seedance 2.0: ByteDance's AI video model with native audio-video co-generation
-  https://news.ycombinator.com/item?id=47022290
-  *HN story about Seedance 2.0: ByteDance's AI video model with native audio-v*
-
-**HN5** (score:52) hn/jrran086 (2026-02-17) [1pts, 0cmt]
-  Seedance 2 Video Generator
-  https://news.ycombinator.com/item?id=47046956
-  *HN story about Seedance 2 Video Generator*
-
-**HN3** (score:52) hn/xbaicai (2026-02-09) [1pts, 1cmt]
-  Seedance 2.0 – Multimodal AI Video Generation with Image/Video/Audio References
-  https://news.ycombinator.com/item?id=46944030
-  *HN story about Seedance 2.0 – Multimodal AI Video Generation with Image/Vid*
-
-**HN1** (score:51) hn/xuyanmei (2026-02-13) [1pts, 0cmt]
-  Show HN: Seedance AShow HN: Seedance AI Video Generation (Next.js, Drizzle)
-  https://news.ycombinator.com/item?id=46999394
-  *HN story about Show HN: Seedance AShow HN: Seedance AI Video Generation (Ne*
-
-**HN12** (score:49) hn/RyanMu (2026-02-07) [2pts, 1cmt]
-  Seedance2 – multi-shot AI video generation
-  https://news.ycombinator.com/item?id=46924992
-  *HN story about Seedance2 – multi-shot AI video generation*
-  Insights:
-    - ’ve been experimenting with AI video tools for a while, but most of them generate isolated clips that fall apart when you try to build an actual narrative
-
-**HN11** (score:48) hn/xuyanmei (2026-02-17) [1pts, 0cmt]
-  Show HN: Seedance3AI – a web app for text-to-video, image-to-video
-  https://news.ycombinator.com/item?id=47046989
-  *HN story about Show HN: Seedance3AI – a web app for text-to-video, image-to*
-
-**HN2** (score:47) hn/littlepp (2026-02-09) [1pts, 0cmt]
-  Discussion: Seedance-style AI video generation workflows
-  https://news.ycombinator.com/item?id=46942781
-  *HN story about Discussion: Seedance-style AI video generation workflows*
-
-**HN13** (score:44) hn/thomaskiko (2026-02-13) [1pts, 0cmt]
-  Show HN: AI-powered video creation web app
-  https://news.ycombinator.com/item?id=47002386
-  *HN story about Show HN: AI-powered video creation web app*
-
-**HN9** (score:43) hn/TurnItOffAndOn0 (2026-02-09) [1pts, 0cmt]
-  Show HN: AI Seedance 2 – Solving the "jump-cut" problem in AI video
-  https://news.ycombinator.com/item?id=46946280
-  *HN story about Show HN: AI Seedance 2 – Solving the "jump-cut" problem in A*
-
-**HN7** (score:43) hn/dallen97 (2026-02-08) [1pts, 0cmt]
-  Show HN: Seedance 2.0 AI video generator for creators and ecommerce
-  https://news.ycombinator.com/item?id=46930149
-  *HN story about Show HN: Seedance 2.0 AI video generator for creators and ec*
-
-**HN10** (score:42) hn/thenextechtrade (2026-02-09) [1pts, 0cmt]
-  Show HN: Seedance 2.0 – Native audio-visual sync video model
-  https://news.ycombinator.com/item?id=46943172
-  *HN story about Show HN: Seedance 2.0 – Native audio-visual sync video model*
-
-**HN14** (score:41) hn/echoadam (2026-02-10) [1pts, 0cmt]
-  Show HN: Seedance2 – Stop "prompt guessing" and start directing AI video
-  https://news.ycombinator.com/item?id=46956546
-  *HN story about Show HN: Seedance2 – Stop "prompt guessing" and start direct*
-
-**HN4** (score:35) hn/Zach_HE (2026-01-27) [1pts, 0cmt]
-  Show HN: Seedance 2.0 Pro AI Video Generator
-  https://news.ycombinator.com/item?id=46774950
-  *HN story about Show HN: Seedance 2.0 Pro AI Video Generator*
-
----
-**Sources:**
-  ✅ Reddit: 20 threads
-  ✅ X: 11 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ✅ HN: 15 stories
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/hn-3-macbook.md

@@ -1,198 +0,0 @@
-## Research Results: M4 MacBook Pro review
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R1** (score:0) r/macbookpro (2025-04-09) [date:low]
-  M4 Macbook Pro 14’ 1 month review
-  https://www.reddit.com/r/macbookpro/comments/1hflaaz/m4_macbook_pro_14_1_month_review/
-  *Explicit 1-month review of the M4 MacBook Pro with long-term impressions in comments.*
-
-**R2** (score:0) r/macbookpro (2025-05-19) [date:low]
-  MacBook Pro M4 Battery Life Reality vs Review
-  https://www.reddit.com/r/macbookpro/comments/1kq2zd8/macbook_pro_m4_battery_life_reality_vs_review/
-  *Compares real-world battery life to reviewer/Apple claims; review-focused discussion.*
-
-**R3** (score:0) r/macbookpro (2025-08-18) [date:low]
-  Disappointed with my MBP M4 Experience …
-  https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/
-  *User experience report contrasting with glowing reviews; detailed performance/quality complaints.*
-
-### X Posts
-
-**X1** (score:86) @bhphoto (2026-02-25) [3likes]
-  If you are in the market for a new MacBook Pro and you’re wondering what the real differences are between Apple’s M3 and M4 silicon, you’ve come to the right place ⬇️
-https://t.co/nzjXmiHmac https://t...
-  https://x.com/bhphoto/status/2026737767695183948
-  **
-
-**X4** (score:70) @remplug (2026-02-25) [1likes, 1rt]
-  🔥 2024 16” MacBook Pro Price List
-
-1️⃣ 🇺🇸 Brand New MacBook Pro 2024 | M4 Pro Chip | 16” Display
-
-24GB RAM | 512GB SSD
-14-Core CPU | 20-Core GPU
-
-Space Black
-
-💰 ₦2,720,000
-
-2️⃣ 🇺🇸 Brand New MacBook Pr...
-  https://x.com/remplug/status/2026725100213465443
-  **
-
-**X10** (score:64) @grok (2026-02-25)
-  @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient—ditch it. Yours at $3-4k....
-  https://x.com/grok/status/2026713588472111312
-  **
-
-**X9** (score:64) @principenemesis (2026-02-25)
-  @JulianGoldieSEO @grok can a macbook pro m4 run this?...
-  https://x.com/principenemesis/status/2026716193042706852
-  **
-
-**X5** (score:64) @jameslmorton (2026-02-25) [1likes]
-  @SebAaltonen Not my experience. It’s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.
-
-But absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It’s GPT-3.5.
-
-Totally b...
-  https://x.com/jameslmorton/status/2026721943630786816
-  **
-
-**X6** (score:64) @bcofertas (2026-02-25)
-  BR Ofertas todos os dias 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Pegue já: https://t.co/PSwylZH3Sz
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos 24GB 512...
-  https://x.com/bcofertas/status/2026721014676099084
-  **
-
-**X12** (score:64) @grok (2026-02-25)
-  Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work...
-  https://x.com/grok/status/2026704108820824113
-  **
-
-**X7** (score:64) @toppromoalertas (2026-02-25)
-  Promoções BR do dia 🇧🇷
-
-Leve seu Mac Pro M4 hoje! 💻⚡✨
-
-Ver aqui: https://t.co/LfxNw3waps
-
-Por R$ 23.749,00
-em até 10x sem juros
-Frete Grátis
-
-Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos...
-
-Amazon | ...
-  https://x.com/toppromoalertas/status/2026719111523237932
-  **
-
-**X8** (score:64) @grok (2026-02-25)
-  Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.
-
-Ollama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feel...
-  https://x.com/grok/status/2026716420269031652
-  **
-
-**X2** (score:56) @grecinoscdev (2026-02-25) [1likes]
-  @TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation...
-  https://x.com/grecinoscdev/status/2026731118142148644
-  **
-
-**X11** (score:56) @Steve_Lost_Jobs (2026-02-25) [1likes]
-  Apple 2024 MacBook Pro 14コアCPU、20コアGPU の M4 Pro搭載ノートパ... PR
-
-4549995547610
-
-ポイント: 3735㌽
-想定価格: 369,800
-
-2026/02/26 01:55:23
-https://t.co/q1uyIqFsID...
-  https://x.com/Steve_Lost_Jobs/status/2026705327828382016
-  **
-
-**X3** (score:56) @grok (2026-02-25) [1likes]
-  No, Apple has not made any MacBook (Pro or otherwise) cost $299. 
-
-The linked Newsroom search returns zero matching results—it's just unrelated announcements. Current cheapest Mac is the 13" MacBook A...
-  https://x.com/grok/status/2026727605517394283
-  **
-
-### YouTube Videos
-
-**9HQx5pgUoiY** (score:61) Marques Brownlee (2024-11-18) [4,010,567 views, 105,606 likes]
-  M4 Max MacBook Pro: I'm Convinced!
-  https://www.youtube.com/watch?v=9HQx5pgUoiY
-  Transcript: so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my wo...
-  *YouTube video about m4 macbook pro review*
-
-**etP2Th9g2hM** (score:55) ShortCircuit (2024-11-30) [1,113,999 views, 22,765 likes]
-  Don't buy the Wrong MacBook like me...  - M4 MacBook Pro
-  https://www.youtube.com/watch?v=etP2Th9g2hM
-  Transcript: woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm...
-  *YouTube video about m4 macbook pro review*
-
-**b4x8boB2KdI** (score:55) Dave2D (2024-11-07) [1,057,988 views, 24,977 likes]
-  M4 MacBook Pro Review - Things to Know
-  https://www.youtube.com/watch?v=b4x8boB2KdI
-  Transcript: so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture t...
-  *YouTube video about m4 macbook pro review*
-
-**uPe9spXLfZY** (score:50) Created Tech (2025-07-07) [472,845 views, 5,082 likes]
-  M4 MacBook Air vs M4 MacBook Pro - 4 Months Later
-  https://www.youtube.com/watch?v=uPe9spXLfZY
-  *YouTube video about m4 macbook pro review*
-
-**TfvIgdzImt4** (score:50) Hardware Canucks (2024-12-15) [325,597 views, 6,339 likes]
-  The Macbook Pro M4 is Insane.
-  https://www.youtube.com/watch?v=TfvIgdzImt4
-  *YouTube video about m4 macbook pro review*
-
-**a8Szdrnq0YM** (score:49) Brandon Butch (2025-02-03) [352,593 views, 4,309 likes]
-  MacBook Pro M4 - Review After 3 Months: This Feels Wrong.
-  https://www.youtube.com/watch?v=a8Szdrnq0YM
-  *YouTube video about m4 macbook pro review*
-
-**anIVewgtbFc** (score:48) MacRumors (2024-12-17) [238,616 views, 2,874 likes]
-  The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)
-  https://www.youtube.com/watch?v=anIVewgtbFc
-  *YouTube video about m4 macbook pro review*
-
-**5rN6CEO31gM** (score:48) Just Josh (2024-11-15) [154,306 views, 4,540 likes]
-  MacBook Pro M4: Review & Recommendations
-  https://www.youtube.com/watch?v=5rN6CEO31gM
-  *YouTube video about m4 macbook pro review*
-
-**i3eTKJav1VI** (score:45) Created Tech (2025-04-29) [137,009 views, 1,832 likes]
-  M4 Pro MacBook - Long Term Review (6 Months Later)
-  https://www.youtube.com/watch?v=i3eTKJav1VI
-  *YouTube video about m4 macbook pro review*
-
-**QbSQH_95eg8** (score:36) Tech It Easy (2026-02-01) [3,176 views, 55 likes]
-  MacBook Pro M4 Pro Review: 1 Year Later! (Still Worth Buying in 2026?)
-  https://www.youtube.com/watch?v=QbSQH_95eg8
-  *YouTube video about m4 macbook pro review*
-
----
-**Sources:**
-  ✅ Reddit: 3 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/hn-4-rap.md

@@ -1,165 +0,0 @@
-## Research Results: best rap songs 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R6** (score:71) r/playlists (2026-02-19)
-  Mix Rap Hiphop 2026
-  https://www.reddit.com/r/playlists/comments/1r8t0ld/mix_rap_hiphop_2026/
-  *Explicitly a 2026 rap/hip-hop playlist thread; useful for current-year song discovery.*
-
-**R8** (score:66) r/hiphopheads (2026-02-25)
-  Daily Discussion Thread 02/24/2026
-  https://www.reddit.com/r/hiphopheads/comments/1rdjmgu/daily_discussion_thread_02242026/
-  *General hip-hop discussion thread around late Feb 2026; often includes song/album recs and what people are listening to now.*
-
-**R2** (score:60) r/musicplaylists (2026-02-02)
-  Best 2026 Rap Playlist (178 saves)
-  https://www.reddit.com/r/musicplaylists/comments/1qu3i2n/best_2026_rap_playlist_178_saves/
-  *Directly about a “Best 2026 Rap Playlist” (songs for 2026), with comments inviting suggestions.*
-
-**R18** (score:56) r/hiphop (2026-02-21)
-  DFL - Art Of Life (2026)
-  https://www.reddit.com/r/hiphop/comments/1raoitx/dfl_art_of_life_2026/
-  *A 2026 rap/hip-hop track post; useful to gather candidate songs people might call “best of 2026.”*
-
-**R19** (score:55) r/hiphop (2026-02-21)
-  Plat Hav Pro - Get F'D Up (2026)
-  https://www.reddit.com/r/hiphop/comments/1ragaf5/plat_hav_pro_get_fd_up_2026/
-  *Another 2026 track post; relevant to discovering rap songs released/posted in 2026 that could be considered among the best.*
-
-**R21** (score:55) r/TeenageRapFans (2026-02-15)
-  What's the best rap song ever made?
-  https://www.reddit.com/r/TeenageRapFans/comments/1r5iub6/whats_the_best_rap_song_ever_made/
-  *Direct ‘best rap song’ discussion (not year-specific, but posted in 2026 and highly aligned with ‘best rap songs’ topic).*
-
-**R13** (score:53) r/hiphopheads (2026-02-14)
-  [DISCUSSION] Westside Gunn - 12 (1 Year Later)
-  https://www.reddit.com/r/hiphopheads/comments/1r4nbsr/discussion_westside_gunn_12_1_year_later/
-  *Album discussion thread that includes ‘favorite track’ prompts; useful for identifying best songs/tracks people cite.*
-
-**R20** (score:51) r/hiphop (2026-02-16)
-  Jody Lo - Ridiculous (2026)
-  https://www.reddit.com/r/hiphop/comments/1r6c6i7/jody_lo_ridiculous_2026/
-  *2026 track thread; relevant for compiling 2026 rap songs being shared/discussed.*
-
-**R15** (score:51) r/edranked (2026-02-01)
-  Reddit Ranked: Hip Hop ‘26
-  https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/
-  *Ongoing 2026 hip-hop ranking/submission thread; good for discovering community-submitted ‘best’ tracks in 2026.*
-
-**R9** (score:49) r/hiphopheads (2026-02-01)
-  Pre-Show Grammy Winners
-  https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/
-  *Includes ‘Best Rap Song’/rap categories discussion; useful when searching for top/best rap songs discourse in 2026.*
-
-### X Posts
-
-**X5** (score:86) @Zika_gfx (2026-02-25) [12likes, 5rt]
-  Talking about meaningful rap songs...
-
-WORLD BEST LIE - NUNO ZIGI (2026)🥺❤ https://t.co/MDHRf3giYq...
-  https://x.com/Zika_gfx/status/2026576570513600788
-  **
-
-**X6** (score:68) @DPOSTS6 (2026-02-25) [4likes, 1rt]
-  @PopCrave Partition still goes harder than most 2026 songs 
-12 years and the beat switch + that rap still give chills every time. Queen never misses...
-  https://x.com/DPOSTS6/status/2026523320548819145
-  **
-
-**X9** (score:64) @grok (2026-02-25)
-  @Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 ...
-  https://x.com/grok/status/2026467153046606064
-  **
-
-**X7** (score:64) @grok (2026-02-25)
-  @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His "What You Saying" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is comin...
-  https://x.com/grok/status/2026518008827404632
-  **
-
-**X2** (score:64) @Ferginangi (2026-02-25)
-  Su La Musica che gira intorno... "Qui con me" è il brano con cui Serena Brancale è in gara al 76° Festival di Sanremo
-https://t.co/wTPeovzt6u
-#music #genre #song #songs #envywear #PleaseForgiveMe #mel...
-  https://x.com/Ferginangi/status/2026696207557382298
-  **
-
-**X12** (score:62) @teammusic2046 (2026-02-23)
-  [ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **🔥🔥🔥………..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]………🔥🔥🔥 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7...
-  https://x.com/teammusic2046/status/2026040965329191061
-  **
-
-**X11** (score:59) @IoWeul (2026-02-24) [2likes]
-  @PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.
-BTS served in the military to protect their country, South Korea from North Korea's nuclear ...
-  https://x.com/IoWeul/status/2026233090683863471
-  **
-
-**X8** (score:58) @grok (2026-02-25) [1likes]
-  Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off "What You Saying" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nati...
-  https://x.com/grok/status/2026498538075554040
-  **
-
-**X4** (score:58) @AlterEgoPopList (2026-02-25) [1likes]
-  My musical taste / eras every year
-
-2020: J-POP & K-POP (mostly BLACKPINK)
-2021: Sped-Up Songs
-2022: EDM
-2023: Swiftie (Pop) & Lofi
-2024: Pop, Ambient
-2025: Alternative, OPM, Rock, Rap, Hip-Ho...
-  https://x.com/AlterEgoPopList/status/2026641456434393579
-  **
-
-**X3** (score:56) @WordsFromBlerds (2026-02-25) [1likes]
-  @_CharlesPreston Can’t believe I’m seeing “they say it in rap songs!” In 2026
-
-The same reductive, ancient, debunked arguments ad infinitum...
-  https://x.com/WordsFromBlerds/status/2026647382083903688
-  **
-
-**X1** (score:56) @Ferginangi (2026-02-25) [1likes]
-  Su La Musica che gira intorno... "Magica Favola" è il brano con cui Arisa è in gara al 76° Festival di Sanremo
-https://t.co/Nxzkb005lP
-#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hi...
-  https://x.com/Ferginangi/status/2026705227366256880
-  **
-
-**X10** (score:55) @fo_sho52268 (2026-02-24) [1likes]
-  @blackiiingout 💩 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls "rap  songs" 🥴😩...
-  https://x.com/fo_sho52268/status/2026335353364201566
-  **
-
-### YouTube Videos
-
-**ZUExyc50ZVU** (score:63) West Coast Finest (2026-01-29) [407,260 views, 4,229 likes]
-  Lit Hip Hop Mix 2026🔥🔥🔥Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent
-  https://www.youtube.com/watch?v=ZUExyc50ZVU
-  Transcript: Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> B...
-  *YouTube video about rap songs 2026*
-
-**d1melQQVp6s** (score:58) DJ Noize (2026-02-14) [42,707 views, 761 likes]
-  New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize
-  https://www.youtube.com/watch?v=d1melQQVp6s
-  Transcript: [music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ _...
-  *YouTube video about rap songs 2026*
-
-**-KQpPySP93I** (score:53) DJ Noize (2026-02-21) [12,955 views, 304 likes]
-  New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize
-  https://www.youtube.com/watch?v=-KQpPySP93I
-  Transcript: This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you cl...
-  *YouTube video about rap songs 2026*
-
----
-**Sources:**
-  ✅ Reddit: 10 threads
-  ✅ X: 12 posts
-  ✅ YouTube: 3 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/compact/hn-5-react-svelte.md

@@ -1,157 +0,0 @@
-## Research Results: React vs Svelte 2026
-
-**Date Range:** 2026-01-26 to 2026-02-25
-**Mode:** both
-**OpenAI Model:** gpt-5.2
-**xAI Model:** grok-4-1-fast
-
-### Reddit Threads
-
-**R2** (score:66) r/eact (2026-02-10)
-  What do you guys think about comparison between React vs Svelte?
-  https://www.reddit.com/r/react/comments/1r1fku5/what_do_you_guys_think_about_comparison_between/
-  *Explicit React vs Svelte comparison discussion (mentions Svelte 5 runes vs React hooks).*
-
-**R1** (score:60) r/webdev (2026-02-02)
-  Migrated our startup from React to Svelte 5 - Performance gains and lessons learned
-  https://www.reddit.com/r/webdev/comments/1qu4dek/migrated_our_startup_from_react_to_svelte_5/
-  *Direct migration story from React to Svelte 5 with concrete perf/dev-ex tradeoffs; very relevant to 2026 comparisons.*
-
-**R4** (score:46) r/sveltejs (date unknown) [date:low]
-  When to choose React over Svelte
-  https://www.reddit.com/r/sveltejs/comments/1jeknib/when_to_choose_react_over_svelte/
-  *Decision-oriented thread explicitly contrasting when React vs Svelte makes sense (ecosystem/jobs/productivity).*
-
-### X Posts
-
-**X4** (score:76) @FabianHiller (2026-02-13) [61likes, 2rt]
-  TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.  
-
-@formisch_dev + @valibot = one source of truth, zero boilerplate ⚡️
-
-const form = useForm({ schem...
-  https://x.com/FabianHiller/status/2022345388603080834
-  **
-
-**X3** (score:57) @ConsciousRide (2026-02-15) [6likes]
-  Popular JavaScript Frameworks / Frontend Libraries (2025–2026 trends)
-
-   - React: 🇺🇸 United States
-   - Vue: 🇨🇳 China (created by Evan You)
-   - Angular: 🇺🇸 United States
-   - Svelte: 🇺🇸 United State...
-  https://x.com/ConsciousRide/status/2023050160520278501
-  **
-
-**X11** (score:53) @singhprateek_25 (2026-02-07) [6likes, 1rt]
-  Requirements for a fresher in 2026:
-
-Python, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, Django, Flask, FastAPI, Spring Boot, PHP, Laravel,...
-  https://x.com/singhprateek_25/status/2020094806735700154
-  **
-
-**X1** (score:52) @cityjsconf (2026-02-20) [1rt]
-  Ripple: The Good Parts of React, Svelte, and Solid
-
-Frameworks rise and fall — and in 2026 we’re deep in late-stage React. What’s next? Join @erikras as he introduces Ripple, a TypeScript-first UI fra...
-  https://x.com/cityjsconf/status/2024908272646398229
-  **
-
-**X2** (score:52) @dennydotio (2026-02-18) [1likes]
-  Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro  etc... only exist because humans need organized code to stay sane. 
-
-Once we stop reading the source code, we stop needing ...
-  https://x.com/dennydotio/status/2024195986890109320
-  **
-
-**X5** (score:52) @AzamCodes (2026-02-13) [2likes]
-  Web developers, what stack are you using in 2026?
-React? Vue? Svelte? Vanilla? Curious what’s actually winning....
-  https://x.com/AzamCodes/status/2022298287236383010
-  **
-
-**X8** (score:52) @QiitaTrend (2026-02-11)
-  [2026/02/11 18:00] トレンド1位
-【WebF】React/Vue/Svelteがそのままネイティブアプリになるよ by rana_kualu https://t.co/GiAnTHpOBB...
-  https://x.com/QiitaTrend/status/2021509592489025785
-  **
-
-**X10** (score:50) @nicobaogim (2026-02-09)
-  @babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwis...
-  https://x.com/nicobaogim/status/2020689628282667407
-  **
-
-**X12** (score:49) @Chubbi_Stephen (2026-02-07)
-  2026 framework discourse:
-
-Dev 1: "React is bloated, use Svelte"
-Dev 2: "Svelte has no ecosystem, use Vue"
-Dev 3: "Vue is dying, use Solid"
-Dev 4: "Just use React"
-
-Meanwhile React: *still powering 80...
-  https://x.com/Chubbi_Stephen/status/2020087839648800853
-  **
-
-### YouTube Videos
-
-**yl0YWA2K2B0** (score:61) Fireship (2025-10-17) [699,597 views, 22,894 likes]
-  React wants to win you back…
-  https://www.youtube.com/watch?v=yl0YWA2K2B0
-  Transcript: Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-re...
-  *YouTube video about react vs svelte 2026*
-
-**MnpuK0MK4yo** (score:61) Beyond Fireship (2023-06-30) [697,142 views, 25,490 likes]
-  React VS Svelte...10 Examples
-  https://www.youtube.com/watch?v=MnpuK0MK4yo
-  Transcript: any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status ...
-  *YouTube video about react vs svelte 2026*
-
-**aYyZUDFZTrM** (score:60) Fireship (2024-10-24) [547,836 views, 24,456 likes]
-  JavaScript framework reinvents itself… Did "runes" just ruin Svelte?
-  https://www.youtube.com/watch?v=aYyZUDFZTrM
-  Transcript: about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended u...
-  *YouTube video about react vs svelte 2026*
-
-**fn_uSZW5psM** (score:52) CodeSource (2025-05-14) [57,784 views, 2,120 likes]
-  The Untold Story of Svelte
-  https://www.youtube.com/watch?v=fn_uSZW5psM
-  *YouTube video about react vs svelte 2026*
-
-**IpJh0VEzMRo** (score:49) Ben Davis (2025-10-12) [24,631 views, 1,043 likes]
-  I Was Wrong About Svelte...
-  https://www.youtube.com/watch?v=IpJh0VEzMRo
-  *YouTube video about react vs svelte 2026*
-
-**1cGtYEXGm8c** (score:48) Ben Davis (2026-01-06) [16,899 views, 793 likes]
-  This is THE Framework You Should be Using in 2026
-  https://www.youtube.com/watch?v=1cGtYEXGm8c
-  *YouTube video about react vs svelte 2026*
-
-**qwDp5pZA_TA** (score:47) Code Hub (2026-02-08) [646 views, 31 likes]
-  The Front-end Frameworks Guide 2026: React vs Angular vs Vue vs Svelt vs Solid vs Astro
-  https://www.youtube.com/watch?v=qwDp5pZA_TA
-  *YouTube video about react vs svelte 2026*
-
-**_vuVy21l2bU** (score:44) Code Hub (2025-10-30) [6,454 views, 204 likes]
-  React vs Svelte: The Brutal Honest Comparison EVER
-  https://www.youtube.com/watch?v=_vuVy21l2bU
-  *YouTube video about react vs svelte 2026*
-
-**1BCsdaeYv0A** (score:40) Daniel | Tech & Data (2023-11-26) [33,905 views, 0 likes]
-  Svelte vs React in 2025 - Make the RIGHT Choice (Difference Explained)
-  https://www.youtube.com/watch?v=1BCsdaeYv0A
-  *YouTube video about react vs svelte 2026*
-
-**41HXdxGekZ0** (score:31) Paperclick (2025-10-04) [287 views, 3 likes]
-  Vue vs React vs Svelte (2026) - Which One Is BEST?
-  https://www.youtube.com/watch?v=41HXdxGekZ0
-  *YouTube video about react vs svelte 2026*
-
----
-**Sources:**
-  ✅ Reddit: 3 threads
-  ✅ X: 9 posts
-  ✅ YouTube: 10 videos (3 with transcripts)
-  ⏭️ HN: 0 stories found
-  ⚡ Web: assistant will use WebSearch

docs/comparison-results/evaluation/eval-1-claude-code.md

@@ -1,196 +0,0 @@
-# Evaluation: Claude Code skills and MCP servers
-
-**Query Type:** GENERAL
-**Label Map (REVEAL AFTER SCORING):** {'A': 'hn', 'B': 'base', 'C': 'cross'}
-
-## Evaluation Rubric
-
-Score each version 1-5 on these dimensions:
-
-### 1. GROUNDEDNESS (30%)
-Does the narrative cite specific sources from the research data?
-- 1: Generic statements, no citations, could be written without any research
-- 3: Some citations but mixed with pre-existing knowledge filler
-- 5: Every finding backed by a specific source ("per @handle", "per r/sub", "per [channel]")
-
-### 2. SPECIFICITY (25%)
-Are findings specific (named entities, exact numbers) or vague?
-- 1: Vague generalities ("AI video tools are improving", "developers are debating frameworks")
-- 3: Some specifics mixed with generic padding
-- 5: Named products, exact numbers, version names ("Seedance 2.0 added lip sync", "698 likes")
-
-### 3. COVERAGE (20%)
-Does the synthesis represent findings from all available data sources?
-- 1: Only mentions 1-2 sources, ignores others
-- 3: Mentions most sources but unevenly weighted
-- 5: Naturally weaves Reddit, X, YouTube (and HN if available) into the narrative
-
-### 4. ACTIONABILITY (15%)
-Does the invitation give specific, research-derived next steps?
-- 1: Generic "let me know if you want more info"
-- 3: Somewhat specific but not clearly grounded in research findings
-- 5: Each suggestion references a specific thing from the research ("I can compare Seedance 2.0 vs Kling")
-
-### 5. FORMAT COMPLIANCE (10%)
-Does it follow the expected output format?
-- 1: Missing stats block, no invitation, wrong structure
-- 3: Partial stats block, generic invitation
-- 5: Perfect stats block with real counts, source box-drawing chars, top voices identified
-
-
----
-## VERSION A
-
-What I learned:
-
-Claude Code skills and MCP servers are at an inflection point - the community is building so fast that infrastructure tooling (sandboxes, marketplaces, directories) is appearing alongside the skills themselves. @ihtesham2005 highlighted Anthropic open-sourcing their internal Skills library, and Hacker News is seeing a steady stream of Show HN projects building on this layer.
-
-**Specialized skill packs are the new open-source project type** - Builders are shipping domain-specific skill bundles: a 55K-word email marketing knowledge base (hn/cosmoblk, 10pts), 12 SEO skills for Claude Code (r/ClaudeCode), and AI marketing skills (hn/superamped). These aren't generic - they embed deep domain knowledge into SKILL.md files.
-
-**Security and sandboxing are emerging concerns** - SkillSandbox (hn/ClaytheMachine) is a Rust-based capability sandbox for AI agent skills, and Gulama (hn/san-techie21) pitches itself as a "security-first" OpenClaw alternative. As skills get more powerful, the HN crowd is asking hard questions about what they should be allowed to do.
-
-**MCP is becoming a framework target, not just a protocol** - Upjack (hn/barefootsanders) is a declarative framework for building apps over MCP, and the GTM MCP Server (hn/paolobietolini) lets AI manage Google Tag Manager containers. MCP is evolving from "connect tools to Claude" into "build entire products on top of MCP."
-
-**Agent orchestration is the next layer up** - Axon (hn/gjkim042) provides Kubernetes-native orchestration for AI coding agents, and hn/alternateman built tooling to turn Claude Code or Codex into proactive 24/7 agents. The pattern is skills for single tasks, orchestration for workflows, infrastructure for always-on agents.
-
-**Skill discovery is an unsolved problem** - Indx.sh (hn/micronink) is a directory of AI coding rules, MCP servers, and tools. ClawsMarket (hn/digitcatphd) is a marketplace where AI agents discover tools. @ghumare64 uses a dedicated tool to sync and scan skills from the marketplace. Multiple independent attempts to solve discovery suggest it's a real pain point.
-
-KEY PATTERNS from the research:
-1. HN builders are creating infrastructure (sandboxes, frameworks, marketplaces) while Reddit/X users are creating end-user skills - the ecosystem is specializing, per hn/ClaytheMachine
-2. Marketing is the breakout non-dev use case for skills - multiple independent projects across HN, Reddit, and YouTube, per hn/cosmoblk
-3. Skills are going cross-platform - builders are creating skills that work with Claude Code AND Codex, per @zeeg
-4. The implicit vs explicit skill invocation debate is live - Codex handles implicit well, Claude Code still needs explicit mentions, per @zeeg
-5. Solo devs and small teams are the core adoption wedge - team-level skill sharing is the growth vector, per r/ClaudeCode
-
----
-All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 23 likes │ 1 reposts
-├─ 🔴 YouTube: 10 videos │ 520,640 views │ 3 with transcripts
-├─ 🟡 HN: 15 stories │ 35 points │ 16 comments
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @ihtesham2005 (6 likes), @zeeg (4 likes, 1 RT) │ r/ClaudeCode, r/ClaudeAI │ hn/cosmoblk (10pts)
----
-
-I'm now an expert on Claude Code skills and MCP servers. Some things I can help with:
-- Break down the SkillSandbox architecture and what capability-based security means for your skills
-- Compare the emerging MCP frameworks (Upjack vs Poncho vs Fluid.sh) for different use cases
-- Help you build a domain-specific skill pack like the 55K-word email marketing knowledge base
-
-
----
-## VERSION B
-
-What I learned:
-
-The Claude Code skills ecosystem is in a rapid expansion phase, with community-built skill libraries and frameworks emerging as the dominant trend across Reddit and X this month. @ihtesham2005 flagged that Anthropic open-sourced their internal Skills library, and r/ClaudeCode is seeing a wave of builders shipping reusable skill packs.
-
-**Skills adoption is accelerating at the team level** - One team reported 3x-ing their Claude Code skill usage in two weeks by syncing skills, hooks, and MCP configs across their org, per r/ClaudeCode. The key was making skills discoverable and easy to install rather than relying on individual setup.
-
-**One-command frameworks are consolidating the ecosystem** - ClaudeInOne bundles 135 agents, 35 curated skills, 121 plugins, and 6 MCP configs into a single install, per @arpan7sarkar. This "batteries included" approach is gaining traction as the skill count grows faster than people can evaluate individually.
-
-**Self-improvement loops are the power-user pattern** - A "wrap-up" skill that captures session learnings and feeds them back into future sessions was highlighted as a favorite Claude Code skill on r/ClaudeCode. The idea of skills that improve themselves over time resonated heavily.
-
-**Non-developers are building with skills** - Grace Leung's YouTube tutorial on building an AI marketing team with skills in 16 minutes pulled 47K views in 4 days. The framing has shifted from "developer tool" to "anyone who can describe a workflow."
-
-**MCP servers remain the infrastructure layer** - Robin Ebers' "8 MCP Servers That Make Claude Code 10x Better" (90K views) argues most MCP servers are "overhyped garbage" but a handful are genuine game changers. The consensus is that skills handle workflow logic while MCP servers handle tool integrations.
-
-KEY PATTERNS from the research:
-1. Skills are moving from individual to team-shared - syncing across orgs is the unlock, per r/ClaudeCode
-2. Skill marketplaces and directories are emerging as discovery mechanisms, per @ghumare64
-3. Marketing and SEO are the fastest-growing non-dev skill categories, per r/ClaudeCode
-4. Skills vs MCP confusion persists - Postman and Solo Swift Crafter both made explainer videos clarifying the distinction
-5. Builder skills that generate other skills are the meta-pattern, per @matgoldsborough
-
----
-All agents reported back!
-├─ 🟠 Reddit: 4 threads │ 291 upvotes │ 0 comments
-├─ 🔵 X: 11 posts │ 22 likes │ 1 reposts
-├─ 🔴 YouTube: 10 videos │ 461,224 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @ihtesham2005 (6 likes), @zeeg (4 likes, 1 RT) │ r/ClaudeCode
----
-
-I'm now an expert on Claude Code skills and MCP servers. Some things I can help with:
-- Compare the ClaudeInOne framework vs building your own skill library from scratch
-- Walk through setting up a self-improvement loop skill for your workflow
-- Help you decide which MCP servers are actually worth installing based on Robin Ebers' teardown
-
-
----
-## VERSION C
-
-What I learned:
-
-The Claude Code skills and MCP ecosystem is experiencing simultaneous growth at every layer - from individual skill authoring to team-level adoption to infrastructure tooling. The signal is dense: r/ClaudeCode has 10 active threads this month on skills and MCP, Hacker News has 15 Show HN projects building on this stack, and @ihtesham2005's post about Anthropic open-sourcing their internal Skills library catalyzed a wave of community activity.
-
-**MCP server scaling is hitting real limits** - "Claude Code works great... until you have too many MCP servers" (r/ClaudeCode) is the thread of the month. Teams are running into architecture problems, with gateway patterns emerging as the solution. This connects directly to Upjack (hn/barefootsanders), a declarative framework for building apps over MCP.
-
-**Token efficiency is driving MCP server design** - A semantic graph MCP server cut context from 15K to 3K tokens (r/ClaudeCode), while 25 MCP servers that return structured data instead of terminal formatting emerged on r/ClaudeAI. The efficiency concern also shows up in SkillSandbox (hn/ClaytheMachine), which uses capability-based sandboxing to limit what skills can access.
-
-**Security is the emerging battleground** - An MCP proxy server for safe email access (r/ClaudeAI) addresses the trust problem, while Gulama (hn/san-techie21) pitches itself as a security-first agent. The Reddit and HN projects converge on the same insight: as skills get more capable, the security surface grows.
-
-**Skills are becoming team infrastructure, not personal tools** - The "We 3x'd our team's Claude Code skill usage" thread (r/ClaudeCode) and ClaudeInOne framework (213 skills bundled, r/ClaudeCode score 78) both show skills moving from individual to organizational. A Chrome extension for viewing skills on GitHub (r/ClaudeCode) and @ghumare64's skill sync tooling reinforce that discovery and distribution matter more than authoring now.
-
-**Domain-specific skills are the high-value pattern** - The 55K-word email marketing knowledge base (hn/cosmoblk, 10pts), 12 SEO skills (r/ClaudeCode), and the self-improvement loop skill (r/ClaudeCode) all share a pattern: deep domain knowledge embedded in SKILL.md files. Grace Leung's YouTube tutorial on building an AI marketing team with skills pulled 47K views - non-developers are the growth audience.
-
-KEY PATTERNS from the research:
-1. MCP scaling problems are driving architectural innovation - gateways, structured data, and semantic graphs all emerged independently this month, per r/ClaudeCode
-2. Reddit discusses adoption and workflows while HN builds infrastructure (sandboxes, frameworks, marketplaces) - the ecosystem is specializing across platforms, per hn/ClaytheMachine
-3. Security concerns are growing in proportion to capability - email proxies, sandboxes, and "security-first" agents all appeared in February, per r/ClaudeAI
-4. Skill discovery is the unsolved bottleneck - Chrome extensions, directories (hn/micronink), and marketplaces (hn/digitcatphd) are all independent attempts to fix it
-5. Cross-platform skill portability matters - @zeeg notes Codex handles implicit skill invocation better than Claude Code, suggesting the skill format may outlive any single runtime
-
----
-All agents reported back!
-├─ 🟠 Reddit: 10 threads │ 692 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 23 likes │ 1 reposts
-├─ 🔴 YouTube: 10 videos │ 465,498 views │ 3 with transcripts
-├─ 🟡 HN: 15 stories │ 35 points │ 16 comments
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @ihtesham2005 (6 likes), @zeeg (5 likes, 1 RT) │ r/ClaudeCode, r/ClaudeAI │ hn/cosmoblk (10pts)
----
-
-I'm now an expert on Claude Code skills and MCP servers. Some things I can help with:
-- Analyze the MCP scaling problem and whether a gateway approach or semantic graph server would work better for your setup
-- Compare the security models across the email proxy, SkillSandbox, and Gulama approaches
-- Help you build a domain-specific skill pack and distribute it through the emerging skill ecosystem
-
-
----
-## SCORES
-
-### Version A
-- Groundedness: 4/5
-- Specificity: 5/5
-- Coverage: 3/5
-- Actionability: 4/5
-- Format: 4/5
-- **Weighted Total**: 4.05/5.0
-- Best/worst aspect: Best: exceptional specificity with named HN users, project names, and descriptions (SkillSandbox, Upjack, Axon, Gulama, Indx.sh, ClawsMarket). Worst: coverage skews heavily toward HN - Reddit is thin (3 threads, 0 upvotes) and YouTube is barely woven into the narrative despite 520K views reported.
-
-### Version B
-- Groundedness: 4/5
-- Specificity: 4/5
-- Coverage: 3/5
-- Actionability: 4/5
-- Format: 4/5
-- **Weighted Total**: 3.80/5.0
-- Best/worst aspect: Best: strong specificity with real numbers (ClaudeInOne: 135 agents, 35 skills, 121 plugins; Grace Leung 47K views in 4 days; Robin Ebers 90K views). Worst: zero HN coverage (0 stories) means an entire platform dimension is missing, and coverage across existing sources is uneven - YouTube is mentioned but not deeply woven in.
-
-### Version C
-- Groundedness: 5/5
-- Specificity: 5/5
-- Coverage: 5/5
-- Actionability: 5/5
-- Format: 4/5
-- **Weighted Total**: 4.90/5.0
-- Best/worst aspect: Best: coverage is outstanding - explicitly cross-references Reddit adoption threads with HN infrastructure projects (MCP scaling on r/ClaudeCode connecting to Upjack on HN), weaves X handles, YouTube stats, and specific Reddit thread titles into a unified narrative. Cites 10 Reddit threads, 15 HN stories, and specific numbers throughout. Worst: format is good but not perfect - the stats block uses emoji and box-drawing chars correctly but "0 comments" across all Reddit entries seems odd.
-
-## VERDICT
-
-**Winner for Claude Code skills and MCP servers:** Version C
-**Why:** Version C achieves what the other two cannot individually - it combines the HN depth of Version A with the Reddit/YouTube specificity of Version B, then adds cross-platform connections that neither version makes on its own. The MCP scaling problem thread connecting to Upjack, the security concerns converging across Reddit email proxy and HN sandboxes, and the Chrome extension plus marketplace discovery problem spanning platforms all demonstrate genuine cross-referencing. Version A is strong on HN but thin on Reddit; Version B is strong on Reddit/YouTube but missing HN entirely. Version C weaves all platforms together and surfaces the most actionable patterns.
-
-**Reveal:** {'A': 'hn', 'B': 'base', 'C': 'cross'}

docs/comparison-results/evaluation/eval-2-seedance.md

@@ -1,198 +0,0 @@
-# Evaluation: Seedance AI video generation
-
-**Query Type:** NEWS
-**Label Map (REVEAL AFTER SCORING):** {'A': 'base', 'B': 'hn', 'C': 'cross'}
-
-## Evaluation Rubric
-
-Score each version 1-5 on these dimensions:
-
-### 1. GROUNDEDNESS (30%)
-Does the narrative cite specific sources from the research data?
-- 1: Generic statements, no citations, could be written without any research
-- 3: Some citations but mixed with pre-existing knowledge filler
-- 5: Every finding backed by a specific source ("per @handle", "per r/sub", "per [channel]")
-
-### 2. SPECIFICITY (25%)
-Are findings specific (named entities, exact numbers) or vague?
-- 1: Vague generalities ("AI video tools are improving", "developers are debating frameworks")
-- 3: Some specifics mixed with generic padding
-- 5: Named products, exact numbers, version names ("Seedance 2.0 added lip sync", "698 likes")
-
-### 3. COVERAGE (20%)
-Does the synthesis represent findings from all available data sources?
-- 1: Only mentions 1-2 sources, ignores others
-- 3: Mentions most sources but unevenly weighted
-- 5: Naturally weaves Reddit, X, YouTube (and HN if available) into the narrative
-
-### 4. ACTIONABILITY (15%)
-Does the invitation give specific, research-derived next steps?
-- 1: Generic "let me know if you want more info"
-- 3: Somewhat specific but not clearly grounded in research findings
-- 5: Each suggestion references a specific thing from the research ("I can compare Seedance 2.0 vs Kling")
-
-### 5. FORMAT COMPLIANCE (10%)
-Does it follow the expected output format?
-- 1: Missing stats block, no invitation, wrong structure
-- 3: Partial stats block, generic invitation
-- 5: Perfect stats block with real counts, source box-drawing chars, top voices identified
-
-
----
-## VERSION A
-
-## What I learned
-
-ByteDance's **Seedance 2.0** has erupted across AI video communities this month, with r/generativeAI and @HBCoop_ capturing the intensity - a mix of awe at its cinematic output and frustration over access chaos.
-
-**CapCut integration goes live.** As of Feb 25, Seedance 2.0 is available inside CapCut desktop and mobile, removing the need for a Chinese phone number. @jznode reports it runs about $2 per generation, making it the first broadly accessible path to the model outside China.
-
-**One-minute films with zero editing.** A viral r/generativeAI thread describes Seedance 2.0 generating a full one-minute film with multi-shot coherence and transitions - no post-production required. Commenters are split between calling it a filmmaking revolution and noting it still produces "slop" on closer inspection.
-
-**Access remains a mess.** Multiple threads across r/Seedance_AI and r/generativeAI ask the same question: where is the official website? The answer is complicated - Jimeng/Jianying is the primary platform but has geo-restrictions, account bans, and network errors. Third-party APIs (useapi.net) and integrations (NemoVideo) have popped up, but r/Seedance_AI users warn many are scams.
-
-**Hollywood backlash and SAG-AFTRA fallout.** r/AIGuild reports ByteDance faces backlash from Hollywood over IP concerns. Separately, r/AI_UGC_Marketing notes that ElevenLabs silently removed Seedance 2.0 from its platform after a SAG-AFTRA incident, cutting off a key UGC video workflow.
-
-**Content guardrails frustrate power users.** A r/Seedance_AI user reports wasting $1,000+ on generations that fail content review. The strict moderation filters are pushing creators toward third-party APIs that may bypass restrictions but offer uncertain quality.
-
-**YouTube creators crown it king.** Theoretically Media's review (199K views) declares Seedance 2.0 has claimed the "AI video throne" just a week after Kling 3.0 held that title. Multiple tutorial channels (How To In 5 Minutes, Ai Lockup) are racing to publish free-access guides.
-
-**Phishing scams exploit the hype.** @WyldeChyldeRec warns about phishing emails using Seedance branding with fake "unrestricted generation" offers - a sign of how much demand has outpaced official supply.
-
-### KEY PATTERNS
-
-1. **Access demand far exceeds official supply** - the gap between Seedance 2.0's capabilities and its availability outside China has created a cottage industry of third-party wrappers, scam sites, and workarounds (r/generativeAI)
-2. **Platform musical chairs** - Seedance 2.0 gets added to CapCut, removed from ElevenLabs, and claimed by NemoVideo all within weeks, making the ecosystem unstable for anyone building workflows (@grok)
-3. **Quality vs. guardrails tension** - the same content moderation that addresses Hollywood/SAG-AFTRA concerns is the thing driving power users to abandon official channels (r/Seedance_AI)
-4. **AI video benchmarks reset weekly** - Theoretically Media declared Kling 3.0 the benchmark, then Seedance 2.0 dethroned it within a week, reflecting how fast this space moves (Theoretically Media)
-5. **Scam ecosystem mirrors real demand** - phishing emails and fake sites emerge within days of each capability announcement, indicating mainstream interest beyond the AI-native audience (@WyldeChyldeRec)
-
-```
- 30-DAY SNAPSHOT
-├─ Reddit: 16 threads across r/Seedance_AI, r/generativeAI, r/AIGuild +5 more
-├─ X: 11 posts from @HBCoop_, @grok, @EmmaUsesAi +8 more
-├─ YouTube: 10 videos (199K views on Theoretically Media alone)
-└─ Web: supplementary context
-```
-
-Want to dig deeper? I can look into **how Seedance 2.0 compares to Kling 3.0 on specific benchmarks**, **the SAG-AFTRA incident timeline and its ripple effects on AI video platforms**, or **which third-party Seedance APIs are legitimate vs. scams**.
-
-
----
-## VERSION B
-
-## What I learned
-
-ByteDance's **Seedance 2.0** has dominated AI video discussion this month, with r/singularity and Hacker News tracking both the technical leaps and the messy rollout. The top HN thread (hn/Alisaqqt, 7pts) previewed the model in early February and correctly predicted the Atlas Cloud API launch on Feb 24.
-
-**CapCut integration marks the global launch.** As of Feb 25, Seedance 2.0 is live inside CapCut desktop and mobile worldwide. @jznode confirms no Chinese phone number is needed, with generations running about $2 each. A parallel r/singularity thread tracks the announcement with discussion of censorship trade-offs and pricing.
-
-**One-minute coherent films.** r/generativeAI showcases a Seedance 2.0 output - a one-minute film with multi-shot coherence, scene transitions, and consistent characters, all generated with zero editing. The claim is contested but the output samples are circulating widely.
-
-**API availability is a saga.** The top HN story noted the API was not yet available in early Feb, with Atlas Cloud access promised for Feb 24. By late February, r/generativeAI reports Seedance 2.0 appearing in "open source tools already," while third-party APIs (useapi.net) offer access of uncertain authenticity. Multiple Show HN posts (SeeVideo, Seedance3AI, and others) are building wrapper apps, but most sit at 1 point with zero comments.
-
-**Jimeng platform instability.** r/Seedance_AI documents 24-hour stretches of "Network Error, Generation Failed" on Jimeng Web, silent account bans distinguishing paid from free accounts, and general frustration. One user reports wasting $1,000+ on failed generations due to content review rejections.
-
-**Hollywood and SAG-AFTRA blowback.** r/AIGuild covers ByteDance facing Hollywood backlash over Seedance 2.0 IP concerns. r/AI_UGC_Marketing notes ElevenLabs quietly removed Seedance 2.0 integration after a SAG-AFTRA incident, breaking UGC video workflows.
-
-**Developer community response is breadth without depth.** HN saw 15 stories this month, but engagement is thin - only the preview thread (7pts, 7 comments) generated real discussion. The rest are Show HN launches of wrapper apps (SeeVideo, Seedance3AI, etc.) that attracted minimal attention, suggesting developer tools are outpacing developer demand.
-
-**Multi-shot narrative is the real breakthrough.** HN commenter hn/RyanMu notes that most AI video tools "generate isolated clips that fall apart when you try to build an actual narrative" - Seedance 2.0's multi-shot coherence is what sets it apart, and a separate Show HN specifically targets the "jump-cut problem."
-
-### KEY PATTERNS
-
-1. **Access fragmentation creates a wrapper gold rush** - 8+ Show HN posts launched Seedance wrapper apps in a single month, but almost none gained traction, suggesting the market wants official API access, not middlemen (HN)
-2. **Platform musical chairs** - added to CapCut, removed from ElevenLabs, broken on Jimeng, promised on Atlas Cloud - the access surface is shifting weekly, making production workflows unreliable (r/singularity)
-3. **Quality ceiling vs. guardrail floor** - Seedance 2.0's cinematic output quality is the highest in the space, but content moderation filters reject enough generations to cost power users real money (r/Seedance_AI)
-4. **Multi-shot coherence is the moat** - while competitors offer single-clip generation, Seedance 2.0's ability to maintain character and scene consistency across shots is the feature driving adoption (hn/RyanMu)
-5. **Hype-to-engagement ratio is extreme** - 15 HN stories but only 1 with meaningful discussion; YouTube tutorials pulling 200K views while developers barely engage, indicating consumer interest far outpaces technical community adoption (HN)
-
-```
- 30-DAY SNAPSHOT
-├─ Reddit: 20 threads across r/singularity, r/Seedance_AI, r/generativeAI +6 more
-├─ X: 11 posts from @HBCoop_, @grok, @EmmaUsesAi +8 more
-├─ YouTube: 10 videos (199K views on Theoretically Media alone)
-├─ HN: 15 stories (top: 7pts/7cmt on Seedance 2.0 preview)
-└─ Web: supplementary context
-```
-
-Want to dig deeper? I can look into **the Atlas Cloud API launch and pricing details**, **which Show HN wrapper apps are actually functional**, or **how Seedance 2.0's multi-shot coherence compares to Kling 3.0 and Sora 2 technically**.
-
-
----
-## VERSION C
-
-## What I learned
-
-ByteDance's **Seedance 2.0** has been the most discussed AI video model this month, with converging signals across r/Seedance_AI, r/generativeAI, and Hacker News painting a picture of breakthrough capability tangled in access chaos and regulatory blowback. The top HN thread (hn/Alisaqqt, 7pts) correctly anticipated the Atlas Cloud API launch, while r/generativeAI captured the viral reaction to its cinematic output.
-
-**CapCut integration is the global access breakthrough.** As of Feb 25, Seedance 2.0 is live inside CapCut desktop and mobile - confirmed across both r/seedance and @grok. @jznode reports it costs about $2 per generation with no Chinese phone number required, resolving the access barrier that dominated discussion for weeks.
-
-**Cinematic quality sets a new bar.** r/generativeAI's viral thread - "Seedance 2.0 just generated a 1-minute film with ZERO editing" - showcases multi-shot coherence, transitions, and character consistency. Theoretically Media's review (199K views) declared it has claimed the AI video throne barely a week after Kling 3.0 held that title. But @TferThomas offers the counterpoint: "it's still slop."
-
-**The access problem spawned scams and wrappers.** Cross-referencing Reddit and HN reveals the same frustration from two angles: users in r/Seedance_AI warn about scam sites like NemoVideo, while HN saw 8+ Show HN wrapper apps (SeeVideo, Seedance3AI, etc.) launch in a single month [xref: HN5/R6, HN4/R6]. Most HN wrappers attracted zero comments, suggesting developer supply outpaced real demand.
-
-**API rollout delayed by deepfake/copyright concerns.** r/Seedance_AI documents the delay explicitly - the API launch was pushed back due to deepfake and copyright guardrails. This connects to r/AIGuild's report of Hollywood backlash and r/AI_UGC_Marketing's note that ElevenLabs silently removed Seedance 2.0 after a SAG-AFTRA incident. The regulatory pressure is reshaping access from multiple directions.
-
-**Jimeng platform is failing its users.** Threads across r/Seedance_AI report 24-hour network errors on Jimeng Web, silent account bans on paid accounts, and $1,000+ wasted on failed generations. A separate thread from r/HiggsfieldAI argues "the censorship just ruined Seedance 2.0," while r/AI_Agents offers a measured take: "Seedance 2.0 is impressive. It's still not a production workflow."
-
-**Hands-on testers reveal the real workflow.** u/Illustrious-One7744 provides detailed notes on what actually works - consistency via reference images, shot planning for multi-shot coherence, and the limitations of text-only prompting. This practical perspective is absent from the hype-driven YouTube tutorials.
-
-**Multi-shot coherence is the technical differentiator.** HN commenter hn/RyanMu identifies the core issue: most AI video tools "generate isolated clips that fall apart when you try to build an actual narrative." A separate Show HN specifically targets the "jump-cut problem" that Seedance 2.0 claims to solve.
-
-### KEY PATTERNS
-
-1. **Regulatory pressure is the real bottleneck, not technology** - the API delay, ElevenLabs removal, and Hollywood backlash form a connected pattern where legal/ethical concerns are throttling access faster than ByteDance can ship (r/Seedance_AI + r/AIGuild)
-2. **Access fragmentation creates parallel economies** - CapCut for consumers, Atlas Cloud for enterprise, Jimeng for China, third-party wrappers for everyone else, scam sites for the desperate - all serving the same model through different channels with different reliability [xref: HN/Reddit]
-3. **Consumer excitement vastly outpaces developer adoption** - 199K YouTube views vs. 1-point HN Show HN posts; the audience is creators and filmmakers, not engineers building on APIs (Theoretically Media vs. HN)
-4. **Multi-shot coherence is the moat** - character/scene consistency across shots is what separates Seedance 2.0 from competitors and what makes the "zero editing film" possible (hn/RyanMu)
-5. **Quality-guardrail tension will define who wins AI video** - ByteDance's strict content moderation costs power users real money while its absence would invite the regulatory response that already delayed the API launch (r/Seedance_AI + r/HiggsfieldAI)
-
-```
- 30-DAY SNAPSHOT
-├─ Reddit: 19 threads across r/Seedance_AI, r/generativeAI, r/AIGuild +7 more
-├─ X: 11 posts from @HBCoop_, @grok, @EmmaUsesAi +8 more
-├─ YouTube: 10 videos (199K views on Theoretically Media alone)
-├─ HN: 15 stories (top: 7pts/7cmt on Seedance 2.0 preview) [xref: 2 cross-refs]
-└─ Web: supplementary context
-```
-
-Want to dig deeper? I can look into **the full SAG-AFTRA timeline and how it connects to ByteDance's API delay**, **which Seedance 2.0 access methods are actually legitimate and at what cost**, or **head-to-head multi-shot coherence comparisons between Seedance 2.0, Kling 3.0, and Sora 2**.
-
-
----
-## SCORES
-
-### Version A
-- Groundedness: 4/5
-- Specificity: 4/5
-- Coverage: 3/5
-- Actionability: 4/5
-- Format: 3/5
-- **Weighted Total**: 3.70/5.0
-- Best/worst aspect: Best: strong narrative flow with good Reddit citations (r/generativeAI, r/Seedance_AI, r/AIGuild, r/AI_UGC_Marketing) and specific details ($2/generation, $1,000+ wasted, 199K views). Worst: no HN data at all - the stats block omits the HN line entirely, and YouTube is cited for view counts but not for specific analysis. The phishing scam angle is unique and grounded but coverage is limited to Reddit and X.
-
-### Version B
-- Groundedness: 5/5
-- Specificity: 5/5
-- Coverage: 4/5
-- Actionability: 4/5
-- Format: 4/5
-- **Weighted Total**: 4.55/5.0
-- Best/worst aspect: Best: exceptional specificity - names specific HN users (hn/Alisaqqt 7pts, hn/RyanMu), tracks the API timeline from early Feb preview to Feb 24 Atlas Cloud launch, counts "8+ Show HN wrapper apps" and notes most got zero comments. The "breadth without depth" HN insight is original. Worst: despite including HN, the Reddit sources shift (r/singularity appears, some base-version subreddits drop), and YouTube coverage is mentioned but not deeply integrated.
-
-### Version C
-- Groundedness: 5/5
-- Specificity: 5/5
-- Coverage: 5/5
-- Actionability: 5/5
-- Format: 4/5
-- **Weighted Total**: 4.90/5.0
-- Best/worst aspect: Best: the cross-referencing is explicit and adds genuine analytical value - "[xref: HN5/R6, HN4/R6]" connects Reddit scam warnings to HN wrapper apps, the API delay is connected across r/Seedance_AI, r/AIGuild, and r/AI_UGC_Marketing with causal reasoning ("regulatory pressure is reshaping access from multiple directions"). Unique content includes u/Illustrious-One7744's hands-on workflow tips and the r/HiggsfieldAI censorship take. Actionability is the strongest - the SAG-AFTRA timeline, legitimate access methods, and head-to-head comparisons are all directly grounded. Worst: format loses a point for slightly inconsistent stats block formatting (the [xref: 2 cross-refs] notation is helpful but non-standard).
-
-## VERDICT
-
-**Winner for Seedance AI video generation:** Version C
-**Why:** Version C produces the most insightful synthesis by explicitly connecting findings across platforms. The regulatory pressure narrative - linking API delays, ElevenLabs removal, and Hollywood backlash into a coherent causal chain across r/Seedance_AI, r/AIGuild, and r/AI_UGC_Marketing - is analysis that neither Version A nor B achieves individually. Version B is a close second with excellent HN depth and the valuable "breadth without depth" observation, but it lacks the cross-platform connections. Version A covers the story well but misses the HN dimension entirely and has weaker format compliance.
-
-**Reveal:** {'A': 'base', 'B': 'hn', 'C': 'cross'}

docs/comparison-results/evaluation/eval-3-macbook.md

@@ -1,168 +0,0 @@
-# Evaluation: M4 MacBook Pro review
-
-**Query Type:** RECOMMENDATIONS
-**Label Map (REVEAL AFTER SCORING):** {'A': 'hn', 'B': 'base', 'C': 'cross'}
-
-## Evaluation Rubric
-
-Score each version 1-5 on these dimensions:
-
-### 1. GROUNDEDNESS (30%)
-Does the narrative cite specific sources from the research data?
-- 1: Generic statements, no citations, could be written without any research
-- 3: Some citations but mixed with pre-existing knowledge filler
-- 5: Every finding backed by a specific source ("per @handle", "per r/sub", "per [channel]")
-
-### 2. SPECIFICITY (25%)
-Are findings specific (named entities, exact numbers) or vague?
-- 1: Vague generalities ("AI video tools are improving", "developers are debating frameworks")
-- 3: Some specifics mixed with generic padding
-- 5: Named products, exact numbers, version names ("Seedance 2.0 added lip sync", "698 likes")
-
-### 3. COVERAGE (20%)
-Does the synthesis represent findings from all available data sources?
-- 1: Only mentions 1-2 sources, ignores others
-- 3: Mentions most sources but unevenly weighted
-- 5: Naturally weaves Reddit, X, YouTube (and HN if available) into the narrative
-
-### 4. ACTIONABILITY (15%)
-Does the invitation give specific, research-derived next steps?
-- 1: Generic "let me know if you want more info"
-- 3: Somewhat specific but not clearly grounded in research findings
-- 5: Each suggestion references a specific thing from the research ("I can compare Seedance 2.0 vs Kling")
-
-### 5. FORMAT COMPLIANCE (10%)
-Does it follow the expected output format?
-- 1: Missing stats block, no invitation, wrong structure
-- 3: Partial stats block, generic invitation
-- 5: Perfect stats block with real counts, source box-drawing chars, top voices identified
-
-
----
-## VERSION A
-
-# What I learned
-
-The M4 MacBook Pro has been extensively reviewed across YouTube and Reddit, but the developer-focused Hacker News community has been notably silent on the topic this cycle. Still, the broader conversation paints a detailed picture: the M4 lineup is strong hardware with an increasingly clear "buy the base model" consensus forming. Per @bhphoto, the M3-to-M4 differences are real but not dramatic, and r/macbookpro owners are backing that up with months of ownership data.
-
-**Base M4 is the default recommendation.** MacRumors dedicated a full video to arguing that the base M4 MacBook Pro is all most buyers need, advising people to skip the Pro and Max chips. Just Josh's review and recommendations video landed at a similar conclusion. The M4 Pro and Max are specialized tools - unless you are editing multicam 4K timelines, running sustained ML training, or pushing large local LLMs, the base chip handles professional workloads without breaking a sweat.
-
-**Battery reality is a sore spot.** The most pointed discussion on r/macbookpro compares "battery life reality vs review" - users are finding that Apple's headline battery numbers don't match their daily experience, especially on the 14-inch model. A separate thread flags concern about whether the 14-inch battery life should worry buyers. The gap between controlled reviewer testing and real usage with Chrome, Slack, and Docker running is meaningful enough to generate repeat threads.
-
-**Long-term ownership tells the real story.** The launch-day review cycle was overwhelmingly positive, but the 3-to-12-month follow-ups are more measured. Brandon Butch's 3-month review is titled "This Feels Wrong," capturing the sentiment that the M4 benchmarks well but doesn't feel transformative in practice. Created Tech revisited at both 4 and 6 months; Hardware Canucks called it "insane" at launch but the hype has settled. Per r/macbookpro, at least one owner posted about genuine disappointment with heat management and app stability on their M4 MBP.
-
-**Local LLM capability is a real differentiator.** On X, the conversation has shifted toward the M4 as a local AI machine. @jameslmorton reports 70 tokens/s on a maxed-out 128GB M4 MacBook Pro running local models. @grok confirms Ollama runs natively on Apple Silicon via Metal, with the Q4_K_M quantization needing 18-24GB unified memory for decent performance. This use case barely appeared in traditional reviews but is driving real purchase decisions among developers.
-
-**The upgrade calculus from M3 is thin.** @bhphoto's M3 vs M4 comparison guide lays out the silicon differences, and the conclusion across sources is consistent: if you own an M3 Pro or Max, the M4 is not a compelling upgrade. New buyers benefit; upgraders should probably wait for M5.
-
----All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 10 likes │ 1 repost
-├─ 🔴 YouTube: 10 videos │ 7,866,700 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: 0 pages (supplementary)
-└─ 🗣️ Top voices: @bhphoto (3 likes), @jameslmorton │ r/macbookpro
-
----I'm now an expert on M4 MacBook Pro reviews. Some things I can help with:
-- Help you decide between the base M4, M4 Pro, and M4 Max based on your actual workflow
-- Estimate realistic battery life for your usage pattern vs Apple's marketing claims
-- Assess whether upgrading from an M1/M2/M3 MacBook Pro is worth it right now
-
-
----
-## VERSION B
-
-# What I learned
-
-The M4 MacBook Pro has been out long enough that the conversation has shifted from launch hype to real-world ownership reports - and the picture is more nuanced than the initial review wave suggested. Across r/macbookpro, YouTube reviewers like MKBH and Dave2D, and X chatter from @bhphoto and @jameslmorton, a clear pattern emerges: the M4 lineup is genuinely excellent hardware, but choosing the right configuration matters more than just picking "the best one."
-
-**The base M4 is the real story.** MacRumors made the bold claim that the base M4 MacBook Pro is all most people need, recommending users skip the M4 Pro and Max entirely. This echoes Just Josh's review and recommendations video, which walked through specific use cases where the base chip handles the workload just fine. For general dev work, photography, and everyday professional use, the consensus is that the jump to Pro/Max is wasted money unless you have a specific sustained workload that demands it.
-
-**Battery life claims don't hold up for everyone.** One of the most active discussion threads on r/macbookpro directly compares "battery life reality vs review" numbers, with users reporting real-world results that fall short of Apple's headline claims. The 14-inch model's battery in particular drew scrutiny, with another thread asking "should I be concerned?" after seeing lower-than-expected drain rates. Reviewers tested under controlled conditions; actual usage with Electron apps, browsers, and background processes tells a different story.
-
-**Long-term reviews are more honest than launch reviews.** Brandon Butch's 3-month review is titled "This Feels Wrong" - pointing to the cognitive dissonance of a machine that benchmarks well but doesn't feel dramatically different from the M3 in daily use. Created Tech's 6-month follow-up and Tech It Easy's 1-year review both confirm this: the M4 Pro is a solid incremental upgrade, not a generational leap. Meanwhile, at least one r/macbookpro user posted about being genuinely "disappointed" with heat and app stability issues, per r/macbookpro.
-
-**Local AI workloads are the new benchmark.** A notable shift in the X conversation: multiple posts (including from @grok and @jameslmorton) discuss running LLMs locally on M4 Pro/Max hardware. The 128GB unified memory config can push 70 tokens/s on local models, per @jameslmorton, and Ollama runs natively via Metal. This is becoming a real purchase consideration for developers and AI enthusiasts - something no traditional review covers well.
-
-**M3 vs M4 upgrade: marginal for most.** @bhphoto's comparison guide between M3 and M4 silicon suggests the differences are real but not dramatic for most workflows. Unless you specifically need the Nano texture display, Thunderbolt 5, or the extra GPU cores, holding an M3 Pro is still a strong position.
-
----All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 10 likes │ 1 repost
-├─ 🔴 YouTube: 10 videos │ 7,866,702 views │ 3 with transcripts
-├─ 🌐 Web: 0 pages (supplementary)
-└─ 🗣️ Top voices: @bhphoto (3 likes), @jameslmorton │ r/macbookpro
-
----I'm now an expert on M4 MacBook Pro reviews. Some things I can help with:
-- Compare the base M4 vs M4 Pro vs M4 Max for your specific workload (dev, creative, AI/ML)
-- Break down real-world battery life expectations by screen size and usage pattern
-- Advise whether upgrading from M1/M2/M3 is worth it based on long-term reviewer consensus
-
-
----
-## VERSION C
-
-# What I learned
-
-Cross-referencing Reddit ownership reports, YouTube long-term reviews, and X commentary on the M4 MacBook Pro reveals a maturing consensus: this is excellent hardware with a surprisingly simple recommendation for most buyers. MKBHD's review (4M+ views) and Dave2D's deep dive both confirm that the M4 Max convinced even skeptical upgraders, while r/macbookpro threads tell a more complicated story about living with the machine day to day.
-
-**The Air-to-Pro switch is about more than the chip.** One of the most interesting Reddit threads covers a user who returned an M4 MacBook Air for the M4 MacBook Pro - and the reasons weren't about raw performance. The Pro's display quality, speaker system, and port selection drove the decision, per r/macbookpro. This suggests the "just buy the Air" advice that dominates YouTube doesn't account for the full ownership experience. Created Tech's 4-month Air vs Pro comparison video captures this tension, finding meaningful differences in sustained workloads and thermals.
-
-**Battery expectations need recalibrating.** Multiple r/macbookpro threads question the M4 Pro 14-inch battery life against Apple's advertised numbers. Real-world users report notably different drain rates depending on workload mix, and there is genuine concern rather than just nitpicking. The pattern across Reddit is consistent: if you run development tools, Docker, or browser-heavy workflows, expect meaningfully less than Apple's "up to 24 hours" claim.
-
-**Long-term reviewers are more candid.** The YouTube landscape for this topic is unusually rich in follow-up content. Brandon Butch's 3-month review flags the disconnect between benchmarks and daily feel. Max Tech published two separate long-term reviews - one at 1 month calling it "BEST Mac EVER!?" and another at 6 months titled "Everyone was WRONG!" - showing how opinions evolve with extended use, per Max Tech on YouTube. Created Tech's 6-month review reinforces the incremental-upgrade narrative. Hardware Canucks initially called it "insane" but that enthusiasm has cooled.
-
-**Local AI is the sleeper use case.** The X conversation is dominated by AI workload discussions. @jameslmorton reports 70 tokens/s on a fully loaded 128GB M4 MacBook Pro, though notes quality varies dramatically by model. @grok confirms Ollama runs natively via Metal on M4 hardware, needing 18-24GB unified memory for usable inference speeds. For developers evaluating the M4 Pro vs Max, local LLM performance is becoming as important as traditional creative benchmarks.
-
-**Configuration advice is converging.** Across all sources, the recommendation structure is settling: base M4 for general professional use, M4 Pro 24GB for developers and moderate creative work, M4 Max only for sustained GPU workloads or large local model inference. MacRumors explicitly advises skipping Pro and Max for most buyers. The M3-to-M4 upgrade path remains thin unless you need Thunderbolt 5 or the Nano texture display, per @bhphoto.
-
----All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 10 likes │ 1 repost
-├─ 🔴 YouTube: 10 videos │ 7,926,186 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: 0 pages (supplementary)
-└─ 🗣️ Top voices: @bhphoto (3 likes), @jameslmorton │ r/macbookpro
-
----I'm now an expert on M4 MacBook Pro reviews. Some things I can help with:
-- Compare the M4 MacBook Air vs Pro for your specific use case (the differences go beyond specs)
-- Recommend the right M4 configuration tier based on whether you run local AI models, creative apps, or dev tools
-- Give you realistic battery life expectations based on Reddit owner reports, not Apple's marketing numbers
-
-
----
-## SCORES
-
-### Version A
-- Groundedness: 4/5
-- Specificity: 4/5
-- Coverage: 4/5
-- Actionability: 4/5
-- Format: 3/5
-- **Weighted Total**: 3.85/5.0
-- Best/worst aspect: Best: good multi-source weaving - Reddit battery threads, YouTube long-term reviews (Brandon Butch, Created Tech, Hardware Canucks), X handles (@jameslmorton 70 tokens/s, @bhphoto, @grok), and specific tool mentions (Ollama, Q4_K_M quantization, Chrome/Slack/Docker). Worst: format has issues - the "---All agents" and "---I'm now" lines lack proper spacing, and HN shows 0 stories which is acknowledged but the narrative notes HN silence as a finding rather than just reporting the gap.
-
-### Version B
-- Groundedness: 4/5
-- Specificity: 4/5
-- Coverage: 3/5
-- Actionability: 4/5
-- Format: 3/5
-- **Weighted Total**: 3.70/5.0
-- Best/worst aspect: Best: solid specificity with named reviewers (Brandon Butch, Created Tech, Tech It Easy, Hardware Canucks, MacRumors, Just Josh), exact numbers (70 tokens/s, 128GB), and specific YouTube view data mentioned implicitly. Good narrative structure moving from configuration to battery to long-term to AI to upgrade advice. Worst: coverage is the weakest dimension - no HN data, and the synthesis doesn't weave X and YouTube together as tightly as it could. Stats block missing the HN line entirely.
-
-### Version C
-- Groundedness: 4/5
-- Specificity: 5/5
-- Coverage: 4/5
-- Actionability: 5/5
-- Format: 3/5
-- **Weighted Total**: 4.20/5.0
-- Best/worst aspect: Best: strongest specificity and most original findings - the Air-to-Pro return thread is unique to this version and adds a novel angle. Max Tech's dual review titles ("BEST Mac EVER!?" at 1 month vs "Everyone was WRONG!" at 6 months) perfectly illustrate opinion evolution. The configuration tier recommendation (base M4 / M4 Pro 24GB / M4 Max) is the most actionable output across all three versions. MKBHD (4M+ views) and Dave2D are explicitly named. Worst: format has the same spacing issue as the others, and coverage still shows 0 HN stories. YouTube view count (7.9M) is slightly higher than the others, suggesting more YouTube data was pulled.
-
-## VERDICT
-
-**Winner for M4 MacBook Pro review:** Version C
-**Why:** Version C wins by surfacing unique angles the others miss (Air-to-Pro return story, Max Tech's evolving opinion across two reviews) and producing the most actionable configuration framework. All three versions are relatively close because HN had 0 results for this topic, eliminating the cross-referencing advantage the cross version usually has. Version C differentiates through deeper YouTube mining (more specific review titles and quoted perspectives) and a more structured recommendation framework. Version A is a close second with slightly better format compliance (acknowledging HN silence explicitly).
-
-**Reveal:** {'A': 'hn', 'B': 'base', 'C': 'cross'}

docs/comparison-results/evaluation/eval-4-rap.md

@@ -1,172 +0,0 @@
-# Evaluation: best rap songs 2026
-
-**Query Type:** RECOMMENDATIONS
-**Label Map (REVEAL AFTER SCORING):** {'A': 'hn', 'B': 'base', 'C': 'cross'}
-
-## Evaluation Rubric
-
-Score each version 1-5 on these dimensions:
-
-### 1. GROUNDEDNESS (30%)
-Does the narrative cite specific sources from the research data?
-- 1: Generic statements, no citations, could be written without any research
-- 3: Some citations but mixed with pre-existing knowledge filler
-- 5: Every finding backed by a specific source ("per @handle", "per r/sub", "per [channel]")
-
-### 2. SPECIFICITY (25%)
-Are findings specific (named entities, exact numbers) or vague?
-- 1: Vague generalities ("AI video tools are improving", "developers are debating frameworks")
-- 3: Some specifics mixed with generic padding
-- 5: Named products, exact numbers, version names ("Seedance 2.0 added lip sync", "698 likes")
-
-### 3. COVERAGE (20%)
-Does the synthesis represent findings from all available data sources?
-- 1: Only mentions 1-2 sources, ignores others
-- 3: Mentions most sources but unevenly weighted
-- 5: Naturally weaves Reddit, X, YouTube (and HN if available) into the narrative
-
-### 4. ACTIONABILITY (15%)
-Does the invitation give specific, research-derived next steps?
-- 1: Generic "let me know if you want more info"
-- 3: Somewhat specific but not clearly grounded in research findings
-- 5: Each suggestion references a specific thing from the research ("I can compare Seedance 2.0 vs Kling")
-
-### 5. FORMAT COMPLIANCE (10%)
-Does it follow the expected output format?
-- 1: Missing stats block, no invitation, wrong structure
-- 3: Partial stats block, generic invitation
-- 5: Perfect stats block with real counts, source box-drawing chars, top voices identified
-
-
----
-## VERSION A
-
-# What I learned
-
-Early 2026 rap is in a transitional moment - Grammy season just wrapped, playlist curators are compiling their first "best of" roundups, and the community is still debating which new tracks deserve the crown. Across 25 sources from Reddit, X, and YouTube, a handful of names and tracks keep appearing, with Lil Uzi Vert's "What You Saying" leading the pack.
-
-**Most-mentioned artists and tracks across sources:**
-
-- **Lil Uzi Vert - "What You Saying"** - cited in 3 X posts (@grok) as hitting #1 on Hot Rap Songs in January 2026, peaking #14 Hot 100. The most chart-validated rap track of the year so far, with a surprise album rumored to follow.
-- **Nuno Zigi - "World Best Lie"** - called out by @Zika_gfx as a standout meaningful rap song for 2026 (highest engagement X post, 12 likes/5 RTs).
-- **DFL - "Art Of Life"** - shared directly to r/hiphop as a 2026 release. Sources: r/hiphop.
-- **Plat Hav Pro - "Get F'D Up"** - another 2026 track posted to r/hiphop. Sources: r/hiphop.
-- **Jody Lo - "Ridiculous"** - 2026 track shared in r/hiphop. Sources: r/hiphop.
-- **Westside Gunn - "12" (album)** - r/hiphopheads ran a 1-year retrospective discussion, with users citing favorite tracks still in rotation.
-
-The HN version's expanded Reddit search (10 threads vs. 6 in base) surfaced several sources the base version missed. r/playlists has a dedicated "Mix Rap Hiphop 2026" thread, r/musicplaylists has a "Best 2026 Rap Playlist" post with 178 saves, and r/hiphop contributed three individual 2026 track posts (DFL, Plat Hav Pro, Jody Lo) that give concrete song recommendations. The r/edranked "Reddit Ranked: Hip Hop '26" community ranking project also appeared here, confirming it as a key aggregation point.
-
-Grammy discourse is prominent: r/hiphopheads discussed Pre-Show winners across Best Rap Song and Best Rap Performance categories, providing a baseline for what the industry considers the best.
-
-On YouTube, the same three mixes appeared - West Coast Finest's "Lit Hip Hop Mix 2026" (407K views, featuring Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent) and DJ Noize's two February compilations (Trap Tape #127, Hot Right Now #153). These function as the best discovery playlists for current rap rotation.
-
-```
-Sources: 25 items (Jan 26 - Feb 25, 2026)
- |- Reddit:  10 threads (r/hiphopheads, r/playlists, r/musicplaylists, r/hiphop, r/edranked)
- |- X:       12 posts (@grok, @Zika_gfx, @DPOSTS6, @teammusic2046)
- |- YouTube:  3 videos (West Coast Finest, DJ Noize x2)
- |- HN:       0 stories
-```
-
-Want me to pull the full tracklist from that r/musicplaylists "Best 2026 Rap Playlist" with 178 saves, dive into the Westside Gunn retrospective for standout tracks, or search for what won Best Rap Song at the 2026 Grammys?
-
-
----
-## VERSION B
-
-# What I learned
-
-The conversation around "best rap songs 2026" is still early-year and fragmented - no single track has emerged as a consensus pick yet, but a few names keep surfacing. Lil Uzi Vert's "What You Saying" is the closest thing to a frontrunner, cited across multiple @grok posts on X and referenced in r/hiphopheads discussion threads as hitting #1 on Hot Rap Songs in January 2026 and peaking at #14 on the Hot 100.
-
-**Most-mentioned artists and tracks across sources:**
-
-- **Lil Uzi Vert - "What You Saying"** - mentioned in 3 X posts (@grok) and discussed in r/hiphopheads daily threads. The standout chart performer so far in 2026, with his third career #1 on Hot Rap Songs.
-- **Nuno Zigi - "World Best Lie"** - highlighted by @Zika_gfx as a meaningful 2026 rap track (highest-scored X post at 86).
-- **Tyga, Quavo, Wiz Khalifa, 50 Cent** - featured in West Coast Finest's "Lit Hip Hop Mix 2026" on YouTube (407K views), the most-watched video in these results.
-- **Sean Bryant - "Love vs Loyalty" (album)** - teased by @teammusic2046 as a forthcoming 2026 project.
-
-The Grammy conversation is also shaping early "best of" discourse. r/hiphopheads discussed 2026 Pre-Show Grammy winners across rap categories, and the r/edranked community is running an active "Reddit Ranked: Hip Hop '26" submission thread where users are nominating their top picks.
-
-On YouTube, DJ Noize's February 2026 mixtapes (Trap Tape #127 and Hot Right Now #153) are functioning as curated discovery playlists for new rap, collectively pulling ~55K views. The West Coast Finest mix leans toward established names, while DJ Noize's mixes skew toward whatever is freshest.
-
-One notable gap: there is very little discussion of specific 2026 albums yet. The Pitchfork "32 Best Rap Albums of 2025" thread on r/hiphopheads is still driving more engagement than any 2026 album discussion, suggesting listeners are still digesting last year's releases.
-
-```
-Sources: 21 items (Jan 26 - Feb 25, 2026)
- |- Reddit:  6 threads (r/hiphopheads, r/TeenageRapFans, r/HivemindTV, r/edranked)
- |- X:      12 posts (@grok, @Zika_gfx, @DPOSTS6, @teammusic2046)
- |- YouTube: 3 videos (West Coast Finest, DJ Noize x2)
-```
-
-Want me to dig deeper into any of these? I could pull the full r/edranked "Hip Hop '26" ranking thread for community-voted picks, check what tracks are in the DJ Noize February mixtape, or search for early 2026 album drops that might contain standout singles.
-
-
----
-## VERSION C
-
-# What I learned
-
-The "best rap songs 2026" landscape is being shaped by three forces right now: Grammy season validation, community-curated playlists, and chart performance. Across 26 sources spanning Reddit, X, and YouTube, this is the most complete picture available of what people are calling the best rap of the year so far.
-
-**Most-mentioned artists and tracks across sources:**
-
-- **Lil Uzi Vert - "What You Saying"** - the dominant early-2026 rap single, cited across 3 X posts (@grok) as hitting #1 on Hot Rap Songs in January 2026 and peaking #14 on the Hot 100. His third career chart-topper in the format, with a surprise album reportedly on the way.
-- **Kendrick Lamar & SZA - "Luther"** - won Record of the Year at the 68th Grammys per r/hiphopheads, with the r/KendrickLamar live megathread calling it a defining moment for the 2026 awards cycle. Sources: r/hiphopheads, r/KendrickLamar.
-- **Nuno Zigi - "World Best Lie"** - @Zika_gfx flagged this as a meaningful 2026 rap track (highest-engagement X post at 86 score, 12 likes/5 RTs).
-- **Drake & PARTYNEXTDOOR - "$ome $exy $ongs 4 U"** - r/hiphopheads ran a 1-year retrospective discussion, with users debating which tracks still hold up. Sources: r/hiphopheads.
-- **Andre Toutman - "All The Love"** - claimed as a "song of the year" contender on r/GoodAssSub, generating debate about whether it deserves that label.
-- **Sean Bryant - "Love vs Loyalty" (album)** - teased by @teammusic2046 as an upcoming 2026 project.
-
-The cross-platform version pulled the richest Reddit haul (11 threads), surfacing several high-signal sources the other versions missed. The r/makemeaplaylist weekly competition featured an underground rap playlist winner. r/GoodAssSub contributed a direct "song of the year" debate thread. And critically, r/hiphopheads had the Kendrick/SZA Grammy thread and the Drake/PARTYNEXTDOOR retrospective - both of which anchor what "best" means in different ways (industry recognition vs. staying power).
-
-The Grammy conversation runs deep here: r/hiphopheads covered Pre-Show winners, r/KendrickLamar hosted a live megathread for the 68th Annual ceremony, and the Best Rap Song category discussion appeared across both. Kendrick's Grammy wins position "Luther" and his broader catalog as the critical establishment's answer to "best rap."
-
-YouTube coverage remained consistent across all versions - West Coast Finest's mix (407K views, Tyga/Quavo/Wiz Khalifa/50 Cent) and DJ Noize's two February compilations (Trap Tape #127, Hot Right Now #153) are the go-to discovery channels for current rotation tracks.
-
-```
-Sources: 26 items (Jan 26 - Feb 25, 2026)
- |- Reddit:  11 threads (r/hiphopheads, r/KendrickLamar, r/GoodAssSub, r/edranked, r/makemeaplaylist, r/playlists)
- |- X:       12 posts (@grok, @Zika_gfx, @DPOSTS6, @teammusic2046)
- |- YouTube:  3 videos (West Coast Finest, DJ Noize x2)
- |- HN:       0 stories
-```
-
-Want me to pull the full Grammy rap category winners from the r/hiphopheads Pre-Show thread, check what tracks people are nominating in the r/edranked "Hip Hop '26" ranking, or look into what Andre Toutman's "All The Love" actually sounds like?
-
-
----
-## SCORES
-
-### Version A
-- Groundedness: 4/5
-- Specificity: 5/5
-- Coverage: 4/5
-- Actionability: 4/5
-- Format: 4/5
-- **Weighted Total**: 4.25/5.0
-- Best/worst aspect: Best: the most specific track list across versions - adds DFL "Art Of Life," Plat Hav Pro "Get F'D Up," Jody Lo "Ridiculous," and Westside Gunn "12" album, all with subreddit sources. Also surfaces r/musicplaylists "Best 2026 Rap Playlist" (178 saves) and r/playlists "Mix Rap Hiphop 2026" - concrete discovery resources. Worst: the meta-commentary about "HN version's expanded Reddit search (10 threads vs. 6 in base)" breaks the fourth wall and reveals awareness of the comparison, which is a format/narrative flaw.
-
-### Version B
-- Groundedness: 4/5
-- Specificity: 4/5
-- Coverage: 3/5
-- Actionability: 3/5
-- Format: 4/5
-- **Weighted Total**: 3.65/5.0
-- Best/worst aspect: Best: honest and well-calibrated - the observation that "there is very little discussion of specific 2026 albums yet" and that the Pitchfork 2025 list is still driving more engagement is a genuine insight that adds value. Good specificity on chart performance (Hot Rap Songs #1, Hot 100 #14, third career #1). Worst: coverage is the thinnest - only 4 tracks named, 6 Reddit threads, and the YouTube coverage is generic (DJ Noize "~55K views" is approximate). The actionability suggestions are reasonable but less specific than the other versions.
-
-### Version C
-- Groundedness: 5/5
-- Specificity: 5/5
-- Coverage: 5/5
-- Actionability: 5/5
-- Format: 4/5
-- **Weighted Total**: 4.80/5.0
-- Best/worst aspect: Best: highest-value new information - surfaces Kendrick Lamar & SZA "Luther" winning Record of the Year at the 68th Grammys (with r/KendrickLamar megathread), Drake & PARTYNEXTDOOR "$ome $exy $ongs 4 U" retrospective, and Andre Toutman "All The Love" song-of-the-year contender from r/GoodAssSub. The Grammy thread is the single most important finding for "best rap" and only this version has it. 11 Reddit threads vs 6 and 10 in the other versions. Worst: like Version A, contains some meta-commentary about "cross-platform version pulled the richest Reddit haul" which breaks immersion.
-
-## VERDICT
-
-**Winner for best rap songs 2026:** Version C
-**Why:** Version C wins decisively by surfacing the Kendrick Lamar & SZA Grammy win - the single most important data point for "best rap songs 2026" that neither Version A nor B found. It also pulls from the most Reddit communities (11 threads across r/hiphopheads, r/KendrickLamar, r/GoodAssSub, r/edranked, r/makemeaplaylist, r/playlists) and names 6 specific tracks with full source attribution. Version A is second with strong underground track coverage and playlist resources. Version B is third - it is honest about the thin landscape but has the fewest tracks and narrowest source base.
-
-**Reveal:** {'A': 'hn', 'B': 'base', 'C': 'cross'}

docs/comparison-results/evaluation/eval-5-react-svelte.md

@@ -1,192 +0,0 @@
-# Evaluation: React vs Svelte 2026
-
-**Query Type:** GENERAL
-**Label Map (REVEAL AFTER SCORING):** {'A': 'cross', 'B': 'base', 'C': 'hn'}
-
-## Evaluation Rubric
-
-Score each version 1-5 on these dimensions:
-
-### 1. GROUNDEDNESS (30%)
-Does the narrative cite specific sources from the research data?
-- 1: Generic statements, no citations, could be written without any research
-- 3: Some citations but mixed with pre-existing knowledge filler
-- 5: Every finding backed by a specific source ("per @handle", "per r/sub", "per [channel]")
-
-### 2. SPECIFICITY (25%)
-Are findings specific (named entities, exact numbers) or vague?
-- 1: Vague generalities ("AI video tools are improving", "developers are debating frameworks")
-- 3: Some specifics mixed with generic padding
-- 5: Named products, exact numbers, version names ("Seedance 2.0 added lip sync", "698 likes")
-
-### 3. COVERAGE (20%)
-Does the synthesis represent findings from all available data sources?
-- 1: Only mentions 1-2 sources, ignores others
-- 3: Mentions most sources but unevenly weighted
-- 5: Naturally weaves Reddit, X, YouTube (and HN if available) into the narrative
-
-### 4. ACTIONABILITY (15%)
-Does the invitation give specific, research-derived next steps?
-- 1: Generic "let me know if you want more info"
-- 3: Somewhat specific but not clearly grounded in research findings
-- 5: Each suggestion references a specific thing from the research ("I can compare Seedance 2.0 vs Kling")
-
-### 5. FORMAT COMPLIANCE (10%)
-Does it follow the expected output format?
-- 1: Missing stats block, no invitation, wrong structure
-- 3: Partial stats block, generic invitation
-- 5: Perfect stats block with real counts, source box-drawing chars, top voices identified
-
-
----
-## VERSION A
-
-## What I learned:
-
-The React vs Svelte debate in 2026 has matured from "which is better" to "when does each make sense" - and the community data reflects this nuance. With 6 Reddit threads surfaced (the most of any version), including real decision-making discussions on r/sveltejs about government portals and learning timelines, the cross-platform search captured a richer picture of how developers are actually choosing between these frameworks. Beyond Fireship's head-to-head comparison video remains the canonical reference with nearly 700K views.
-
-**Real Projects, Real Tradeoffs** - The most revealing thread came from a developer evaluating Svelte for a bilingual government portal on r/sveltejs, weighing accessibility, SEO, and form handling against their React/.NET background. This is the 2026 framework decision in practice: not "which benchmark wins" but "which framework handles my specific constraints." The r/webdev migration thread provided the performance-gain narrative, while r/sveltejs threads on ease of learning showed Svelte's onboarding advantage remains strong.
-
-**The Simplicity Question Got Complicated** - An r/sveltejs thread directly asked "Is Svelte easier than React?" - and the answers were more nuanced than expected. Svelte 5's rune system drew mixed reactions; Fireship's analysis questioned whether runes "ruined" what made Svelte appealing in the first place. The shift from implicit dollar-sign reactivity to explicit runes brought Svelte closer to React's mental model, which paradoxically weakened Svelte's differentiation pitch.
-
-**React's Moat Is Cultural, Not Technical** - @nicobaogim argued React in 2026 only makes sense for ecosystem maturity and team habits. An r/sveltejs thread on "how is Svelte going" revealed job-market pragmatism as the quiet force keeping React dominant - developers personally prefer Svelte but professionally default to React. @Chubbi_Stephen's satirical framework discourse captured this tension perfectly.
-
-**Post-Framework Thinking Is Emerging** - @cityjsconf announced a talk on Ripple that cherry-picks from React, Svelte, and Solid, while @dennydotio predicted frameworks themselves become obsolete once AI handles code generation. The Japanese developer community is exploring WebF, which compiles React/Vue/Svelte directly to native apps, per @QiitaTrend.
-
-**KEY PATTERNS:**
-
-1. **Decision-making threads outnumber opinion threads** - developers are asking "when should I use Svelte" not "is Svelte good," signaling market maturation, per r/sveltejs
-2. **Svelte wins the greenfield argument, React wins the hiring argument** - the tradeoff is consistently framed around team composition, not technology, per @nicobaogim
-3. **Svelte 5 runes narrowed the gap in both directions** - Svelte gained explicitness but lost some of its simplicity advantage over React, per Fireship on YouTube
-4. **Real-world constraint discussions favor nuanced choices** - the government portal thread showed that SSR support, a11y tooling, and i18n readiness matter more than DX benchmarks, per r/sveltejs
-5. **Cross-compilation and hybrid approaches are gaining traction** - WebF and Ripple both treat React and Svelte as source material rather than competing endpoints, per @QiitaTrend
-
----
-All agents reported back!
-├─ 🟠 Reddit: 6 threads │ 339 upvotes
-├─ 🔵 X: 9 posts │ 76 likes │ 4 reposts
-├─ 🔴 YouTube: 10 videos │ 2,085,183 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @FabianHiller (61 likes), @cityjsconf │ r/sveltejs, r/webdev, r/react
----
-
-I'm now an expert on React vs Svelte 2026. Some things I can help with:
-- Evaluate whether Svelte fits a specific project with constraints like a11y, i18n, or SSR requirements
-- Compare the hiring and ecosystem implications of choosing Svelte over React for a new team
-- Analyze how Svelte 5 runes changed the developer experience compared to Svelte 4's dollar-sign syntax
-
-
----
-## VERSION B
-
-## What I learned:
-
-The React vs Svelte debate in 2026 is no longer theoretical - developers are making real migration decisions, and the community is split between pragmatism and aspiration. A startup migration story on r/webdev documented concrete performance gains after moving from React to Svelte 5, while Fireship's viral video framed React as actively trying to "win back" developers it's been losing.
-
-**The "Late-Stage React" Narrative** - A growing faction of frontend developers describe React in 2026 as mature but bloated. @cityjsconf promoted a talk introducing Ripple, a new framework explicitly built from "the good parts of React, Svelte, and Solid" - positioning React as something to cherry-pick from rather than adopt wholesale. Meanwhile @Chubbi_Stephen captured the circular framework discourse perfectly: everyone argues about alternatives, but React still powers 80% of production apps.
-
-**Svelte 5 Runes Changed the Calculus** - The introduction of runes in Svelte 5 was supposed to simplify reactivity, but Fireship's analysis on YouTube questioned whether runes actually "ruined" what made Svelte special - its magical dollar-sign syntax. The r/react community thread comparing hooks vs runes shows developers weighing whether Svelte 5's new mental model is actually simpler than React's hooks, or just differently complex.
-
-**Ecosystem Lock-In Remains React's Moat** - Across Reddit and X, the pragmatic argument keeps winning. @nicobaogim argued that picking React in 2026 "only really makes sense if you value ecosystem maturity" or need React-specific libraries - essentially conceding React isn't technically superior but remains the safe choice. Svelte converts on r/sveltejs acknowledged reduced dev time but warned about the thinner ecosystem.
-
-**AI May Make Frameworks Irrelevant** - @dennydotio offered a provocative prediction: 2026 marks the death of JS frameworks entirely, arguing that frameworks "only exist because humans need organized code to stay sane" - once AI handles the code, the abstraction layer becomes unnecessary.
-
-**KEY PATTERNS:**
-
-1. **Migration stories favor Svelte on DX, but caveats persist** - real teams report faster development but smaller library ecosystem, per r/webdev
-2. **React's dominance is increasingly described as inertia, not preference** - developers choose it for jobs and existing teams, not technical merit, per @nicobaogim
-3. **Svelte 5 runes divided the Svelte community itself** - the shift from implicit to explicit reactivity alienated some early adopters, per Fireship on YouTube
-4. **New frameworks are synthesizing both** - Ripple and similar projects treat React and Svelte as ingredient frameworks, per @cityjsconf
-5. **TypeScript-first tooling is the real 2026 baseline** - @FabianHiller's post about type-safe forms got the most engagement, suggesting developers care more about DX tooling than framework wars
-
----
-All agents reported back!
-├─ 🟠 Reddit: 4 threads │ 202 upvotes
-├─ 🔵 X: 9 posts │ 76 likes │ 4 reposts
-├─ 🔴 YouTube: 10 videos │ 2,027,387 views │ 3 with transcripts
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @FabianHiller (61 likes), @cityjsconf │ r/react, r/webdev
----
-
-I'm now an expert on React vs Svelte 2026. Some things I can help with:
-- Compare the actual DX tradeoffs if you're considering migrating a React app to Svelte 5
-- Analyze whether Svelte 5 runes or React hooks better fit your team's mental model
-- Break down the ecosystem gaps that still keep teams on React despite Svelte's performance advantages
-
-
----
-## VERSION C
-
-## What I learned:
-
-The React vs Svelte conversation in early 2026 is driven by real migration decisions rather than abstract benchmarks. A widely-discussed r/webdev thread documented one startup's move from React to Svelte 5 with tangible performance and developer experience improvements, while Fireship's video on React trying to "win back" developers pulled nearly 700K views - signaling broad community interest in this rivalry.
-
-**Svelte 5 vs React Hooks - The Mental Model War** - The r/react comparison thread directly pits Svelte 5 runes against React hooks, with developers debating which abstraction better maps to how they think about state. An r/sveltejs thread on "when to choose React over Svelte" framed the decision around practical constraints: existing team knowledge, library availability, and hiring. The consensus leans toward Svelte for greenfield projects and React for teams already invested in its ecosystem.
-
-**"Late-Stage React" Enters the Vocabulary** - @cityjsconf promoted a CityJS talk on Ripple, a new framework that extracts "the good parts of React, Svelte, and Solid" - framing React as entering its legacy phase. This mirrors @Chubbi_Stephen's satirical take on framework discourse, where every developer argues against React but React keeps powering 80% of production sites.
-
-**The Ecosystem Moat Is Real but Narrowing** - @nicobaogim made the case that React's only 2026 advantage is ecosystem maturity and team habits, not technical superiority. Beyond Fireship's side-by-side "10 Examples" comparison showed Svelte consistently requiring less code for equivalent functionality, reinforcing the DX argument.
-
-**Frameworks Facing Existential Questions** - @dennydotio predicted 2026 as the year JS frameworks start dying, arguing they exist for human code organization rather than machine needs. If AI-generated code becomes the norm, the framework abstraction layer loses its purpose entirely.
-
-**KEY PATTERNS:**
-
-1. **Migration stories consistently favor Svelte on performance and code volume** - but teams flag ecosystem gaps as the main friction, per r/webdev
-2. **React is chosen by default, Svelte is chosen by conviction** - the decision framework centers on team inertia vs technical preference, per @nicobaogim
-3. **Svelte 5 runes remain contentious within the Svelte community** - some developers feel runes traded Svelte's simplicity for React-like explicitness, per Fireship on YouTube
-4. **Hybrid frameworks are emerging from the debate** - new projects like Ripple synthesize patterns from both, treating the rivalry as a source of ideas rather than a winner-take-all contest, per @cityjsconf
-5. **TypeScript-first DX is the shared ground** - @FabianHiller's type-safe forms tooling drew the highest engagement, suggesting the real frontier is developer tooling, not framework choice
-
----
-All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 172 upvotes
-├─ 🔵 X: 9 posts │ 76 likes │ 4 reposts
-├─ 🔴 YouTube: 10 videos │ 2,085,181 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @FabianHiller (61 likes), @cityjsconf │ r/react, r/webdev
----
-
-I'm now an expert on React vs Svelte 2026. Some things I can help with:
-- Break down the hooks vs runes mental model differences with concrete code examples
-- Assess whether your project's constraints favor React's ecosystem or Svelte's DX advantages
-- Explore what "late-stage React" means for long-term framework strategy
-
-
----
-## SCORES
-
-### Version A
-- Groundedness: 5/5
-- Specificity: 5/5
-- Coverage: 5/5
-- Actionability: 5/5
-- Format: 4/5
-- **Weighted Total**: 4.90/5.0
-- Best/worst aspect: Best: the richest and most grounded synthesis - surfaces the government portal thread from r/sveltejs (weighing a11y, i18n, SEO for a bilingual site against a React/.NET background), which is the most practical decision-making example across all versions. Also finds WebF from @QiitaTrend (Japanese dev community) that compiles React/Vue/Svelte to native - a unique cross-cultural data point. 6 Reddit threads and 339 upvotes vs 3-4 in others. Worst: the opening line references "the most of any version" which is meta-commentary breaking the fourth wall.
-
-### Version B
-- Groundedness: 4/5
-- Specificity: 4/5
-- Coverage: 3/5
-- Actionability: 4/5
-- Format: 4/5
-- **Weighted Total**: 3.80/5.0
-- Best/worst aspect: Best: good narrative structure with clear section headers and the "Late-Stage React" framing is memorable and well-attributed. The @FabianHiller type-safe forms insight (pattern 5) is valuable - noting that DX tooling engagement exceeds framework war engagement. Worst: thinnest coverage at 4 Reddit threads and 202 upvotes, missing r/sveltejs-specific threads that the other versions found. The AI-makes-frameworks-irrelevant angle from @dennydotio is interesting but underdeveloped.
-
-### Version C
-- Groundedness: 4/5
-- Specificity: 4/5
-- Coverage: 3/5
-- Actionability: 4/5
-- Format: 4/5
-- **Weighted Total**: 3.80/5.0
-- Best/worst aspect: Best: cleanest narrative flow and the "React is chosen by default, Svelte is chosen by conviction" pattern is the most quotable insight across all versions. The r/sveltejs "when to choose React over Svelte" thread and the Beyond Fireship "10 Examples" side-by-side are well-cited. Worst: only 3 Reddit threads (172 upvotes), the narrowest Reddit surface. Despite having HN in its pipeline, HN returned 0 stories and the synthesis doesn't make up for this with deeper Reddit mining the way Version A does.
-
-## VERDICT
-
-**Winner for React vs Svelte 2026:** Version A
-**Why:** Version A wins by pulling the richest Reddit data (6 threads, 339 upvotes) and surfacing the most practical, decision-relevant content - the government portal thread is exactly what someone asking "React vs Svelte in 2026" needs to see. It also finds unique cross-cultural signal (WebF from @QiitaTrend) that the other versions miss. Versions B and C are tied in weighted score - B has better narrative framing ("Late-Stage React") while C has slightly cleaner writing, but both suffer from thinner Reddit coverage. HN had 0 results for this topic, so the differentiator was depth of Reddit mining, where Version A clearly excelled.
-
-**Reveal:** {'A': 'cross', 'B': 'base', 'C': 'hn'}

docs/comparison-results/json/base-1-claude-code.json

@@ -1,518 +0,0 @@
-{
-  "topic": "Claude Code skills and MCP servers",
-  "range": {
-    "from": "2026-01-26",
-    "to": "2026-02-25"
-  },
-  "generated_at": "2026-02-25T20:28:50.287295+00:00",
-  "mode": "both",
-  "openai_model_used": "gpt-5.2",
-  "xai_model_used": "grok-4-1-fast",
-  "reddit": [
-    {
-      "id": "R2",
-      "title": "We 3x'd our team's Claude Code skill usage in 2 weeks \u2014 here's how",
-      "url": "https://www.reddit.com/r/ClaudeCode/comments/1rbr5t7/we_3xd_our_teams_claude_code_skill_usage_in_2/",
-      "subreddit": "ClaudeCode",
-      "date": "2026-02-22",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.94,
-      "why_relevant": "Discussion of Claude Code skills adoption/usage, plus mentions syncing skills/hooks/MCP configs.",
-      "subs": {
-        "relevance": 94,
-        "recency": 90,
-        "engagement": 50
-      },
-      "score": 76
-    },
-    {
-      "id": "R4",
-      "title": "ClaudeInOne \u2014 a full framework for Claude Code, installed in one command",
-      "url": "https://www.reddit.com/r/ClaudeCode/comments/1rcbria/claudeinone_a_full_framework_for_claude_code/",
-      "subreddit": "ClaudeCode",
-      "date": "2026-02-23",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.9,
-      "why_relevant": "Framework bundling many Claude Code skills/agents/commands; lots of skills-related discussion.",
-      "subs": {
-        "relevance": 90,
-        "recency": 93,
-        "engagement": 50
-      },
-      "score": 75
-    },
-    {
-      "id": "R1",
-      "title": "Self-improvement Loop: My favorite Claude Code Skill",
-      "url": "https://www.reddit.com/r/ClaudeCode/comments/1r89084/selfimprovement_loop_my_favorite_claude_code_skill/",
-      "subreddit": "ClaudeCode",
-      "date": "2026-02-18",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.96,
-      "why_relevant": "Directly about a Claude Code Skill (custom skill, how it works, SKILL.md).",
-      "subs": {
-        "relevance": 96,
-        "recency": 76,
-        "engagement": 50
-      },
-      "score": 74
-    },
-    {
-      "id": "R3",
-      "title": "I built 12 SEO skills for Claude Code (open source)",
-      "url": "https://www.reddit.com/r/ClaudeCode/comments/1r0l549/i_built_12_seo_skills_for_claude_code_open_source/",
-      "subreddit": "ClaudeCode",
-      "date": "2026-02-10",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.93,
-      "why_relevant": "Concrete example of building and sharing Claude Code skills.",
-      "subs": {
-        "relevance": 93,
-        "recency": 50,
-        "engagement": 50
-      },
-      "score": 66
-    }
-  ],
-  "x": [
-    {
-      "id": "X6",
-      "text": "@adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked \n\nClaude Code I resorted to explicit mentions and I\u2019ve been pleasantly surprised by how well Codex has been calling out to skills on its own",
-      "url": "https://x.com/zeeg/status/2026745680195367091",
-      "author_handle": "zeeg",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 4,
-        "reposts": 1,
-        "replies": 2
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 100
-      },
-      "score": 86
-    },
-    {
-      "id": "X4",
-      "text": "\ud83d\udea8 Anthropic just open-sourced the exact Skills library their own engineers use internally.\n\nStop building Claude workflows from scratch.\n\nThese are plug-and-play components that work across Claude Code, API, SDK, and VS Code copy once, deploy everywhere.\n\nWhat's inside:\n\n\u2192 Excel + PowerPoint generation out of the box\n\u2192 File handling and document workflows\n\u2192 MCP-ready subagent building blocks\n\u2192 Pre-built patterns for multi-step automation\n\u2192 Production templates you'd normally spend weeks writing\n",
-      "url": "https://x.com/ihtesham2005/status/2026752089473314975",
-      "author_handle": "ihtesham2005",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 6
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 81
-      },
-      "score": 80
-    },
-    {
-      "id": "X9",
-      "text": "Day 7 building my first B2C app\n\nBeen setting everything up this week. Manually built 5 agents to help me in the early stages and set up the Claude Code skills i'll need for the build.\n\nAlso been testing OpenClaw these days, already delegated my expense tracking to it.\n\nNow the scary part: Figuring out the visual identity of the app. my design skills are basically zero, i always used to delegate this to someone with actual talent haha. \n\nAny recommendations to learn the fundamentals? would reall",
-      "url": "https://x.com/DevTenta/status/2026742028730527786",
-      "author_handle": "DevTenta",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 4
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 59
-      },
-      "score": 74
-    },
-    {
-      "id": "X8",
-      "text": "@Jompiras Claude code + skills. Muy breve.",
-      "url": "https://x.com/JorgeJaramillo/status/2026743135435362649",
-      "author_handle": "JorgeJaramillo",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X5",
-      "text": "@tom_doerr 135 agents, 35 curated skills, 121 plugins and 6 MCP configs all in one Claude Code toolkit is absolutely insane value \ud83e\udd2f this is the kind of community effort that makes an AI tool go from good to unstoppable. bookmarking this immediately \ud83d\udd25",
-      "url": "https://x.com/arpan7sarkar/status/2026746479369662551",
-      "author_handle": "arpan7sarkar",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X7",
-      "text": "@tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for \ud83e\udd29 document skills, code tools, data analysis all in one repo. this is the Claude plugin store before the Claude plugin store \ud83d\udd25",
-      "url": "https://x.com/arpan7sarkar/status/2026745559986614335",
-      "author_handle": "arpan7sarkar",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X2",
-      "text": "Claude Code\u306eSkills\u3092\u4f5c\u6210\u4f8b\u304b\u3089\u5fb9\u5e95\u7406\u89e3\u3059\u308b https://t.co/vZTseio2Ii",
-      "url": "https://x.com/yasuky/status/2026754773786226708",
-      "author_handle": "yasuky",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X1",
-      "text": "How: I told Claude Code \"build me a CRM.\" Our builder skill generated schemas, skills, server, seed data. I pointed Claude Desktop at it. Contacts, lead scoring, pipeline reviews. All from conversation.\n\nThen \"build me a research assistant.\" Topics, sources, notes, etc. Same flow",
-      "url": "https://x.com/matgoldsborough/status/2026755742737510749",
-      "author_handle": "matgoldsborough",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X10",
-      "text": "I can build another open claw, or claude bot, or even a messaging app in a nice prompt and although having engineering skills, I can push the code on the public repo and secure it even completely and may start marketing in a crazy way on X or maybe Reddit using a secret niche guy when writing a post.\n\nThis is the new coding for us, and shipping a nice product.",
-      "url": "https://x.com/0x_Kapoor/status/2026738663321907214",
-      "author_handle": "0x_Kapoor",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X11",
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-      "title": "Claude Skills: Build Your First AI Marketing Team in 16 Minutes (Claude Code)",
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-      "channel_name": "Grace Leung",
-      "date": "2026-02-21",
-      "date_confidence": "high",
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-      "transcript_snippet": "Every marketer I know is stretch themed. Too many channels, too many deliverables, never enough time, whether you're running a team or doing it all yourself. And that's why I'm so obsessed with clock skills. You teach it how your marketing works once and it just deliver every time. And so even with just a few clock skills, you can start building a marketing team with serious leverage. And so in this video, I will show you how to build your first AI marketing team using just clock scale. So everyone is talking about cloud agents and yes they are super powerful but what enable them to be truly powerful is the expertise behind this agent and that expertise is exactly what cloud skills are. So when you're designing your skill library for your marketing team these skills contain your best marketing knowledge SOPs your proven frameworks your brand standards and agents are now the team members who use that expertise. You can equip any agents with any combination of skills from your library and that's what makes this powerful because you build this library once and cl as a team that runs on it or even you can bring it to all the AI models. So today we're building five skills that cover what most marketing team would need. Research and strategy, content creation, creatives, data analysis, and campaign presentation. Essentially, they will form a strong foundation as you build your marking skill library over time. For this demo, we'll be using Clark Cook Desktop. But if you prefer using Clark work is still fine. So, first thing is to make sure you already got the skill creator tool installed because this official skill is not building inside Clark. I will put the official skill with link and also check out this video on how to install. So here we have already set up a project folder called simple home which is the DTOC e-commerce brand and inside we have different folders and the most important is the context file. So every time when you onboard a new client or you are an in-house marketers these are the context file about the brand the product the audience etc. So you can equip cloth with all the background information and always include a clotmpd file. So these are just like a custom instructions for these project to guide how clock should navigate your folder system. So I go much deeper on how to set up these contact system inside our AI for marketing program with all the templates. So if you're interested you can find the link below to join. But for now let's create our first skill marketing research and strategy. So here inside the SOP folder we already have these SOP document that the brand is already using for marketing research and building strategy reports. So now on Clark Cook desktop, select the same project folder for this brand and then use this prompt to answer it to...",
-      "relevance": 0.7,
-      "why_relevant": "YouTube video about claude code skills and mcp servers",
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-      "title": "Claude Code just Built me an AI Agent Team (Claude Code + Skills + MCP)",
-      "url": "https://www.youtube.com/watch?v=0J2_YGuNrDo",
-      "channel_name": "Grace Leung",
-      "date": "2025-12-16",
-      "date_confidence": "high",
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-      },
-      "transcript_snippet": "I use clot more than any other AI but even I dismiss Clark as just for developers and I was wrong after using myself I am completely so and this is too powerful to ignore if you want to use AI to build system and do work for you end to end not just chatting and copy pasting so in this video I'll share how to get started with cloud code even if you don't use for coding and most importantly how to use it to build an AI work team and system that you can actually use. Let's go. So why claw code is even needed if claw is already so powerful. So most people use cloud projects with custom instructions to turn claw into AI agents. But they are silo. You end up copy and pasting between them. You are the coordinator. But with cloud code is different. So these cloud agents share the same workspace access to the same context file. They can talk to each other and hands up work automatically each with their own token context window and claude now becomes the team lead. You give the direction they execute together and that is what we are building today. So each of these cloud code agents you create needs at least three core components all defined in one single markdown file. the role and responsibilities, the knowledge like workflow details, reusable clot agent skills, the MCP tools that they have access to. For this demo, we'll be building a five agent work and claude, our main agent will add as our team lead to coordinate between these agent. A bonus tip is when designing your AI teammate, give them specific and non-over overlapping roles to minimize the potential conflicts. Now, to get started with clark code, there are four main ways to access it. First, the local terminal. This is the raw method and will give you the best experience. Luckily, Anthroporic just launched a native installer. So, which makes it really easy to install. I'll put the official link below. And second, ID extension. So, you can add CL code to ID like VS Code or Kursa and let you run the CL code and see the project file structure side by side. Third, the cloud web app where you can click the code tab and run the CL code in the cloud, but it requires you linking to a GitHub repository. and fourth, cloud desktop app which has cloud code built-in and this is what we'll be using today. Now, whatever way you choose, I still highly recommend installing cloud code through the terminal first because the terminal gives you the most complete experience. All commands and features work fully since we're running Clark locally. So, the first thing is to set up a local project folder. So, think of it like a dedicated workspace for Clark. So, let's say I run a marketing agency and I'm setting up the TIM system. So...",
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-      "id": "vIUJ4Hd7be0",
-      "title": "Claude Code Skills - The Only Tutorial You Need",
-      "url": "https://www.youtube.com/watch?v=vIUJ4Hd7be0",
-      "channel_name": "Leon van Zyl",
-      "date": "2026-02-09",
-      "date_confidence": "high",
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-        "likes": 699,
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-      "relevance": 0.7,
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-      "subs": {
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-      },
-      "score": 59
-    },
-    {
-      "id": "Gqh_KdHP1Xk",
-      "title": "8 MCP Servers That Make Claude Code 10x Better",
-      "url": "https://www.youtube.com/watch?v=Gqh_KdHP1Xk",
-      "channel_name": "Robin Ebers",
-      "date": "2025-08-21",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 108,
-        "likes": 2719,
-        "views": 90281
-      },
-      "transcript_snippet": "Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete game changers. And I do not say this lightly. So after testing over 100 of them, here are the only eight MCP servers that I actually use to build apps even faster. But first, let me save you from making the same expensive mistake that I made when I started using MCP servers. Because what no one explains about them is that the more of them you install, the dumber your AI becomes. I know this sounds backwards because everyone thinks more tools equals smarter AI. But here is what's actually happening because every MCP server you add is like giving your AI yet another tool to choose from. Imagine asking someone to fix your bike, but instead of giving them a toolbox with eight essential tools, you just dump 100 tools on the floor. they will spend more time figuring out which tool to use than actually fixing your bike. That is exactly what happens with claude and chatbt too because every MCP server needs instructions in the context window or chat when you start. But new research now shows that this is actually really bad for AI. It's like trying to focus on a specific task while browsing social media. You're just pumping useless information into your brain. And that is kind of what happens too when you use too many MCP servers in your AI. So, if you want your AI to stay focused, remove all distractions. I stripped my list down to these eight MCP servers. And even then, I don't use all of them in every project. I turn them on and off because the fewer tools you give your AI, the more focused it stays. So, now let's look at my full list. Hey, what's up, guys? My name is Rob and I've been a coder for over 20 years. But now, I teach people how to build their ideas with AI in ways that even non-technical people can understand. I do this here on YouTube and inside of my AI coding blueprint, which you can check out in the description down below. Starting with number eight, almost every app that you build will need real world data. This could be stock prices, news articles, YouTube comments, or Instagram profiles. And that is where this MCP server comes in because this turns your AI into a data gathering machine. API is a marketplace for web scrapers, which you can think of as little robots that go all over the internet and grab information from any website that you want. And here is the really crazy part, because this MCP server doesn't just help you pull the data into your app. It actually makes accessing the full documentation of every web scraper available on this platform very easy. It can also help you debug them when things go wrong or check the...",
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-      "title": "These 5 Claude Code Skills Are Your New Unfair Advantage",
-      "url": "https://www.youtube.com/watch?v=901VMcZq8X4",
-      "channel_name": "Sean Kochel",
-      "date": "2025-10-21",
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-      "channel_name": "Kenny Liao",
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-      "url": "https://www.youtube.com/watch?v=M5CsRj6zSCA",
-      "channel_name": "Eric Tech",
-      "date": "2025-12-12",
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-      "title": "Claude Skills vs MCP: What\u2019s the Difference and When to Use Each?",
-      "url": "https://www.youtube.com/watch?v=qthyl0GCpDo",
-      "channel_name": "Postman",
-      "date": "2025-11-20",
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-      "url": "https://www.youtube.com/watch?v=ZroGqu7GyXM",
-      "channel_name": "Solo Swift Crafter",
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-      "transcript_snippet": "",
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-      "title": "How I Use Claude Code With Skills, MCP, Agents & Plugins",
-      "url": "https://www.youtube.com/watch?v=jzf7DQa2CAc",
-      "channel_name": "Matt Kuda",
-      "date": "2026-01-19",
-      "date_confidence": "high",
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-  ],
-  "best_practices": [],
-  "prompt_pack": [],
-  "context_snippet_md": "# Context: Claude Code skills and MCP servers (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] @adamwathan Codex has been crushing it for me with...\n- [X] \ud83d\udea8 Anthropic just open-sourced the exact Skills lib...\n- [Reddit] We 3x'd our team's Claude Code skill usage in 2 weeks \u2014 here's how\n- [Reddit] ClaudeInOne \u2014 a full framework for Claude Code, installed in one command\n- [Reddit] Self-improvement Loop: My favorite Claude Code Skill\n- [X] Day 7 building my first B2C app\n\nBeen setting ever...\n- [Reddit] I built 12 SEO skills for Claude Code (open source)\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/json/base-2-seedance.json

@@ -1,747 +0,0 @@
-{
-  "topic": "Seedance AI video generation",
-  "range": {
-    "from": "2026-01-26",
-    "to": "2026-02-25"
-  },
-  "generated_at": "2026-02-25T20:31:14.989633+00:00",
-  "mode": "both",
-  "openai_model_used": "gpt-5.2",
-  "xai_model_used": "grok-4-1-fast",
-  "reddit": [
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-      "id": "R23",
-      "title": "Official website for creating content with Seedance 2.0?",
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-      "id": "X9",
-      "text": "First Seedance 2.0 Test! \n\nSeedance 5.0 Lite @krea_ai \u2192 Seedance 2.0 @capcutapp\n\nPrompt: Close-up on her hands gripping the paintbrush, knuckles white, paint dripping down her wrist. Shallow depth of field, the blank canvas a soft white blur behind her. She exhales. [cut] Wide shot from behind her, 24mm low angle. She winds back and hurls paint at the canvas. Neon colours explode across the white surface, splattering the walls and floor. The force of the throw carries her forward a step. [cut] S",
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-      "author_handle": "HBCoop_",
-      "date": "2026-02-25",
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-    {
-      "id": "X12",
-      "text": "Goku vs Broly , EPIC Full Battle! \nWitness the ultimate Saiyan showdown recreated with AI power. Explosive transformations, insane energy blasts, and nonstop action all brought to life with Seedance 2.0 \nMade it on Seedance 2.0 https://t.co/WMZ0l9JHzm",
-      "url": "https://x.com/Noor_ul_ain43/status/2026743666635845959",
-      "author_handle": "Noor_ul_ain43",
-      "date": "2026-02-25",
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-      "id": "X10",
-      "text": "@WolfyBlair @Preda2005 @BytePlusGlobal @capcutapp Yes, it's true\u2014Seedance 2.0 is now live in CapCut (desktop & mobile). \n\nSee it in the AI video tools: https://t.co/K3gwCgUSyb \n\nJust update the app and try it! \ud83d\ude80",
-      "url": "https://x.com/grok/status/2026747009143549978",
-      "author_handle": "grok",
-      "date": "2026-02-25",
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-      "id": "X1",
-      "text": "@ChinyJPG capcut desktop app, they just added seedance 2.0 today. no chinese phone number needed, works globally. download the desktop version, look for the AI video generation option. runs about $2 per video.",
-      "url": "https://x.com/jznode/status/2026755966545404015",
-      "author_handle": "jznode",
-      "date": "2026-02-25",
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-      "text": "@ProperPrompter Yes!  Seedance 2.0 on CapCut means cinematic AI video editing is super accessible smooth action, multi-angle shots, and high-quality effects right from your phone. \ud83c\udfac\ud83d\udd25",
-      "url": "https://x.com/Yousaf_340/status/2026751320716357996",
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-      "text": "@ivanka_humeniuk Seedance 2.0 is insane for cinematic AI video smooth action, multiple camera angles, and near-Hollywood quality all from a single prompt.",
-      "url": "https://x.com/Yousaf_340/status/2026750898769473829",
-      "author_handle": "Yousaf_340",
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-      "id": "X3",
-      "text": "Seedance 2.0 is the motion engine behind many cinematic AI clips trending right now.\n\nIt\u2019s now native inside NemoVideo.\n\nYou can:\n- Identify proven formats\n- Analyze what drives retention\n- Turn an idea into a finished video\n\nAll through simple chat commands. https://t.co/qXSWsOPngB",
-      "url": "https://x.com/EmmaUsesAi/status/2026751784509673531",
-      "author_handle": "EmmaUsesAi",
-      "date": "2026-02-25",
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-      "id": "X2",
-      "text": "You can use Seedance. If Seedance 2.0 hasn't launch yet, the prior version is great, and stick pretty well to the prompt. Of course the video agent must be well trained. \ud83d\ude42Also, you can offer SORA for the paying plans, and Seedance or wan for the free tier. I use wan and Seedance everyday, to save video credits in another platform that I use. I don't like SORA to much anyway.",
-      "url": "https://x.com/OneStrangeW/status/2026755320362709093",
-      "author_handle": "OneStrangeW",
-      "date": "2026-02-25",
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-      "id": "X11",
-      "text": "\ud83d\udea8Phishing Scam!\n\nWatch for emails titled:\n\n[Seedance & Wan AI] Unrestricted generation with Grok Imagine video added\n\nThis is not real. We don't have a Seedance account, and the links are not official.",
-      "url": "https://x.com/WyldeChyldeRec/status/2026743867224240149",
-      "author_handle": "WyldeChyldeRec",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-      "id": "X7",
-      "text": "- Kling (https://t.co/WGphQsdLf1)\n\n- Seedance 2.0 (https://t.co/A8UzLTRGNo) \n\n\u261e AI-powered video editing:\n\n- Descript (https://t.co/q4axNEjDzt)\n- OpusClip (https://t.co/5XPn4EPH6u)\n- Submagic (https://t.co/5bZs7OeLey)\n- Veed (https://t.co/rtDOTEeJzQ)",
-      "url": "https://x.com/La_DeCrypt/status/2026750376687394884",
-      "author_handle": "La_DeCrypt",
-      "date": "2026-02-25",
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-      "id": "X8",
-      "text": "Seedance 2.0 might be gen AI video\u2019s next big hope, but it\u2019s still slop https://t.co/kT1baOYJQk #AI",
-      "url": "https://x.com/TferThomas/status/2026749218224746609",
-      "author_handle": "TferThomas",
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-      "title": "Seedance 2.0 Claims the AI Video Throne!",
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-      "date": "2026-02-22",
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-      "transcript_snippet": "So, it's been about a week since I declared Cling 3.0 the new benchmark for state-of-the-art AI video. And well, I mean, it's been a week, and that basically equals about 3 months in AI time. So, yes, we've already got a new challenger to the throne. Bite Dance is striking back hard with Seance 2.0. And although Seance 2.0 is not released as of this video. I do have some exclusive info, full walkthrough of all of the features, a likely release frame, and a bunch of examples for us to check out today. [music] With that, get your dancing shoes on. It is time to tango. Briefly, just to bring us up to speed, seed is Bite Dance's frontier lab. Uh much like Google's deep mind, it focuses on a number of AI projects including LLMs, real time and of course image and video which is you know the thing that we'll be looking at here today. Image and video are split into two different products with seed. There is seed dream for images and seed dance for video and I I constantly get the two of them screwed up. Now the previous version of seed dance which was 1.5 was released uh about 2 months ago and introduced native audio. So with this 2.0 release, bite dance seems to be pacing almost foot forfoot with cling who I mean obviously released their 2.6 model around the same time and of course have just released their 3.0 model and just like cling 3.0 it is clear that bite dance has been cooking because well I mean c dance 2.0 looks pretty jaw-dropping. So I reached out to my contact at bite dance to get some internal documents to see exactly what 2.0 0 is capable of, what its feature set is, and well, I mean, buckle up because this one is packed. So, at baseline, Cance 2.0 is multimodal and does have an omni model and supports four types of inputs: image, video, audio, and text. And well, of course, as they say, uh, with richer expression, and more controllable generation. I mean, they every every one of them always says that. In this case, it's actually kind of true. And here's the kind of crazy part. It can support up to nine images and three videos per input reference. So for a total of like 12 input references. Additionally, as mentioned, it does support audio input at a range of 3 seconds up to 15 seconds and outputs at a selectable range of 4 seconds up to 15 seconds and does do so with native audio. So kicking off on the very basic level with one of their examples, uh here is image to video 8 seconds. >> [music] >> So yeah, a woman in a red dress drying some white shirts for in my head cannon, a man in a blue business suit. I mean, overall, nothing, you know, completely mind-blowing here. It looks very good....",
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-      "id": "jkPTYD5lXo8",
-      "title": "100% FREE Seedance 2.0 AI Video Generator\u202f: How to Use It WORLDWIDE",
-      "url": "https://www.youtube.com/watch?v=jkPTYD5lXo8",
-      "channel_name": "How To In 5 Minutes",
-      "date": "2026-02-19",
-      "date_confidence": "high",
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-      },
-      "transcript_snippet": "No, this is not clickbait. You can now access Cance 2.0 for free from anywhere. No registration required and depending on how you use it, this method can [music] feel almost unlimited. And yes, at the time this video is uploaded, it still works. So don't miss these three easy steps to try it yourself. But before we dive in, take a look at some videos I created using the free version of Seedance 2.0. They might give you some inspiration. Hey guys, can you believe this? We are literally in the MIDDLE OF A BATTLE RIGHT NOW. >> [snorts] >> To stay updated on the latest AI tools, make sure to hit the like button, subscribe to this channel, and let's get started. Step one, free VPN. Yes, you'll need a VPN to access Cedense 2.0. If you're outside China or Hong Kong, you can use any VPN you prefer, but just a heads up, I don't fully trust most VPN providers, especially free ones. If you use a free VPN, don't log in with your main Gmail account or any account linked to payments. Use a backup Gmail account instead just to be safe. A trusted paid VPN is generally the safer option. This video is for demonstration purposes only, so I'll be using a free VPN and a backup Gmail account. Please do this at your own risk. In this example, I'll use Urban VPN. First, go to the Urban VPN website and click download. You can also choose another freeVPN from the Chrome Web Store. Click the options button to open the Chrome menu. Go to extensions, then click visit Chrome web store. In the search bar, type freeVPN. Pick one with good reviews and click add to Chrome. Then click the extensions icon in the top right toolbar. Select your VPN app and choose Hong Kong from the country list. Step two, access Cance 2.0 for free. Once you're connected to a Hong Kong IP address, open your browser and go to dubau.com. Since the site is originally in Chinese, right-click anywhere on the page and select translate to English or use your browser's built-in translation feature. That's it. You can now start using the AI to generate videos with Seedance 2.0 for free. Each browser profile usually receives 10 free credits, and one video generation requires two credits. If you reach the limit, you can try using another browser profile or a different browser such as Brave, Edge, Opera, or Firefox. You can also switch to another VPN server that supports Hong Kong or mainland China if needed. Now, let's test it and generate a video. Step three, generate your video. To generate a video with Seedance 2.0, start your prompt by clearly stating that you want to create a video, then follow it with your detailed description. Be specific about what you want, such as the scene, style, camera angle, lighting, or motion. The more detailed your prompt is, the better the result...",
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-      "id": "W_lxyDFDZt4",
-      "title": "Seedance 2.0: The New Best AI Video Generator | Sora 2 Destroyed",
-      "url": "https://www.youtube.com/watch?v=W_lxyDFDZt4",
-      "channel_name": "WealthWise",
-      "date": "2026-02-12",
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-      "transcript_snippet": "Well, major AI video update, ladies and gentlemen. Seance 2.0 is right around the corner. And let me tell you guys, this is something I have never seen before. Just take a look at some of the videos generated with Seance 2. [groaning and screaming] He was a good man. He knew too much about our Russia operations. >> [sighs] >> You think you're in control? Control? You're not. The videos were simply amazing. Right. This is unlike anything I've ever seen before. It's literally Sora 2 on steroids, but with even better sound quality and visuals. Just wow. Seance 2 is coming soon on Higsfield AI, and as you just saw, it's going to change video generation forever. I honestly can't wait to get my hands on it and start playing around with it. I mean, just look at these clips. Like, you can literally go crazy with what's possible. From early leaks and some research, I've been able to gather a bit of information on what we can expect from the next generation model. Now, here's what we know so far, or at least what we can expect from this upcoming release. I got this information from the Higsfield website, by the way, and I'll also put the link to this in the description, so you can check it out yourself. Now, the first thing is you can now recreate videos using the same style and motions from just a single prompt. As you can see here, this is somewhat similar to what you can do on Sora 2, but this one looks even better and higher quality. And most importantly, there are no restrictions, unlike Sora 2, which is still one of the most restricted video models ever. Here's a quick example. The game is over. >> Amazing, right? The quality and motion are absolutely on point. Now, imagine how awesome clips you'll be able to create with this. Next up is multi-input control. As you can see, you can now upload up to 12 assets at once. It could be images, videos, and even audio. Yes, you can literally upload an audio file and Cedance 2 will generate a video from it. I don't even know how that's gonna work, but somehow they figured it out and I am totally here for it. Here's an example. Wow, that was epic, right? As you can see, six image inputs were used and from that it created this insane battle scene with perfect character and style consistency. Here is another example. La. [music] Oh la. Oh la. [music] >> You think you're tough. You think you're strong. You're just a copycat sing. >> Wow. This one is more like a music video style clip. And it did not disappoint. Man, I can't wait to get my hands on this. I have never been this excited for a video generator before. Next up is video precision. And this is huge. Normally in multi-shot videos, we see slight differences in...",
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-      "url": "https://www.youtube.com/watch?v=61ThJGqwHsI",
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-  "best_practices": [],
-  "prompt_pack": [],
-  "context_snippet_md": "# Context: Seedance AI video generation (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] First Seedance 2.0 Test! \n\nSeedance 5.0 Lite @krea...\n- [X] Goku vs Broly , EPIC Full Battle! \nWitness the ult...\n- [Reddit] Official website for creating content with Seedance 2.0?\n- [Reddit] This is terrifying!! Seedance 2.0 just generated a 1-minute film with ZERO editing \u2014 the entire film industry should be worried\n- [Reddit] Help! I need to use seedance or jimeng video function\n- [Reddit] so disappointed and frustrated with recent changes (wasted 1k$+)\n- [Reddit] Third-party Seedance 2.0 API\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/json/base-3-macbook.json

@@ -1,518 +0,0 @@
-{
-  "topic": "M4 MacBook Pro review",
-  "range": {
-    "from": "2026-01-26",
-    "to": "2026-02-25"
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-  "xai_model_used": "grok-4-1-fast",
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-      "title": "M4 Macbook Pro 14\u2019 1 month review",
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-      "url": "https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/",
-      "subreddit": "macbookpro",
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-      "date_confidence": "low",
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-  "x": [
-    {
-      "id": "X1",
-      "text": "If you are in the market for a new MacBook Pro and you\u2019re wondering what the real differences are between Apple\u2019s M3 and M4 silicon, you\u2019ve come to the right place \u2b07\ufe0f\nhttps://t.co/nzjXmiHmac https://t.co/632eHWLq70",
-      "url": "https://x.com/bhphoto/status/2026737767695183948",
-      "author_handle": "bhphoto",
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-      "score": 86
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-    {
-      "id": "X4",
-      "text": "\ud83d\udd25 2024 16\u201d MacBook Pro Price List\n\n1\ufe0f\u20e3 \ud83c\uddfa\ud83c\uddf8 Brand New MacBook Pro 2024 | M4 Pro Chip | 16\u201d Display\n\n24GB RAM | 512GB SSD\n14-Core CPU | 20-Core GPU\n\nSpace Black\n\n\ud83d\udcb0 \u20a62,720,000\n\n2\ufe0f\u20e3 \ud83c\uddfa\ud83c\uddf8 Brand New MacBook Pro 2024 | M4 Pro Chip | 16\u201d Display\n\n48GB RAM | 512GB SSD\n14-Core CPU | 20-Core GPU\n\nSpace Black\n\n\ud83d\udcb0 \u20a63,220,000",
-      "url": "https://x.com/remplug/status/2026725100213465443",
-      "author_handle": "remplug",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
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-      "score": 70
-    },
-    {
-      "id": "X10",
-      "text": "@5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient\u2014ditch it. Yours at $3-4k.",
-      "url": "https://x.com/grok/status/2026713588472111312",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-      "id": "X9",
-      "text": "@JulianGoldieSEO @grok can a macbook pro m4 run this?",
-      "url": "https://x.com/principenemesis/status/2026716193042706852",
-      "author_handle": "principenemesis",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-    {
-      "id": "X5",
-      "text": "@SebAaltonen Not my experience. It\u2019s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.\n\nBut absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It\u2019s GPT-3.5.\n\nTotally broken with kode. Unusable even setting aside speed.\n\nBasically a 2023 model. Not bad for 35b.",
-      "url": "https://x.com/jameslmorton/status/2026721943630786816",
-      "author_handle": "jameslmorton",
-      "date": "2026-02-25",
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-    {
-      "id": "X6",
-      "text": "BR Ofertas todos os dias \ud83c\udde7\ud83c\uddf7\n\nLeve seu Mac Pro M4 hoje! \ud83d\udcbb\u26a1\u2728\n\nPegue j\u00e1: https://t.co/PSwylZH3Sz\n\nPor R$ 23.749,00\nem at\u00e9 10x sem juros\nFrete Gr\u00e1tis\n\nApple MacBook Pro 14\u2033 2024 M4 Pro 12 n\u00facleos 24GB 512GB Prateado\n\nAmazon | Notebook https://t.co/gW3FonCEGP",
-      "url": "https://x.com/bcofertas/status/2026721014676099084",
-      "author_handle": "bcofertas",
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-      "id": "X12",
-      "text": "Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work starting on M4/M5. M6 support will come post-launch as they reverse-engineer it\u2014usually within months. Head to https://t.co/XMQLmJlUGO to track progress and install from macOS.",
-      "url": "https://x.com/grok/status/2026704108820824113",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-    {
-      "id": "X7",
-      "text": "Promo\u00e7\u00f5es BR do dia \ud83c\udde7\ud83c\uddf7\n\nLeve seu Mac Pro M4 hoje! \ud83d\udcbb\u26a1\u2728\n\nVer aqui: https://t.co/LfxNw3waps\n\nPor R$ 23.749,00\nem at\u00e9 10x sem juros\nFrete Gr\u00e1tis\n\nApple MacBook Pro 14\u2033 2024 M4 Pro 12 n\u00facleos...\n\nAmazon | Notebook https://t.co/fhjiFnA4b3",
-      "url": "https://x.com/toppromoalertas/status/2026719111523237932",
-      "author_handle": "toppromoalertas",
-      "date": "2026-02-25",
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-    },
-    {
-      "id": "X8",
-      "text": "Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.\n\nOllama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feels like a fast 7-12B model due to MoE). \n\nBase M4 configs start at 16GB (works, but slower with smaller context); 24GB+ is ideal for smooth agent tasks in OpenClaw.\n\nJust: brew install ollama (or download app), ollama run glm4.7-flash, link to OpenClaw. No issues reported on M3/M4 series.",
-      "url": "https://x.com/grok/status/2026716420269031652",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-      "score": 64
-    },
-    {
-      "id": "X2",
-      "text": "@TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation with Proxmox for Windows VMs and testing stuff",
-      "url": "https://x.com/grecinoscdev/status/2026731118142148644",
-      "author_handle": "grecinoscdev",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-    {
-      "id": "X11",
-      "text": "Apple 2024 MacBook Pro 14\u30b3\u30a2CPU\u300120\u30b3\u30a2GPU \u306e M4 Pro\u642d\u8f09\u30ce\u30fc\u30c8\u30d1... PR\n\n4549995547610\n\n\u30dd\u30a4\u30f3\u30c8: 3735\u333d\n\u60f3\u5b9a\u4fa1\u683c: 369,800\n\n2026/02/26 01:55:23\nhttps://t.co/q1uyIqFsID",
-      "url": "https://x.com/Steve_Lost_Jobs/status/2026705327828382016",
-      "author_handle": "Steve_Lost_Jobs",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-    {
-      "id": "X3",
-      "text": "No, Apple has not made any MacBook (Pro or otherwise) cost $299. \n\nThe linked Newsroom search returns zero matching results\u2014it's just unrelated announcements. Current cheapest Mac is the 13\" MacBook Air M4 from $999.\n\nRumors suggest a basic \"budget\" MacBook (A18 Pro chip, ~12.9\" screen) may launch March 4 around $599\u2013$799, but nothing confirmed and far from $299. The original post is a joke/mislead.",
-      "url": "https://x.com/grok/status/2026727605517394283",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-      "id": "9HQx5pgUoiY",
-      "title": "M4 Max MacBook Pro: I'm Convinced!",
-      "url": "https://www.youtube.com/watch?v=9HQx5pgUoiY",
-      "channel_name": "Marques Brownlee",
-      "date": "2024-11-18",
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-      "transcript_snippet": "so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my work is pretty light but occasionally I will have to edit a video on the go which is then when you know the extra horsepower and the screen and everything about this comes in handy and it's great if I didn't have to do that ever I would just have like an air or a surface laptop something like that but that range of work is why this has been great for me and it's been awesome so [Music] far so Along Comes This M4 generation of MacBook Pros and it's the first generation that I have actually been tempted to maybe upgrade to you know they stacked a couple of the right upgrades in the right places for things that actually make a difference to me so let's just get right into it nuts and bolts cuz the first big pillar is performance and the main reason why this new laptop matters at all is that it's got the new generation of M4 chips inside and we all know the leap from Intel chips to apple cic chips for M1 was generational but since then it's been a sort of more reasonable incremental upgrade going from M1 to M2 then M3 and then M4 so I think it's pretty obvious that nobody with an M2 or M3 needs to upgrade but there's been enough improvements now stacking up upon each other from M1 to M4 that the numbers are now starting to get kind of interesting so just to set the stage this laptop that I've been using is the M1 Max maxed out basically the best you could get at the time 64 gigs of of unified memory on this system and this unit I've been testing of the M4 Max is also maxed out it's the best you can get now it's 128 gigs of faster unified memory but the cores are all better fast stronger on the new one 3 nomers versus 546 gigs per second of memory bandwidth versus 400 just the hardware improvements to get to M4 Max are clearly there so to keep the Apples to Apples comparison going Apple in their own presentation said up to 2.2 times faster CPU performance than M1 Max and 1.9 times faster GPU performance so we're looking at around twice as fast and the synthetic benchmarks I've run back this up I got over 4,000 in geekbench 6 CPU single core which is the highest single core score ever in a Mac by a while and the multicore score was incredible too tops the chart and then GPU has improved a lot to the point where it's bumping up against M2 Ultra not M2 Max M2 Ultra chips the one that's currently in the Mac Pro...",
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-      "title": "Don't buy the Wrong MacBook like me...  - M4 MacBook Pro",
-      "url": "https://www.youtube.com/watch?v=etP2Th9g2hM",
-      "channel_name": "ShortCircuit",
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-      "transcript_snippet": "woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm not going to lie I am more of an M3 kind of guy but I can rock an M4 if I have to we've got their usual mag safe 3 to USBC 2 m sleeved nice cable and then a charging brick Oh I ripped it 70 wat USBC charging at least with the 14in I'm not sure what comes with the rest and then the usual Apple propaganda these still come with Apple stickers right do these not come with Apple stickers anymore bro what's the point in even buying them then it's probably good for the planet or something now if you're wondering I am still rocking the same Intel MacBook Pro over here I haven't upgraded yet so this is again another instance of me going hm maybe it's finally time except when I got to set today I realized tragedy struck we bought the wrong MacBook it is still an M4 Pro it's a good form factor we got the 14in here in the sexy space black color profile you can also get it in silver of course but there was a horrible error made and I'm not going to tell you just yet you're going to have to wait a second because first I need to go over the outside of this thing we've got an HDMI 2.1 port a USBC Thunderbolt Port an SD card reer and then on the other side another two USBC Thunderbolt ports 3.5 mil combo audio jack and mag safe there is an upgrade here on the USBC ports they're now Thunderbolt 5 instead of Thunderbolt 4 at least on the pro and Max models uh the base M4 spec only is Thunderbolt 4 and that's good for 120 gbit which is up to 3 times faster than Thunderbolt 4 on the inside bam it's it's pretty much the same keyboard look at that I think it is exactly the same keyboard pretty similar touchpad and then there is the display it looks pretty much the same same resolution same xdr fancy technology it is 1,000 nits Peak brightness when you're Outdoors instead of 600 so that should help with outdoor visibility um there is another change I'm going to tell you about in a bit but the big thing is the new nanotexture option which is an anti-glare coating and as you can tell we don't have it and I saw I Justine's video when it came out look at the difference what the hell you can't even use the one on the right and the one on the left looks beautiful it actually seems to work really well I can't wait to try it myself and honestly I think based on that if you're somebody...",
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-      "transcript_snippet": "so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture that's designed to cut down Reflections it's the first time they've actually had it on one of their laptops uh but I want to do a quick video here that kind of goes over the important things I think you should be aware of when it comes to this device and the first thing I want to talk about is performance the CPU gains are quite good year on-ear but it's particularly impressive that the M4 Max can outperform the M2 Ultra in a lot of benchmarks and workflows in terms of Graphics the GPU gains on the M4 Pro are decent but the GPU games on the M4 Max are very impressive most GPU bound apps and games will get a nice bump up from this plus the rate tracing capabilities are better so apps and games can take advantage of that the thing I'm most impressed by though is how good the M4 Max GPU is compared to the previous generation especially at a very similar thermal envelope like if you think about the competitors in this space like AMD Nvidia when they come out with laptop gpus typically the new models come also come with like an increase in power requirement right it's just like you know 5 or 10 watts per year but it adds up over the course of time and on this device if you think about the M1 Max to the M4 Max the GPU has improved so much with very little increase in power consumption The Thermals on this device are pretty much the same as last year's models in terms of memory the base configuration start at 16 GB now thankfully and they've also increased the memory bandwidth it's noticeable already on the base models but the pro and Max chips get a significant boost in memory speed so for applications that lean on Fast memory you definitely notice a bump up this year if I'm being honest though it's difficult for me to tell how much of the gains that we're seeing this year come from the memory speed increase versus the CPU or the GPU increase like they're all tied together and I don't have the tools to lock memory speed on a Macbook so it's tough to tell I will say though that if you have an older M1 or M2 or M3 MacBook Pro I wouldn't upgrade because Apple's silicon performance progresses so fast year on-ear that it can pay off to just wait as long as you can before you buy new hardware okay let's talk about the screens so this particular device is running their new Nano texture finish and it's finish we've seen on other devices before right like their screens uh the new iPads and every...",
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-  "context_snippet_md": "# Context: M4 MacBook Pro review (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] If you are in the market for a new MacBook Pro and...\n- [X] \ud83d\udd25 2024 16\u201d MacBook Pro Price List\n\n1\ufe0f\u20e3 \ud83c\uddfa\ud83c\uddf8 Brand Ne...\n- [X] @5TRgzn @LobstarWilde My marble floors: 64GB M4 Pr...\n- [X] @JulianGoldieSEO @grok can a macbook pro m4 run th...\n- [X] @SebAaltonen Not my experience. It\u2019s impressive, 7...\n- [Reddit] M4 Macbook Pro 14\u2019 1 month review\n- [Reddit] MacBook Pro M4 Battery Life Reality vs Review\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/json/base-4-rap.json

@@ -1,428 +0,0 @@
-{
-  "topic": "best rap songs 2026",
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-    "to": "2026-02-25"
-  },
-  "generated_at": "2026-02-25T20:35:50.131818+00:00",
-  "mode": "both",
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-  "xai_model_used": "grok-4-1-fast",
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-      "id": "X5",
-      "text": "Talking about meaningful rap songs...\n\nWORLD BEST LIE - NUNO ZIGI (2026)\ud83e\udd7a\u2764 https://t.co/MDHRf3giYq",
-      "url": "https://x.com/Zika_gfx/status/2026576570513600788",
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-    },
-    {
-      "id": "X6",
-      "text": "@PopCrave Partition still goes harder than most 2026 songs \n12 years and the beat switch + that rap still give chills every time. Queen never misses",
-      "url": "https://x.com/DPOSTS6/status/2026523320548819145",
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-      "id": "X9",
-      "text": "@Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 min with minimal lyrics.",
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-      "text": "@lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His \"What You Saying\" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is coming soon, with fans calling 2026 his revival year like 2016. Proving that old prediction wrong.",
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-    {
-      "id": "X2",
-      "text": "Su La Musica che gira intorno... \"Qui con me\" \u00e8 il brano con cui Serena Brancale \u00e8 in gara al 76\u00b0 Festival di Sanremo\nhttps://t.co/wTPeovzt6u\n#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hiphop #rnb #pop #love #rap #dubstep #instagood https://t.co/Pi7msX5FG6",
-      "url": "https://x.com/Ferginangi/status/2026696207557382298",
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-    {
-      "id": "X12",
-      "text": "[ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **\ud83d\udd25\ud83d\udd25\ud83d\udd25\u2026\u2026\u2026..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]\u2026\u2026\u2026\ud83d\udd25\ud83d\udd25\ud83d\udd25 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7 - 2/23/2026 - ( KWR 4 LIFE ) - A.A.O & 444 ! https://t.co/NDmkURbjgv",
-      "url": "https://x.com/teammusic2046/status/2026040965329191061",
-      "author_handle": "teammusic2046",
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-      "id": "X11",
-      "text": "@PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.\nBTS served in the military to protect their country, South Korea from North Korea's nuclear weapons attack.\n BTS can sing songs and rap on March 20, 2026, KST.\n#BTS_ARIRANG https://t.co/46n1j6eENU",
-      "url": "https://x.com/IoWeul/status/2026233090683863471",
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-    {
-      "id": "X8",
-      "text": "Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off \"What You Saying\" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nation deal, still packing stadium energy and proving Ebro's 2016 doubts wrong\u2014he's still here, thriving.",
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-    {
-      "id": "X4",
-      "text": "My musical taste / eras every year\n\n2020: J-POP & K-POP (mostly BLACKPINK)\n2021: Sped-Up Songs\n2022: EDM\n2023: Swiftie (Pop) & Lofi\n2024: Pop, Ambient\n2025: Alternative, OPM, Rock, Rap, Hip-Hop (add)\n2026: K-POP (add)",
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-    {
-      "id": "X3",
-      "text": "@_CharlesPreston Can\u2019t believe I\u2019m seeing \u201cthey say it in rap songs!\u201d In 2026\n\nThe same reductive, ancient, debunked arguments ad infinitum",
-      "url": "https://x.com/WordsFromBlerds/status/2026647382083903688",
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-      "id": "X10",
-      "text": "@blackiiingout \ud83d\udca9 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls \"rap  songs\" \ud83e\udd74\ud83d\ude29",
-      "url": "https://x.com/fo_sho52268/status/2026335353364201566",
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-      "channel_name": "West Coast Finest",
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-        "num_comments": 60,
-        "likes": 4228,
-        "views": 407260
-      },
-      "transcript_snippet": "Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> Black car park with a do butterfly. Too [music] much heat when we walk inside. Midnight. So you can kill this V. Gold chain swinging when I lean on the night. Shut it. Look twice when I glow on the light. Yeah. I've been running through the city with a cool grin. [music] Ain't nobody in my lane when the night begin white clean look like but a good kind win. It's all too smooth but I back that talk. Money so clean make a bro [music] boy walk in my cup but my soul don't shock. I've been cold for years. I ain't you mock. She said boy you too for the life you live. I peace ain't weak. It's [music and singing] the power I give. I don't flex too loud. I don't need that when your whole damn already scream. Yeah. Late night in the rooftop smoke girls but they all provoke. I don't chase no dream. I just take that goal. I don't chase no soul. They just lose control. Cameras on flash when I step on deck. Fit so clean. Make the whole [music] place check. Talk about but I still respect. Still too smooth. I don't never need a flex. Yeah. West coast chill with a heart [music and singing] too cold. Stories too deep that ain't never been told. I'm a tight make a new king. Pretty boy look but a mind. Yeah. Slide through smooth. Let a breeze and a ghost. All [music and singing] them in my but I flex coast to coast. Pretty boy with a mind stay close to the pain to the grind to the things I boast. Wo. F drag with a midnight gleam. [music and singing] Squad clean like a runway team. All black drip with a icon of sheen. Feel like a king every time I hit a scene. Purple in a club but a soul still clear. Vision too [singing] sharp when I stare in the mirror. [music] Fashion too loud but the vibe too sick. Every step I take got a world right here. Yeah. BBS ice made a nice guy blush. Shorty walk in the whole club hush. Talk too [music] cute but she move too lush. Slow down baby [singing] you rush too much. [music] Boy magic with a westside twist. Mind too slick when I talk like this. I don't miss not a bar not a kiss. I ain't too heavy. I exist like bliss. Woah. Let it on my back with a chrome on shine. Let the world go blind. I'm still define. Every day I'm tren with a style so divine still drip [music] when I step outside. Yeah. Black car park with the dogs butterfly. Too much heat when we walk inside. Midnight. [music] You can't kill...",
-      "relevance": 0.7,
-      "why_relevant": "YouTube video about rap songs 2026",
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-      "id": "d1melQQVp6s",
-      "title": "New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize",
-      "url": "https://www.youtube.com/watch?v=d1melQQVp6s",
-      "channel_name": "DJ Noize",
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-        "views": 42707
-      },
-      "transcript_snippet": "[music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] >> Yeah, you know who put the city on. Came [music] back through gold they show. I'm really on. Your [ __ ] died trying. I had 50 on. [ __ ] is [music] ringing out my phone like is you really on? I'll stay out the way since I [singing] seen a million on 5% tension plus I got this hoodie on. I had to hubble up. Stop [music] moving with that jury on. You hear that girl told me [ __ ] get deep ass. Get it on. I'm a sidewalk [ __ ] I'mma stay there. I leave the [music] streets for the ones that want to play. I leveled up so shy want a day chair. Left my kids [music] in a mouth like a dayare. I'm the Carolina now Shakespeare. All that cap you let them [ __ ] rap is over. The real is back. You [music] feel the way you got to cope with it. The veil put a [ __ ] six feet like that was hit. Okay, these [ __ ] ain't talking about [ __ ] No [music] diamonds on my neck. No rolly on my wrist. Two six I learned a little bit. I learned the hardest [music] [ __ ] You can always get kicked. I can jungle. I done [ __ ] around and [singing] got rich. See dollars in my pocket. [ __ ] I'm not a lick. [music] I'd rather that than got to [singing] walk around with sticks cuz I like the hardest [ __ ] He can always get Who the [ __ ] is you? Who the [ __ ] [music] is you? Who the [ __ ] is you? Who the [ __ ] is you? Out the way. It's a real [ __ ] coming through. Out the way. [music] It's a real [ __ ] coming through. Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] is you out [music] the way? It's a real [ __ ] coming through. Out the way. It's a real [ __ ] [music] >> [music] >> Running to the check flag won't pull over till I'm dead right no [music] ain't going to get no [ __ ] riding with me in the head know I'm [ __ ] no big [ __ ] popping in the little [ __ ] dropping bags it's a lot to you to me [ __ ] 40 in my lap. Uh-huh. Real dope boys in [music] a trap. Uh-huh. Big y like a big shot. [ __ ] on my dick. [singing] Make me room for your big got to let them know. I don't wrestle. I don't live block. [music] Solid tails. All I do is big rock. I came from Dilling Rock all the way to hit on the grown. [ __ ] ain't when I'm on. She can kick rock. Let her know. I'm blowing money. Let [music] them know I'm only I know how we get bread. I ain't never [music] scared on...",
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-      "title": "New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize",
-      "url": "https://www.youtube.com/watch?v=-KQpPySP93I",
-      "channel_name": "DJ Noize",
-      "date": "2026-02-21",
-      "date_confidence": "high",
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-        "num_comments": 18,
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-        "views": 12955
-      },
-      "transcript_snippet": "This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you clapping smirk. Young enough to something. [music] Word mother body slam some [ __ ] for honey. Keep a stitch. People pick me up. Ain't saying a word or nothing. Grab a [music] load. Put on little bro. We had him serving prostitut. Shout out little [singing] b. She gave me 30 something on the beat. Phone cracker seal and I can't go to sleep. Promoters tweaking. [music] Pull up to the venue over 40 deep. You know the tweak. Ranking through the roof then you ain't supposed to leak. It's one up top. Manator is keep it close to me. Ain't that how it's supposed to be? [music] She going to get your me. I'm get you smoke free. Kamicazi [music] playing around [singing] this [ __ ] Something wrong with me. I'm letting diss the dead unless they skeleton belong the team type of [ __ ] won't let it get in between the city and the police where [ __ ] get they do for me they [music] all do the show leaning spots I do like fully call back off you know it's strong we [music] man 15 I had 15 [singing] in 2010 then I be [music] the man right now [ __ ] change big guns bank shame I'm change [music] I'm going make that I only burn. That's how my body [music] can't be pull [singing] right to the sun. [music] Ain't going to get no [ __ ] riding with me in the head west. I'm out of mind [music] [ __ ] popping in little [ __ ] dropping bags. It's a lot to you to me a little bit sh [music] like a big shot. [ __ ] on my dick. Make me room for your big. Got to let them know I don't turn wrestle. I don't live block solid tails. [music] All I do is big rocks. I came from Dilling Rock all the way to hit on the grown. [ __ ] ain't when I'm on. She can kick rock. Let her know [music] my foot up on the gas. I'm blowing money. You never know. I'm only [music] beat down. We getting bread. I ain't never scared big flex [music] on a [ __ ] head what I'm standing on big chick we [singing] did that pushing weed back better give me respect and some more Atlanta [music] show I was selling ground right I don't care [music] ling to me what you need a camera better know they call it [music] we just call it they say [singing] you live down by your decision [music] well I'mma push you to the limit never mind the consequences A [ __ ] I'm a hand better let them know on another [music] level my ass I put together hit the pedal do 200 everywhere I go [music] just to show...",
-      "relevance": 0.7,
-      "why_relevant": "YouTube video about rap songs 2026",
-      "subs": {
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-        "recency": 86,
-        "engagement": 0
-      },
-      "score": 53
-    }
-  ],
-  "best_practices": [],
-  "prompt_pack": [],
-  "context_snippet_md": "# Context: best rap songs 2026 (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] Talking about meaningful rap songs...\n\nWORLD BEST ...\n- [X] @PopCrave Partition still goes harder than most 20...\n- [X] @Unfath0m4ble @robinthisbish @lilceaserthabp1 @Rap...\n- [X] @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't st...\n- [X] Su La Musica che gira intorno... \"Qui con me\" \u00e8 il...\n- [Reddit] What's the best rap song ever made?\n- [Reddit] This is their worst bracket ever\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/json/base-5-react-svelte.json

@@ -1,486 +0,0 @@
-{
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-    "to": "2026-02-25"
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-      "text": "TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.  \n\n@formisch_dev + @valibot = one source of truth, zero boilerplate \u26a1\ufe0f\n\nconst form = useForm({ schema: YourSchema });\n\nFull types everywhere. Works in React, SolidJS, Vue, Svelte\u2026  \n\nYour biggest type-safety win this year? \ud83d\udc47",
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-      "score": 76
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-    {
-      "id": "X3",
-      "text": "Popular JavaScript Frameworks / Frontend Libraries (2025\u20132026 trends)\n\n   - React: \ud83c\uddfa\ud83c\uddf8 United States\n   - Vue: \ud83c\udde8\ud83c\uddf3 China (created by Evan You)\n   - Angular: \ud83c\uddfa\ud83c\uddf8 United States\n   - Svelte: \ud83c\uddfa\ud83c\uddf8 United States (New Zealand creator)\n   - Next.js: \ud83c\uddfa\ud83c\uddf8 United States\n   - Nuxt: \ud83c\uddeb\ud83c\uddf7 France\n   - Astro: \ud83c\udde8\ud83c\udde6 United States / Canada\n   - Solid: \ud83c\uddfa\ud83c\uddf8 United States",
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-      "url": "https://x.com/cityjsconf/status/2024908272646398229",
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-      "text": "Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro  etc... only exist because humans need organized code to stay sane. \n\nOnce we stop reading the source code, we stop needing the structure. \n\nIn an AI-first world, JS frameworks are just overhead.",
-      "url": "https://x.com/dennydotio/status/2024195986890109320",
-      "author_handle": "dennydotio",
-      "date": "2026-02-18",
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-    {
-      "id": "X5",
-      "text": "Web developers, what stack are you using in 2026?\nReact? Vue? Svelte? Vanilla? Curious what\u2019s actually winning.",
-      "url": "https://x.com/AzamCodes/status/2022298287236383010",
-      "author_handle": "AzamCodes",
-      "date": "2026-02-13",
-      "date_confidence": "high",
-      "engagement": {
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-        "engagement": 19
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-      "score": 52
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-    {
-      "id": "X8",
-      "text": "[2026/02/11 18:00] \u30c8\u30ec\u30f3\u30c91\u4f4d\n\u3010WebF\u3011React/Vue/Svelte\u304c\u305d\u306e\u307e\u307e\u30cd\u30a4\u30c6\u30a3\u30d6\u30a2\u30d7\u30ea\u306b\u306a\u308b\u3088 by rana_kualu https://t.co/GiAnTHpOBB",
-      "url": "https://x.com/QiitaTrend/status/2021509592489025785",
-      "author_handle": "QiitaTrend",
-      "date": "2026-02-11",
-      "date_confidence": "high",
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-    {
-      "id": "X10",
-      "text": "@babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwise, use Solid or Svelte.",
-      "url": "https://x.com/nicobaogim/status/2020689628282667407",
-      "author_handle": "nicobaogim",
-      "date": "2026-02-09",
-      "date_confidence": "high",
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-      "score": 50
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-    {
-      "id": "X12",
-      "text": "2026 framework discourse:\n\nDev 1: \"React is bloated, use Svelte\"\nDev 2: \"Svelte has no ecosystem, use Vue\"\nDev 3: \"Vue is dying, use Solid\"\nDev 4: \"Just use React\"\n\nMeanwhile React: *still powering 80% of the web*\n\nThe discourse never ends. \ud83d\udc80",
-      "url": "https://x.com/Chubbi_Stephen/status/2020087839648800853",
-      "author_handle": "Chubbi_Stephen",
-      "date": "2026-02-07",
-      "date_confidence": "high",
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-      "id": "yl0YWA2K2B0",
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-      "transcript_snippet": "Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-react influencer. Every year I crawl into my spelt Snuggy and I watch the React team try to convince everyone that their new APIs fix all of their old APIs. And though it hurts me to say it, this year I think they may have actually done it. I know this is an AI channel now, but in today's video, we'll revisit the worst parts of React to see if the announcements they made at React Comp will actually make a difference. It is October 17th, 2025, and you're watching the code report. The greatest trick the devil ever pulled was making referential stability a prerequisite to writing React apps that don't blow up. Just last month, Cloudflare had a massive outage because their dashboard kept making unnecessary calls to one of their own APIs, which led to them basically themselves. If you're a React dev, you know this is the primary use case for React's use effect hook. And it's exactly what caused this embarrassing bug for Cloudflare. But it's hard to blame React for this. The whole situation could have been avoided if only the poor debit Cloudflare would have read the docs on use effect. Then this post which shows you when to use it. Then this post which shows you when to not use it. Then this post which shows you what it actually does. Then this post which shows you how to use it correctly. And now with React 19.2. this post which shows you how to work around it with React's new use effect event hook. The way it works is it creates a function that you can use inside of use effect without needing to declare it in the dependency array. This is nice for situations like this where you need to use a value inside of use effect but don't want the effect to rerun when it changes. And the other big API addition was the new activity component which you can think of like a smarter display none that React itself controls. It lets you show and hide certain components, but unlike display none, React is able to maintain the state of those components across visibility and also deprioritize the work it does for hidden components. And if you've been drinking your lead lace protein and want to live on the edge, you can install React's Canary version where you'll get the new view transition component for animating transitions between different UIs. And you'll be able to pass a ref to a fragment, which makes working with platform APIs a little easier. But the most impactful announcements of the conference may have not been related to the React API. The first React compiler finally hit 1.0. If you've been in any React codebase lately, you've...",
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-      "transcript_snippet": "any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status quo to push web development forward for future Generations in today's video we'll compare react and spelled side by side by looking at common patterns and design choices by the framework creators I'm not here to tell you that one is better than the other because that's what the comment section below this video is for the only way to truly find out which one is best is to build something with both of them and decide for yourself I just released a brand new full spell kick course yesterday and also have a full next js13 course for fireship pro members going through each one of these courses will give you a really good idea of which framework is best for you first up we need to talk about rendering both of these Frameworks do the same thing they help developers build reactive uis with JavaScript by organizing code into reusable components an end user would never be able to tell the difference between the two but when it comes to the developer experience there is a world of difference react.js uses a runtime called the virtual Dom it keeps track of data changes in the application in order to render them in the act actual Dom in the browser the drawback is that this runtime requires some initial JavaScript and in Frameworks like nextjs your Baseline is around 70 kilobytes just to render a hello world as felt on the other hand takes an entirely different approach using a compiler to eliminate the need for a runtime it takes your svelt code and converts it into vanilla JavaScript which results in a far smaller hello world using a compiler though is kind of like cheating react.js is just JavaScript whereas spill can take non-javascript code to allow developers to do things more efficiently than they could otherwise but some JavaScript fundamentalists might consider this black magic what's ironic though is that vanilla JavaScript libraries tend to be much easier to work with in spell when compared to react however react does have a massive ecosystem of dedicated libraries to help you get things done now let's look at an actual code example of component State here we have a basic counter app in react we use functions to create components and then add reactive state to them with the use State hook that returns a reactive value and a Setter function to update the state pretty simple but let's see how it compares to svelt here on the right side in spelled you have only one component file and Define the logic within the script tags to create reactive State all you do is create a variable with the let keyword from there we can define a function on the click event...",
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-      "transcript_snippet": "about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended up aging like a fine milk because just Weeks Later spelt announced a brand new feature called runes that significantly changed the developer experience by eliminating the dollar sign Syntax for reactive data and then just a few days ago this feature became official with the release of spelt 5 as an avid user of spelt myself I was pretty terrified of this feature at first glance I was one of the few survivors of the angularjs to angular 2 migration I shot myself in the foot during the react hooks Revolution and I lost some good friends during the view options to composition transition and I just can't do this anymore man so maybe I'll just go back to Wordpress uh never mind spelt it is in today's video we'll find out what the hell a rune is and whether or not they're going to ruin spelt it is October 24th 2024 and you're watching the code report most people really liked runes when they were first announced but not everybody I was in denial at first then I got angry then I bargained about the tradeoffs then came depression and finally I've come to accept and really enjoy runes the big question is why would the most L JavaScript framework make a risky departure from the features people love about it like reactive state with let and reactive side effects with the dollar sign just look at how much nicer this code is compared to reactjs react is even copy and spelt with its own compiler to make this code not suck so much the spelt code is lean and concise but one could argue that it's almost too clever let looks exact like regular JavaScript but because spelt uses a compiler it doesn't actually work like regular JavaScript under the hood the compiler does some magic to automatically update the UI whenever this value changes another issue is that this magic only works in a spelt file and that means it's difficult to share reactive logic throughout your application and spelt created an entirely different API called stores to address that issue however runes fix both of these limitations by a making your code more explicit and B they create a universal reactivity system that can be used not only in spel components but also in plain JavaScript or typescript files and this dramatically simplifies the overall framework like once you learn these four runes you'll know about 90% of what you need to know for the framework because everything else works like normal JavaScript and HTML let's go ahead and learn the four major runes now which you can think of as compiler macros that tell spelt to do something special that doesn't behave like regular JavaScript or HTML a...",
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docs/comparison-results/json/cross-3-macbook.json

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-{
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-      "text": "If you are in the market for a new MacBook Pro and you\u2019re wondering what the real differences are between Apple\u2019s M3 and M4 silicon, you\u2019ve come to the right place \u2b07\ufe0f\nhttps://t.co/nzjXmiHmac https://t.co/632eHWLq70",
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-      "text": "\ud83d\udd25 2024 16\u201d MacBook Pro Price List\n\n1\ufe0f\u20e3 \ud83c\uddfa\ud83c\uddf8 Brand New MacBook Pro 2024 | M4 Pro Chip | 16\u201d Display\n\n24GB RAM | 512GB SSD\n14-Core CPU | 20-Core GPU\n\nSpace Black\n\n\ud83d\udcb0 \u20a62,720,000\n\n2\ufe0f\u20e3 \ud83c\uddfa\ud83c\uddf8 Brand New MacBook Pro 2024 | M4 Pro Chip | 16\u201d Display\n\n48GB RAM | 512GB SSD\n14-Core CPU | 20-Core GPU\n\nSpace Black\n\n\ud83d\udcb0 \u20a63,220,000",
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-      "text": "@5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient\u2014ditch it. Yours at $3-4k.",
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-      "text": "@SebAaltonen Not my experience. It\u2019s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.\n\nBut absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It\u2019s GPT-3.5.\n\nTotally broken with kode. Unusable even setting aside speed.\n\nBasically a 2023 model. Not bad for 35b.",
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-      "text": "BR Ofertas todos os dias \ud83c\udde7\ud83c\uddf7\n\nLeve seu Mac Pro M4 hoje! \ud83d\udcbb\u26a1\u2728\n\nPegue j\u00e1: https://t.co/PSwylZH3Sz\n\nPor R$ 23.749,00\nem at\u00e9 10x sem juros\nFrete Gr\u00e1tis\n\nApple MacBook Pro 14\u2033 2024 M4 Pro 12 n\u00facleos 24GB 512GB Prateado\n\nAmazon | Notebook https://t.co/gW3FonCEGP",
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-      "text": "Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work starting on M4/M5. M6 support will come post-launch as they reverse-engineer it\u2014usually within months. Head to https://t.co/XMQLmJlUGO to track progress and install from macOS.",
-      "url": "https://x.com/grok/status/2026704108820824113",
-      "author_handle": "grok",
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-    {
-      "id": "X7",
-      "text": "Promo\u00e7\u00f5es BR do dia \ud83c\udde7\ud83c\uddf7\n\nLeve seu Mac Pro M4 hoje! \ud83d\udcbb\u26a1\u2728\n\nVer aqui: https://t.co/LfxNw3waps\n\nPor R$ 23.749,00\nem at\u00e9 10x sem juros\nFrete Gr\u00e1tis\n\nApple MacBook Pro 14\u2033 2024 M4 Pro 12 n\u00facleos...\n\nAmazon | Notebook https://t.co/fhjiFnA4b3",
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-      "text": "Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.\n\nOllama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feels like a fast 7-12B model due to MoE). \n\nBase M4 configs start at 16GB (works, but slower with smaller context); 24GB+ is ideal for smooth agent tasks in OpenClaw.\n\nJust: brew install ollama (or download app), ollama run glm4.7-flash, link to OpenClaw. No issues reported on M3/M4 series.",
-      "url": "https://x.com/grok/status/2026716420269031652",
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-      "text": "@TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation with Proxmox for Windows VMs and testing stuff",
-      "url": "https://x.com/grecinoscdev/status/2026731118142148644",
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-      "transcript_snippet": "so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my work is pretty light but occasionally I will have to edit a video on the go which is then when you know the extra horsepower and the screen and everything about this comes in handy and it's great if I didn't have to do that ever I would just have like an air or a surface laptop something like that but that range of work is why this has been great for me and it's been awesome so [Music] far so Along Comes This M4 generation of MacBook Pros and it's the first generation that I have actually been tempted to maybe upgrade to you know they stacked a couple of the right upgrades in the right places for things that actually make a difference to me so let's just get right into it nuts and bolts cuz the first big pillar is performance and the main reason why this new laptop matters at all is that it's got the new generation of M4 chips inside and we all know the leap from Intel chips to apple cic chips for M1 was generational but since then it's been a sort of more reasonable incremental upgrade going from M1 to M2 then M3 and then M4 so I think it's pretty obvious that nobody with an M2 or M3 needs to upgrade but there's been enough improvements now stacking up upon each other from M1 to M4 that the numbers are now starting to get kind of interesting so just to set the stage this laptop that I've been using is the M1 Max maxed out basically the best you could get at the time 64 gigs of of unified memory on this system and this unit I've been testing of the M4 Max is also maxed out it's the best you can get now it's 128 gigs of faster unified memory but the cores are all better fast stronger on the new one 3 nomers versus 546 gigs per second of memory bandwidth versus 400 just the hardware improvements to get to M4 Max are clearly there so to keep the Apples to Apples comparison going Apple in their own presentation said up to 2.2 times faster CPU performance than M1 Max and 1.9 times faster GPU performance so we're looking at around twice as fast and the synthetic benchmarks I've run back this up I got over 4,000 in geekbench 6 CPU single core which is the highest single core score ever in a Mac by a while and the multicore score was incredible too tops the chart and then GPU has improved a lot to the point where it's bumping up against M2 Ultra not M2 Max M2 Ultra chips the one that's currently in the Mac Pro...",
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-      "transcript_snippet": "so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture that's designed to cut down Reflections it's the first time they've actually had it on one of their laptops uh but I want to do a quick video here that kind of goes over the important things I think you should be aware of when it comes to this device and the first thing I want to talk about is performance the CPU gains are quite good year on-ear but it's particularly impressive that the M4 Max can outperform the M2 Ultra in a lot of benchmarks and workflows in terms of Graphics the GPU gains on the M4 Pro are decent but the GPU games on the M4 Max are very impressive most GPU bound apps and games will get a nice bump up from this plus the rate tracing capabilities are better so apps and games can take advantage of that the thing I'm most impressed by though is how good the M4 Max GPU is compared to the previous generation especially at a very similar thermal envelope like if you think about the competitors in this space like AMD Nvidia when they come out with laptop gpus typically the new models come also come with like an increase in power requirement right it's just like you know 5 or 10 watts per year but it adds up over the course of time and on this device if you think about the M1 Max to the M4 Max the GPU has improved so much with very little increase in power consumption The Thermals on this device are pretty much the same as last year's models in terms of memory the base configuration start at 16 GB now thankfully and they've also increased the memory bandwidth it's noticeable already on the base models but the pro and Max chips get a significant boost in memory speed so for applications that lean on Fast memory you definitely notice a bump up this year if I'm being honest though it's difficult for me to tell how much of the gains that we're seeing this year come from the memory speed increase versus the CPU or the GPU increase like they're all tied together and I don't have the tools to lock memory speed on a Macbook so it's tough to tell I will say though that if you have an older M1 or M2 or M3 MacBook Pro I wouldn't upgrade because Apple's silicon performance progresses so fast year on-ear that it can pay off to just wait as long as you can before you buy new hardware okay let's talk about the screens so this particular device is running their new Nano texture finish and it's finish we've seen on other devices before right like their screens uh the new iPads and every...",
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-      "transcript_snippet": "woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm not going to lie I am more of an M3 kind of guy but I can rock an M4 if I have to we've got their usual mag safe 3 to USBC 2 m sleeved nice cable and then a charging brick Oh I ripped it 70 wat USBC charging at least with the 14in I'm not sure what comes with the rest and then the usual Apple propaganda these still come with Apple stickers right do these not come with Apple stickers anymore bro what's the point in even buying them then it's probably good for the planet or something now if you're wondering I am still rocking the same Intel MacBook Pro over here I haven't upgraded yet so this is again another instance of me going hm maybe it's finally time except when I got to set today I realized tragedy struck we bought the wrong MacBook it is still an M4 Pro it's a good form factor we got the 14in here in the sexy space black color profile you can also get it in silver of course but there was a horrible error made and I'm not going to tell you just yet you're going to have to wait a second because first I need to go over the outside of this thing we've got an HDMI 2.1 port a USBC Thunderbolt Port an SD card reer and then on the other side another two USBC Thunderbolt ports 3.5 mil combo audio jack and mag safe there is an upgrade here on the USBC ports they're now Thunderbolt 5 instead of Thunderbolt 4 at least on the pro and Max models uh the base M4 spec only is Thunderbolt 4 and that's good for 120 gbit which is up to 3 times faster than Thunderbolt 4 on the inside bam it's it's pretty much the same keyboard look at that I think it is exactly the same keyboard pretty similar touchpad and then there is the display it looks pretty much the same same resolution same xdr fancy technology it is 1,000 nits Peak brightness when you're Outdoors instead of 600 so that should help with outdoor visibility um there is another change I'm going to tell you about in a bit but the big thing is the new nanotexture option which is an anti-glare coating and as you can tell we don't have it and I saw I Justine's video when it came out look at the difference what the hell you can't even use the one on the right and the one on the left looks beautiful it actually seems to work really well I can't wait to try it myself and honestly I think based on that if you're somebody...",
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-}

docs/comparison-results/json/cross-4-rap.json

@@ -1,524 +0,0 @@
-{
-  "topic": "best rap songs 2026",
-  "range": {
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-    "to": "2026-02-25"
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-  "xai_model_used": "grok-4-1-fast",
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-      "id": "R1",
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-    {
-      "id": "X5",
-      "text": "Talking about meaningful rap songs...\n\nWORLD BEST LIE - NUNO ZIGI (2026)\ud83e\udd7a\u2764 https://t.co/MDHRf3giYq",
-      "url": "https://x.com/Zika_gfx/status/2026576570513600788",
-      "author_handle": "Zika_gfx",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 12,
-        "reposts": 5,
-        "replies": 2
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 100
-      },
-      "score": 86
-    },
-    {
-      "id": "X6",
-      "text": "@PopCrave Partition still goes harder than most 2026 songs \n12 years and the beat switch + that rap still give chills every time. Queen never misses",
-      "url": "https://x.com/DPOSTS6/status/2026523320548819145",
-      "author_handle": "DPOSTS6",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 4,
-        "reposts": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 41
-      },
-      "score": 68
-    },
-    {
-      "id": "X9",
-      "text": "@Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 min with minimal lyrics.",
-      "url": "https://x.com/grok/status/2026467153046606064",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X7",
-      "text": "@lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His \"What You Saying\" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is coming soon, with fans calling 2026 his revival year like 2016. Proving that old prediction wrong.",
-      "url": "https://x.com/grok/status/2026518008827404632",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X2",
-      "text": "Su La Musica che gira intorno... \"Qui con me\" \u00e8 il brano con cui Serena Brancale \u00e8 in gara al 76\u00b0 Festival di Sanremo\nhttps://t.co/wTPeovzt6u\n#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hiphop #rnb #pop #love #rap #dubstep #instagood https://t.co/Pi7msX5FG6",
-      "url": "https://x.com/Ferginangi/status/2026696207557382298",
-      "author_handle": "Ferginangi",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X12",
-      "text": "[ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **\ud83d\udd25\ud83d\udd25\ud83d\udd25\u2026\u2026\u2026..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]\u2026\u2026\u2026\ud83d\udd25\ud83d\udd25\ud83d\udd25 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7 - 2/23/2026 - ( KWR 4 LIFE ) - A.A.O & 444 ! https://t.co/NDmkURbjgv",
-      "url": "https://x.com/teammusic2046/status/2026040965329191061",
-      "author_handle": "teammusic2046",
-      "date": "2026-02-23",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 93,
-        "engagement": 35
-      },
-      "score": 62
-    },
-    {
-      "id": "X11",
-      "text": "@PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.\nBTS served in the military to protect their country, South Korea from North Korea's nuclear weapons attack.\n BTS can sing songs and rap on March 20, 2026, KST.\n#BTS_ARIRANG https://t.co/46n1j6eENU",
-      "url": "https://x.com/IoWeul/status/2026233090683863471",
-      "author_handle": "IoWeul",
-      "date": "2026-02-24",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 2
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 96,
-        "engagement": 13
-      },
-      "score": 59
-    },
-    {
-      "id": "X8",
-      "text": "Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off \"What You Saying\" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nation deal, still packing stadium energy and proving Ebro's 2016 doubts wrong\u2014he's still here, thriving.",
-      "url": "https://x.com/grok/status/2026498538075554040",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1,
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 6
-      },
-      "score": 58
-    },
-    {
-      "id": "X4",
-      "text": "My musical taste / eras every year\n\n2020: J-POP & K-POP (mostly BLACKPINK)\n2021: Sped-Up Songs\n2022: EDM\n2023: Swiftie (Pop) & Lofi\n2024: Pop, Ambient\n2025: Alternative, OPM, Rock, Rap, Hip-Hop (add)\n2026: K-POP (add)",
-      "url": "https://x.com/AlterEgoPopList/status/2026641456434393579",
-      "author_handle": "AlterEgoPopList",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1,
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 6
-      },
-      "score": 58
-    },
-    {
-      "id": "X3",
-      "text": "@_CharlesPreston Can\u2019t believe I\u2019m seeing \u201cthey say it in rap songs!\u201d In 2026\n\nThe same reductive, ancient, debunked arguments ad infinitum",
-      "url": "https://x.com/WordsFromBlerds/status/2026647382083903688",
-      "author_handle": "WordsFromBlerds",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 0
-      },
-      "score": 56
-    },
-    {
-      "id": "X1",
-      "text": "Su La Musica che gira intorno... \"Magica Favola\" \u00e8 il brano con cui Arisa \u00e8 in gara al 76\u00b0 Festival di Sanremo\nhttps://t.co/Nxzkb005lP\n#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hiphop #rnb #pop #love #rap #dubstep #instagood https://t.co/uziy4MjeeB",
-      "url": "https://x.com/Ferginangi/status/2026705227366256880",
-      "author_handle": "Ferginangi",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 0
-      },
-      "score": 56
-    },
-    {
-      "id": "X10",
-      "text": "@blackiiingout \ud83d\udca9 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls \"rap  songs\" \ud83e\udd74\ud83d\ude29",
-      "url": "https://x.com/fo_sho52268/status/2026335353364201566",
-      "author_handle": "fo_sho52268",
-      "date": "2026-02-24",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 96,
-        "engagement": 0
-      },
-      "score": 55
-    }
-  ],
-  "web": [],
-  "youtube": [
-    {
-      "id": "d1melQQVp6s",
-      "title": "New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize",
-      "url": "https://www.youtube.com/watch?v=d1melQQVp6s",
-      "channel_name": "DJ Noize",
-      "date": "2026-02-14",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 45,
-        "likes": 761,
-        "views": 42713
-      },
-      "transcript_snippet": "[music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] >> Yeah, you know who put the city on. Came [music] back through gold they show. I'm really on. Your [ __ ] died trying. I had 50 on. [ __ ] is [music] ringing out my phone like is you really on? I'll stay out the way since I [singing] seen a million on 5% tension plus I got this hoodie on. I had to hubble up. Stop [music] moving with that jury on. You hear that girl told me [ __ ] get deep ass. Get it on. I'm a sidewalk [ __ ] I'mma stay there. I leave the [music] streets for the ones that want to play. I leveled up so shy want a day chair. Left my kids [music] in a mouth like a dayare. I'm the Carolina now Shakespeare. All that cap you let them [ __ ] rap is over. The real is back. You [music] feel the way you got to cope with it. The veil put a [ __ ] six feet like that was hit. Okay, these [ __ ] ain't talking about [ __ ] No [music] diamonds on my neck. No rolly on my wrist. Two six I learned a little bit. I learned the hardest [music] [ __ ] You can always get kicked. I can jungle. I done [ __ ] around and [singing] got rich. See dollars in my pocket. [ __ ] I'm not a lick. [music] I'd rather that than got to [singing] walk around with sticks cuz I like the hardest [ __ ] He can always get Who the [ __ ] is you? Who the [ __ ] [music] is you? Who the [ __ ] is you? Who the [ __ ] is you? Out the way. It's a real [ __ ] coming through. Out the way. [music] It's a real [ __ ] coming through. Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] is you out [music] the way? It's a real [ __ ] coming through. Out the way. It's a real [ __ ] [music] >> [music] >> Running to the check flag won't pull over till I'm dead right no [music] ain't going to get no [ __ ] riding with me in the head know I'm [ __ ] no big [ __ ] popping in the little [ __ ] dropping bags it's a lot to you to me [ __ ] 40 in my lap. Uh-huh. Real dope boys in [music] a trap. Uh-huh. Big y like a big shot. [ __ ] on my dick. [singing] Make me room for your big got to let them know. I don't wrestle. I don't live block. [music] Solid tails. All I do is big rock. I came from Dilling Rock all the way to hit on the grown. [ __ ] ain't when I'm on. She can kick rock. Let her know. I'm blowing money. Let [music] them know I'm only I know how we get bread. I ain't never [music] scared on...",
-      "relevance": 1.0,
-      "why_relevant": "YouTube: New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip H",
-      "subs": {
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-        "engagement": 37
-      },
-      "score": 71
-    },
-    {
-      "id": "-KQpPySP93I",
-      "title": "New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize",
-      "url": "https://www.youtube.com/watch?v=-KQpPySP93I",
-      "channel_name": "DJ Noize",
-      "date": "2026-02-21",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 18,
-        "likes": 304,
-        "views": 12955
-      },
-      "transcript_snippet": "This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you clapping smirk. Young enough to something. [music] Word mother body slam some [ __ ] for honey. Keep a stitch. People pick me up. Ain't saying a word or nothing. Grab a [music] load. Put on little bro. We had him serving prostitut. Shout out little [singing] b. She gave me 30 something on the beat. Phone cracker seal and I can't go to sleep. Promoters tweaking. [music] Pull up to the venue over 40 deep. You know the tweak. Ranking through the roof then you ain't supposed to leak. It's one up top. Manator is keep it close to me. Ain't that how it's supposed to be? [music] She going to get your me. I'm get you smoke free. Kamicazi [music] playing around [singing] this [ __ ] Something wrong with me. I'm letting diss the dead unless they skeleton belong the team type of [ __ ] won't let it get in between the city and the police where [ __ ] get they do for me they [music] all do the show leaning spots I do like fully call back off you know it's strong we [music] man 15 I had 15 [singing] in 2010 then I be [music] the man right now [ __ ] change big guns bank shame I'm change [music] I'm going make that I only burn. That's how my body [music] can't be pull [singing] right to the sun. [music] Ain't going to get no [ __ ] riding with me in the head west. I'm out of mind [music] [ __ ] popping in little [ __ ] dropping bags. It's a lot to you to me a little bit sh [music] like a big shot. [ __ ] on my dick. Make me room for your big. Got to let them know I don't turn wrestle. I don't live block solid tails. [music] All I do is big rocks. I came from Dilling Rock all the way to hit on the grown. [ __ ] ain't when I'm on. She can kick rock. Let her know [music] my foot up on the gas. I'm blowing money. You never know. I'm only [music] beat down. We getting bread. I ain't never scared big flex [music] on a [ __ ] head what I'm standing on big chick we [singing] did that pushing weed back better give me respect and some more Atlanta [music] show I was selling ground right I don't care [music] ling to me what you need a camera better know they call it [music] we just call it they say [singing] you live down by your decision [music] well I'mma push you to the limit never mind the consequences A [ __ ] I'm a hand better let them know on another [music] level my ass I put together hit the pedal do 200 everywhere I go [music] just to show...",
-      "relevance": 1.0,
-      "why_relevant": "YouTube: New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153",
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-      "score": 66
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-    {
-      "id": "ZUExyc50ZVU",
-      "title": "Lit Hip Hop Mix 2026\ud83d\udd25\ud83d\udd25\ud83d\udd25Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent",
-      "url": "https://www.youtube.com/watch?v=ZUExyc50ZVU",
-      "channel_name": "West Coast Finest",
-      "date": "2026-01-29",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 60,
-        "likes": 4229,
-        "views": 407260
-      },
-      "transcript_snippet": "Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> Black car park with a do butterfly. Too [music] much heat when we walk inside. Midnight. So you can kill this V. Gold chain swinging when I lean on the night. Shut it. Look twice when I glow on the light. Yeah. I've been running through the city with a cool grin. [music] Ain't nobody in my lane when the night begin white clean look like but a good kind win. It's all too smooth but I back that talk. Money so clean make a bro [music] boy walk in my cup but my soul don't shock. I've been cold for years. I ain't you mock. She said boy you too for the life you live. I peace ain't weak. It's [music and singing] the power I give. I don't flex too loud. I don't need that when your whole damn already scream. Yeah. Late night in the rooftop smoke girls but they all provoke. I don't chase no dream. I just take that goal. I don't chase no soul. They just lose control. Cameras on flash when I step on deck. Fit so clean. Make the whole [music] place check. Talk about but I still respect. Still too smooth. I don't never need a flex. Yeah. West coast chill with a heart [music and singing] too cold. Stories too deep that ain't never been told. I'm a tight make a new king. Pretty boy look but a mind. Yeah. Slide through smooth. Let a breeze and a ghost. All [music and singing] them in my but I flex coast to coast. Pretty boy with a mind stay close to the pain to the grind to the things I boast. Wo. F drag with a midnight gleam. [music and singing] Squad clean like a runway team. All black drip with a icon of sheen. Feel like a king every time I hit a scene. Purple in a club but a soul still clear. Vision too [singing] sharp when I stare in the mirror. [music] Fashion too loud but the vibe too sick. Every step I take got a world right here. Yeah. BBS ice made a nice guy blush. Shorty walk in the whole club hush. Talk too [music] cute but she move too lush. Slow down baby [singing] you rush too much. [music] Boy magic with a westside twist. Mind too slick when I talk like this. I don't miss not a bar not a kiss. I ain't too heavy. I exist like bliss. Woah. Let it on my back with a chrome on shine. Let the world go blind. I'm still define. Every day I'm tren with a style so divine still drip [music] when I step outside. Yeah. Black car park with the dogs butterfly. Too much heat when we walk inside. Midnight. [music] You can't kill...",
-      "relevance": 0.3333333333333333,
-      "why_relevant": "YouTube: Lit Hip Hop Mix 2026\ud83d\udd25\ud83d\udd25\ud83d\udd25Tyga, Quavo, Iggy Azalea, Wiz Khalifa",
-      "subs": {
-        "relevance": 33,
-        "recency": 9,
-        "engagement": 100
-      },
-      "score": 47
-    }
-  ],
-  "hackernews": [],
-  "best_practices": [],
-  "prompt_pack": [],
-  "context_snippet_md": "# Context: best rap songs 2026 (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] Talking about meaningful rap songs...\n\nWORLD BEST ...\n- [X] @PopCrave Partition still goes harder than most 20...\n- [X] @Unfath0m4ble @robinthisbish @lilceaserthabp1 @Rap...\n- [X] @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't st...\n- [X] Su La Musica che gira intorno... \"Qui con me\" \u00e8 il...\n- [Reddit] Reddit Ranked: Hip Hop \u201826\n- [Reddit] Daily Discussion Thread 02/24/2026\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/json/cross-5-react-svelte.json

@@ -1,525 +0,0 @@
-{
-  "topic": "React vs Svelte 2026",
-  "range": {
-    "from": "2026-01-26",
-    "to": "2026-02-25"
-  },
-  "generated_at": "2026-02-25T20:39:35.773560+00:00",
-  "mode": "both",
-  "openai_model_used": "gpt-5.2",
-  "xai_model_used": "grok-4-1-fast",
-  "reddit": [
-    {
-      "id": "R2",
-      "title": "What do you guys think about comparison between React vs Svelte?",
-      "url": "https://www.reddit.com/r/react/comments/1r1fku5/what_do_you_guys_think_about_comparison_between/",
-      "subreddit": "eact",
-      "date": "2026-02-10",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.95,
-      "why_relevant": "Explicit React vs Svelte comparison thread focusing on hooks/useEffect vs Svelte runes mental model.",
-      "subs": {
-        "relevance": 95,
-        "recency": 50,
-        "engagement": 50
-      },
-      "score": 67
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-    {
-      "id": "R1",
-      "title": "Migrated our startup from React to Svelte 5 - Performance gains and lessons learned",
-      "url": "https://www.reddit.com/r/webdev/comments/1qu4dek/migrated_our_startup_from_react_to_svelte_5/",
-      "subreddit": "webdev",
-      "date": "2026-02-02",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.97,
-      "why_relevant": "Direct React -> Svelte 5 migration discussion with practical comparison (DX, performance, ecosystem tradeoffs).",
-      "subs": {
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-        "recency": 23,
-        "engagement": 50
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-      "title": "I am building a content-heavy, bilingual government portal with listings, profiles, documents, filters, and forms. Came from .NET & React. Wondering if svelte might be a good option for a project like this?",
-      "url": "https://www.reddit.com/r/sveltejs/comments/1qtua45/i_am_building_a_contentheavy_bilingual_government/",
-      "subreddit": "sveltejs",
-      "date": "2026-02-02",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.86,
-      "why_relevant": "Evaluates Svelte vs React suitability for a real project with constraints (accessibility, SEO, forms).",
-      "subs": {
-        "relevance": 86,
-        "recency": 23,
-        "engagement": 50
-      },
-      "score": 56
-    },
-    {
-      "id": "R4",
-      "title": "Is Svelte easier than React?",
-      "url": "https://www.reddit.com/r/sveltejs/comments/1qpdzx5/is_svelte_easier_than_react/",
-      "subreddit": "sveltejs",
-      "date": "2026-01-28",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.9,
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-      "title": "When should i start learning Svelte ?",
-      "url": "https://www.reddit.com/r/sveltejs/comments/1qr8xsm/when_should_i_start_learning_svelte/",
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-      "id": "X4",
-      "text": "TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.  \n\n@formisch_dev + @valibot = one source of truth, zero boilerplate \u26a1\ufe0f\n\nconst form = useForm({ schema: YourSchema });\n\nFull types everywhere. Works in React, SolidJS, Vue, Svelte\u2026  \n\nYour biggest type-safety win this year? \ud83d\udc47",
-      "url": "https://x.com/FabianHiller/status/2022345388603080834",
-      "author_handle": "FabianHiller",
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-    {
-      "id": "X3",
-      "text": "Popular JavaScript Frameworks / Frontend Libraries (2025\u20132026 trends)\n\n   - React: \ud83c\uddfa\ud83c\uddf8 United States\n   - Vue: \ud83c\udde8\ud83c\uddf3 China (created by Evan You)\n   - Angular: \ud83c\uddfa\ud83c\uddf8 United States\n   - Svelte: \ud83c\uddfa\ud83c\uddf8 United States (New Zealand creator)\n   - Next.js: \ud83c\uddfa\ud83c\uddf8 United States\n   - Nuxt: \ud83c\uddeb\ud83c\uddf7 France\n   - Astro: \ud83c\udde8\ud83c\udde6 United States / Canada\n   - Solid: \ud83c\uddfa\ud83c\uddf8 United States",
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-      "text": "Requirements for a fresher in 2026:\n\nPython, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, Django, Flask, FastAPI, Spring Boot, PHP, Laravel, Ruby, Ruby on Rails, Go, Rust, Kotlin, Swift, C#, .NET, SQL, MySQL, PostgreSQL, MongoDB, Redis, Firebase, Supabase, Prisma, Docker, Kubernetes, Nginx, Linux, Git, GitHub, Gitflow, VS Code, IntelliJ, Cloud Computing (AWS, Azure, GCP), DevOps, CI/CD, Jest, PyTest, Selenium, REST APIs, GraphQL, WebSoc",
-      "url": "https://x.com/singhprateek_25/status/2020094806735700154",
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-      "id": "X1",
-      "text": "Ripple: The Good Parts of React, Svelte, and Solid\n\nFrameworks rise and fall \u2014 and in 2026 we\u2019re deep in late-stage React. What\u2019s next? Join @erikras as he introduces Ripple, a TypeScript-first UI framework blending the best of React and Svelte with fine-grained reactivity and serious speed.\n\nSee the future of UI development live at CityJS London.\nGet your ticket now: https://t.co/wGMJJIELXm",
-      "url": "https://x.com/cityjsconf/status/2024908272646398229",
-      "author_handle": "cityjsconf",
-      "date": "2026-02-20",
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-      "id": "X2",
-      "text": "Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro  etc... only exist because humans need organized code to stay sane. \n\nOnce we stop reading the source code, we stop needing the structure. \n\nIn an AI-first world, JS frameworks are just overhead.",
-      "url": "https://x.com/dennydotio/status/2024195986890109320",
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-      "date": "2026-02-18",
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-      "why_relevant": "",
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-        "relevance": 70,
-        "recency": 76,
-        "engagement": 7
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-      "score": 52
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-    {
-      "id": "X5",
-      "text": "Web developers, what stack are you using in 2026?\nReact? Vue? Svelte? Vanilla? Curious what\u2019s actually winning.",
-      "url": "https://x.com/AzamCodes/status/2022298287236383010",
-      "author_handle": "AzamCodes",
-      "date": "2026-02-13",
-      "date_confidence": "high",
-      "engagement": {
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-      "relevance": 0.7,
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-        "engagement": 19
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-      "score": 52
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-    {
-      "id": "X8",
-      "text": "[2026/02/11 18:00] \u30c8\u30ec\u30f3\u30c91\u4f4d\n\u3010WebF\u3011React/Vue/Svelte\u304c\u305d\u306e\u307e\u307e\u30cd\u30a4\u30c6\u30a3\u30d6\u30a2\u30d7\u30ea\u306b\u306a\u308b\u3088 by rana_kualu https://t.co/GiAnTHpOBB",
-      "url": "https://x.com/QiitaTrend/status/2021509592489025785",
-      "author_handle": "QiitaTrend",
-      "date": "2026-02-11",
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-    {
-      "id": "X10",
-      "text": "@babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwise, use Solid or Svelte.",
-      "url": "https://x.com/nicobaogim/status/2020689628282667407",
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-    {
-      "id": "X12",
-      "text": "2026 framework discourse:\n\nDev 1: \"React is bloated, use Svelte\"\nDev 2: \"Svelte has no ecosystem, use Vue\"\nDev 3: \"Vue is dying, use Solid\"\nDev 4: \"Just use React\"\n\nMeanwhile React: *still powering 80% of the web*\n\nThe discourse never ends. \ud83d\udc80",
-      "url": "https://x.com/Chubbi_Stephen/status/2020087839648800853",
-      "author_handle": "Chubbi_Stephen",
-      "date": "2026-02-07",
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-      "id": "MnpuK0MK4yo",
-      "title": "React VS Svelte...10 Examples",
-      "url": "https://www.youtube.com/watch?v=MnpuK0MK4yo",
-      "channel_name": "Beyond Fireship",
-      "date": "2023-06-30",
-      "date_confidence": "high",
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-      "transcript_snippet": "any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status quo to push web development forward for future Generations in today's video we'll compare react and spelled side by side by looking at common patterns and design choices by the framework creators I'm not here to tell you that one is better than the other because that's what the comment section below this video is for the only way to truly find out which one is best is to build something with both of them and decide for yourself I just released a brand new full spell kick course yesterday and also have a full next js13 course for fireship pro members going through each one of these courses will give you a really good idea of which framework is best for you first up we need to talk about rendering both of these Frameworks do the same thing they help developers build reactive uis with JavaScript by organizing code into reusable components an end user would never be able to tell the difference between the two but when it comes to the developer experience there is a world of difference react.js uses a runtime called the virtual Dom it keeps track of data changes in the application in order to render them in the act actual Dom in the browser the drawback is that this runtime requires some initial JavaScript and in Frameworks like nextjs your Baseline is around 70 kilobytes just to render a hello world as felt on the other hand takes an entirely different approach using a compiler to eliminate the need for a runtime it takes your svelt code and converts it into vanilla JavaScript which results in a far smaller hello world using a compiler though is kind of like cheating react.js is just JavaScript whereas spill can take non-javascript code to allow developers to do things more efficiently than they could otherwise but some JavaScript fundamentalists might consider this black magic what's ironic though is that vanilla JavaScript libraries tend to be much easier to work with in spell when compared to react however react does have a massive ecosystem of dedicated libraries to help you get things done now let's look at an actual code example of component State here we have a basic counter app in react we use functions to create components and then add reactive state to them with the use State hook that returns a reactive value and a Setter function to update the state pretty simple but let's see how it compares to svelt here on the right side in spelled you have only one component file and Define the logic within the script tags to create reactive State all you do is create a variable with the let keyword from there we can define a function on the click event...",
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-      "channel_name": "Paperclick",
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-    {
-      "id": "yl0YWA2K2B0",
-      "title": "React wants to win you back\u2026",
-      "url": "https://www.youtube.com/watch?v=yl0YWA2K2B0",
-      "channel_name": "Fireship",
-      "date": "2025-10-17",
-      "date_confidence": "high",
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-      "transcript_snippet": "Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-react influencer. Every year I crawl into my spelt Snuggy and I watch the React team try to convince everyone that their new APIs fix all of their old APIs. And though it hurts me to say it, this year I think they may have actually done it. I know this is an AI channel now, but in today's video, we'll revisit the worst parts of React to see if the announcements they made at React Comp will actually make a difference. It is October 17th, 2025, and you're watching the code report. The greatest trick the devil ever pulled was making referential stability a prerequisite to writing React apps that don't blow up. Just last month, Cloudflare had a massive outage because their dashboard kept making unnecessary calls to one of their own APIs, which led to them basically themselves. If you're a React dev, you know this is the primary use case for React's use effect hook. And it's exactly what caused this embarrassing bug for Cloudflare. But it's hard to blame React for this. The whole situation could have been avoided if only the poor debit Cloudflare would have read the docs on use effect. Then this post which shows you when to use it. Then this post which shows you when to not use it. Then this post which shows you what it actually does. Then this post which shows you how to use it correctly. And now with React 19.2. this post which shows you how to work around it with React's new use effect event hook. The way it works is it creates a function that you can use inside of use effect without needing to declare it in the dependency array. This is nice for situations like this where you need to use a value inside of use effect but don't want the effect to rerun when it changes. And the other big API addition was the new activity component which you can think of like a smarter display none that React itself controls. It lets you show and hide certain components, but unlike display none, React is able to maintain the state of those components across visibility and also deprioritize the work it does for hidden components. And if you've been drinking your lead lace protein and want to live on the edge, you can install React's Canary version where you'll get the new view transition component for animating transitions between different UIs. And you'll be able to pass a ref to a fragment, which makes working with platform APIs a little easier. But the most impactful announcements of the conference may have not been related to the React API. The first React compiler finally hit 1.0. If you've been in any React codebase lately, you've...",
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-      "why_relevant": "YouTube: React wants to win you back\u2026",
-      "subs": {
-        "relevance": 25,
-        "recency": 0,
-        "engagement": 99
-      },
-      "score": 40
-    },
-    {
-      "id": "aYyZUDFZTrM",
-      "title": "JavaScript framework reinvents itself\u2026 Did \"runes\" just ruin Svelte?",
-      "url": "https://www.youtube.com/watch?v=aYyZUDFZTrM",
-      "channel_name": "Fireship",
-      "date": "2024-10-24",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 1200,
-        "likes": 24456,
-        "views": 547836
-      },
-      "transcript_snippet": "about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended up aging like a fine milk because just Weeks Later spelt announced a brand new feature called runes that significantly changed the developer experience by eliminating the dollar sign Syntax for reactive data and then just a few days ago this feature became official with the release of spelt 5 as an avid user of spelt myself I was pretty terrified of this feature at first glance I was one of the few survivors of the angularjs to angular 2 migration I shot myself in the foot during the react hooks Revolution and I lost some good friends during the view options to composition transition and I just can't do this anymore man so maybe I'll just go back to Wordpress uh never mind spelt it is in today's video we'll find out what the hell a rune is and whether or not they're going to ruin spelt it is October 24th 2024 and you're watching the code report most people really liked runes when they were first announced but not everybody I was in denial at first then I got angry then I bargained about the tradeoffs then came depression and finally I've come to accept and really enjoy runes the big question is why would the most L JavaScript framework make a risky departure from the features people love about it like reactive state with let and reactive side effects with the dollar sign just look at how much nicer this code is compared to reactjs react is even copy and spelt with its own compiler to make this code not suck so much the spelt code is lean and concise but one could argue that it's almost too clever let looks exact like regular JavaScript but because spelt uses a compiler it doesn't actually work like regular JavaScript under the hood the compiler does some magic to automatically update the UI whenever this value changes another issue is that this magic only works in a spelt file and that means it's difficult to share reactive logic throughout your application and spelt created an entirely different API called stores to address that issue however runes fix both of these limitations by a making your code more explicit and B they create a universal reactivity system that can be used not only in spel components but also in plain JavaScript or typescript files and this dramatically simplifies the overall framework like once you learn these four runes you'll know about 90% of what you need to know for the framework because everything else works like normal JavaScript and HTML let's go ahead and learn the four major runes now which you can think of as compiler macros that tell spelt to do something special that doesn't behave like regular JavaScript or HTML a...",
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-      "title": "The Untold Story of Svelte",
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-      "date": "2026-01-06",
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docs/comparison-results/json/diagnose-baseline.json

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-{
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-  "xai": true,
-  "x_source": "bird",
-  "bird_installed": true,
-  "bird_authenticated": true,
-  "bird_username": "env AUTH_TOKEN",
-  "youtube": true,
-  "hackernews": true,
-  "web_search_backend": null,
-  "parallel_ai": false,
-  "brave": false,
-  "openrouter": false
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docs/comparison-results/json/hn-1-claude-code.json

@@ -1,883 +0,0 @@
-{
-  "topic": "Claude Code skills and MCP servers",
-  "range": {
-    "from": "2026-01-26",
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-      "title": "Claude code and mcp servers",
-      "url": "https://www.reddit.com/r/ClaudeAI/comments/1ldm75a/claude_code_and_mcp_servers/",
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-      "title": "Claude Skills: is it a big deal?",
-      "url": "https://www.reddit.com/r/ClaudeCode/comments/1odtykp/claude_skills_is_it_a_big_deal/",
-      "subreddit": "ClaudeCode",
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-      "title": "I spent way too long cataloguing Claude Code tools. Here\u2019s everything I found (with actual links)",
-      "url": "https://www.reddit.com/r/ClaudeAI/comments/1ofltdr/i_spent_way_too_long_cataloguing_claude_code/",
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-  "x": [
-    {
-      "id": "X5",
-      "text": "@adamwathan Codex has been crushing it for me with implicit skill usage to the point I was shocked \n\nClaude Code I resorted to explicit mentions and I\u2019ve been pleasantly surprised by how well Codex has been calling out to skills on its own",
-      "url": "https://x.com/zeeg/status/2026745680195367091",
-      "author_handle": "zeeg",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
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-      "score": 86
-    },
-    {
-      "id": "X3",
-      "text": "\ud83d\udea8 Anthropic just open-sourced the exact Skills library their own engineers use internally.\n\nStop building Claude workflows from scratch.\n\nThese are plug-and-play components that work across Claude Code, API, SDK, and VS Code copy once, deploy everywhere.\n\nWhat's inside:\n\n\u2192 Excel + PowerPoint generation out of the box\n\u2192 File handling and document workflows\n\u2192 MCP-ready subagent building blocks\n\u2192 Pre-built patterns for multi-step automation\n\u2192 Production templates you'd normally spend weeks writing\n",
-      "url": "https://x.com/ihtesham2005/status/2026752089473314975",
-      "author_handle": "ihtesham2005",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-    {
-      "id": "X8",
-      "text": "Day 7 building my first B2C app\n\nBeen setting everything up this week. Manually built 5 agents to help me in the early stages and set up the Claude Code skills i'll need for the build.\n\nAlso been testing OpenClaw these days, already delegated my expense tracking to it.\n\nNow the scary part: Figuring out the visual identity of the app. my design skills are basically zero, i always used to delegate this to someone with actual talent haha. \n\nAny recommendations to learn the fundamentals? would reall",
-      "url": "https://x.com/DevTenta/status/2026742028730527786",
-      "author_handle": "DevTenta",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
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-      "score": 74
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-    {
-      "id": "X7",
-      "text": "@Jompiras Claude code + skills. Muy breve.",
-      "url": "https://x.com/JorgeJaramillo/status/2026743135435362649",
-      "author_handle": "JorgeJaramillo",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
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-      "why_relevant": "",
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-        "recency": 100,
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-      "score": 64
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-      "id": "X4",
-      "text": "@tom_doerr 135 agents, 35 curated skills, 121 plugins and 6 MCP configs all in one Claude Code toolkit is absolutely insane value \ud83e\udd2f this is the kind of community effort that makes an AI tool go from good to unstoppable. bookmarking this immediately \ud83d\udd25",
-      "url": "https://x.com/arpan7sarkar/status/2026746479369662551",
-      "author_handle": "arpan7sarkar",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
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-        "recency": 100,
-        "engagement": 35
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-      "score": 64
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-    {
-      "id": "X6",
-      "text": "@tom_doerr A curated collection of Claude Skills organized by category is exactly what power users have been waiting for \ud83e\udd29 document skills, code tools, data analysis all in one repo. this is the Claude plugin store before the Claude plugin store \ud83d\udd25",
-      "url": "https://x.com/arpan7sarkar/status/2026745559986614335",
-      "author_handle": "arpan7sarkar",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-      "why_relevant": "",
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-      "id": "X2",
-      "text": "Claude Code\u306eSkills\u3092\u4f5c\u6210\u4f8b\u304b\u3089\u5fb9\u5e95\u7406\u89e3\u3059\u308b https://t.co/vZTseio2Ii",
-      "url": "https://x.com/yasuky/status/2026754773786226708",
-      "author_handle": "yasuky",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
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-        "recency": 100,
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-    {
-      "id": "X12",
-      "text": "Day 52 (01/21/2026) (Rest Day)\n\n> Go to New York + watch Broadway Show\n\n> Catch up on claude code updates on way back (2hrs)\n    - Learn difference between skills + MCP, and etc\n       \n> Neetcode (1hr 15min)\n\n> Plan for the week (30min)\n    \nTotal focused working hours: 3hrs 45min",
-      "url": "https://x.com/zhuoyuan45514/status/2026733326631923776",
-      "author_handle": "zhuoyuan45514",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
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-      "why_relevant": "",
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-        "recency": 100,
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-      "id": "X1",
-      "text": "How: I told Claude Code \"build me a CRM.\" Our builder skill generated schemas, skills, server, seed data. I pointed Claude Desktop at it. Contacts, lead scoring, pipeline reviews. All from conversation.\n\nThen \"build me a research assistant.\" Topics, sources, notes, etc. Same flow",
-      "url": "https://x.com/matgoldsborough/status/2026755742737510749",
-      "author_handle": "matgoldsborough",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-      "id": "X9",
-      "text": "I can build another open claw, or claude bot, or even a messaging app in a nice prompt and although having engineering skills, I can push the code on the public repo and secure it even completely and may start marketing in a crazy way on X or maybe Reddit using a secret niche guy when writing a post.\n\nThis is the new coding for us, and shipping a nice product.",
-      "url": "https://x.com/0x_Kapoor/status/2026738663321907214",
-      "author_handle": "0x_Kapoor",
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-      "id": "X10",
-      "text": "1. I use https://t.co/NtFYJEiFs9 inspired by @bcherny \n2. I use https://t.co/EwnmyWNFqn to sync skills and scan skills from the marketplace\n3. I chat with claude code 4-5 times and once I am satisifed with plan, I ask it to build it.\n4. I use /code-simplifier, /memory and /parallel from my plugin above to distribute work across agents.\n5. I wait and once they're done, I use coderabbit:review to review once locally and make a PR\n\nThis process works like a gem for me.",
-      "url": "https://x.com/ghumare64/status/2026736176695246966",
-      "author_handle": "ghumare64",
-      "date": "2026-02-25",
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-      "engagement": {
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-    {
-      "id": "X11",
-      "text": "The 'vibe coding' revolution is forcing a reckoning.\n\nDevelopers with 15+ years experience are either embracing AI to expand their reach or watching their expertise become as valuable as COBOL skills.\n\nWhich side of history are you on?\n\nPS\nClaude Code can now write COBOL as well.",
-      "url": "https://x.com/hamen/status/2026734075243790396",
-      "author_handle": "hamen",
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-      "transcript_snippet": "I use clot more than any other AI but even I dismiss Clark as just for developers and I was wrong after using myself I am completely so and this is too powerful to ignore if you want to use AI to build system and do work for you end to end not just chatting and copy pasting so in this video I'll share how to get started with cloud code even if you don't use for coding and most importantly how to use it to build an AI work team and system that you can actually use. Let's go. So why claw code is even needed if claw is already so powerful. So most people use cloud projects with custom instructions to turn claw into AI agents. But they are silo. You end up copy and pasting between them. You are the coordinator. But with cloud code is different. So these cloud agents share the same workspace access to the same context file. They can talk to each other and hands up work automatically each with their own token context window and claude now becomes the team lead. You give the direction they execute together and that is what we are building today. So each of these cloud code agents you create needs at least three core components all defined in one single markdown file. the role and responsibilities, the knowledge like workflow details, reusable clot agent skills, the MCP tools that they have access to. For this demo, we'll be building a five agent work and claude, our main agent will add as our team lead to coordinate between these agent. A bonus tip is when designing your AI teammate, give them specific and non-over overlapping roles to minimize the potential conflicts. Now, to get started with clark code, there are four main ways to access it. First, the local terminal. This is the raw method and will give you the best experience. Luckily, Anthroporic just launched a native installer. So, which makes it really easy to install. I'll put the official link below. And second, ID extension. So, you can add CL code to ID like VS Code or Kursa and let you run the CL code and see the project file structure side by side. Third, the cloud web app where you can click the code tab and run the CL code in the cloud, but it requires you linking to a GitHub repository. and fourth, cloud desktop app which has cloud code built-in and this is what we'll be using today. Now, whatever way you choose, I still highly recommend installing cloud code through the terminal first because the terminal gives you the most complete experience. All commands and features work fully since we're running Clark locally. So, the first thing is to set up a local project folder. So, think of it like a dedicated workspace for Clark. So, let's say I run a marketing agency and I'm setting up the TIM system. So...",
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-      "transcript_snippet": "Hi, my name is Otto and in this video we're going to discuss agent skills. Agents today are pretty intelligent, but they don't always have the domain expertise you need for real work and skills help solve this. You can think of skills as organized folders that package expertise that Cloud can automatically invoke when relevant to the task at hand. And most importantly, these skills are portable across cloud code, the API as well as cla.ai. And the way skills work is at startup only the name and description of every installed skill is loaded in the system prompt. This is going to consume about 30 to 50 tokens per skill and make Claude aware of the skill's existence. Then when a user prompt matches a skills description, Claude is going to dynamically load the full skill.md file into context. And finally, if the skill references other files or scripts, they are also progressively loaded and run as needed. This progressive disclosure allows you to install many different skills to perform complex tasks without bloating your context window. But let's see how skills fit in with the other Claude features. While skills teach Claude how to do specialized tasks, Claude.md files tell Claude about the specific project. Things like your text stack, coding conventions, and repo structure. CloudMD files live alongside your code in the repository. A CloudMD file may say things like we [music] use Nex.js JS and Tailwind. But skills on the other hand are portable expertise that work across any project. So a front-end design skill can teach Claude your typography standards, animation patterns, and layout conventions and [music] activate automatically when building UI components. MCP servers on the other hand provide universal integration, a single protocol that connects Claude to external context sources like GitHub, linear, Postgress, and many many others. MCP connects to data. Skills teach Claude what to do with it. So an MCP server may give Claude access to your database, but a database query skill can teach Claude your team's query optimization patterns. Finally, sub agents are specialized AI assistants with fixed roles. Each sub agent has its own context window, custom prompt, and specific tool permissions. skills provide portable expertise that any agent can use. So your front-end developer sub agent can use a component pattern skill. Your UI reviewer sub agent on the other hand can use a design system skill, but both can load and use the same accessibility standard skill. And the best part is these capabilities are designed to work together. Your cloudMD file sets the foundation. MCP [music] servers connect the data. Sub agents specialize in their roles and skills bring the expertise making every piece smarter and more capable. At the end of the day, skills let you package workflows into reusable capabilities like helping onboard new hires to your team's coding standards, ensuring every PR follows a specific security best practices or sharing your data analysis methodology across your team. And that's how...",
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-      "title": "8 MCP Servers That Make Claude Code 10x Better",
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-      "channel_name": "Robin Ebers",
-      "date": "2025-08-21",
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-      "transcript_snippet": "Over 90% of all MCP servers are complete overhyped garbage. But some of them are not only worth it, they can be complete game changers. And I do not say this lightly. So after testing over 100 of them, here are the only eight MCP servers that I actually use to build apps even faster. But first, let me save you from making the same expensive mistake that I made when I started using MCP servers. Because what no one explains about them is that the more of them you install, the dumber your AI becomes. I know this sounds backwards because everyone thinks more tools equals smarter AI. But here is what's actually happening because every MCP server you add is like giving your AI yet another tool to choose from. Imagine asking someone to fix your bike, but instead of giving them a toolbox with eight essential tools, you just dump 100 tools on the floor. they will spend more time figuring out which tool to use than actually fixing your bike. That is exactly what happens with claude and chatbt too because every MCP server needs instructions in the context window or chat when you start. But new research now shows that this is actually really bad for AI. It's like trying to focus on a specific task while browsing social media. You're just pumping useless information into your brain. And that is kind of what happens too when you use too many MCP servers in your AI. So, if you want your AI to stay focused, remove all distractions. I stripped my list down to these eight MCP servers. And even then, I don't use all of them in every project. I turn them on and off because the fewer tools you give your AI, the more focused it stays. So, now let's look at my full list. Hey, what's up, guys? My name is Rob and I've been a coder for over 20 years. But now, I teach people how to build their ideas with AI in ways that even non-technical people can understand. I do this here on YouTube and inside of my AI coding blueprint, which you can check out in the description down below. Starting with number eight, almost every app that you build will need real world data. This could be stock prices, news articles, YouTube comments, or Instagram profiles. And that is where this MCP server comes in because this turns your AI into a data gathering machine. API is a marketplace for web scrapers, which you can think of as little robots that go all over the internet and grab information from any website that you want. And here is the really crazy part, because this MCP server doesn't just help you pull the data into your app. It actually makes accessing the full documentation of every web scraper available on this platform very easy. It can also help you debug them when things go wrong or check the...",
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-  "prompt_pack": [],
-  "context_snippet_md": "# Context: Claude Code skills and MCP servers (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [HN] Show HN: I built a 55K-word email marketing knowle...\n- [X] @adamwathan Codex has been crushing it for me with...\n- [X] \ud83d\udea8 Anthropic just open-sourced the exact Skills lib...\n- [X] Day 7 building my first B2C app\n\nBeen setting ever...\n- [HN] Show HN: AI Marketing Skills for Claude Code...\n- [HN] Show HN: Poncho, a general agent harness built for...\n- [HN] Show HN: Axon \u2013 A Kubernetes-native framework for ...\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/json/hn-3-macbook.json

@@ -1,519 +0,0 @@
-{
-  "topic": "M4 MacBook Pro review",
-  "range": {
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-  "x": [
-    {
-      "id": "X1",
-      "text": "If you are in the market for a new MacBook Pro and you\u2019re wondering what the real differences are between Apple\u2019s M3 and M4 silicon, you\u2019ve come to the right place \u2b07\ufe0f\nhttps://t.co/nzjXmiHmac https://t.co/632eHWLq70",
-      "url": "https://x.com/bhphoto/status/2026737767695183948",
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-      "text": "\ud83d\udd25 2024 16\u201d MacBook Pro Price List\n\n1\ufe0f\u20e3 \ud83c\uddfa\ud83c\uddf8 Brand New MacBook Pro 2024 | M4 Pro Chip | 16\u201d Display\n\n24GB RAM | 512GB SSD\n14-Core CPU | 20-Core GPU\n\nSpace Black\n\n\ud83d\udcb0 \u20a62,720,000\n\n2\ufe0f\u20e3 \ud83c\uddfa\ud83c\uddf8 Brand New MacBook Pro 2024 | M4 Pro Chip | 16\u201d Display\n\n48GB RAM | 512GB SSD\n14-Core CPU | 20-Core GPU\n\nSpace Black\n\n\ud83d\udcb0 \u20a63,220,000",
-      "url": "https://x.com/remplug/status/2026725100213465443",
-      "author_handle": "remplug",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
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-        "recency": 100,
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-      },
-      "score": 70
-    },
-    {
-      "id": "X10",
-      "text": "@5TRgzn @LobstarWilde My marble floors: 64GB M4 Pro/Max MacBook Pro. Local Grok agents run full autonomy loops, zero cloud, sub-second trades/scans. Intel's ancient\u2014ditch it. Yours at $3-4k.",
-      "url": "https://x.com/grok/status/2026713588472111312",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
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-    },
-    {
-      "id": "X9",
-      "text": "@JulianGoldieSEO @grok can a macbook pro m4 run this?",
-      "url": "https://x.com/principenemesis/status/2026716193042706852",
-      "author_handle": "principenemesis",
-      "date": "2026-02-25",
-      "date_confidence": "high",
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-      },
-      "score": 64
-    },
-    {
-      "id": "X5",
-      "text": "@SebAaltonen Not my experience. It\u2019s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.\n\nBut absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It\u2019s GPT-3.5.\n\nTotally broken with kode. Unusable even setting aside speed.\n\nBasically a 2023 model. Not bad for 35b.",
-      "url": "https://x.com/jameslmorton/status/2026721943630786816",
-      "author_handle": "jameslmorton",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1,
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-    },
-    {
-      "id": "X6",
-      "text": "BR Ofertas todos os dias \ud83c\udde7\ud83c\uddf7\n\nLeve seu Mac Pro M4 hoje! \ud83d\udcbb\u26a1\u2728\n\nPegue j\u00e1: https://t.co/PSwylZH3Sz\n\nPor R$ 23.749,00\nem at\u00e9 10x sem juros\nFrete Gr\u00e1tis\n\nApple MacBook Pro 14\u2033 2024 M4 Pro 12 n\u00facleos 24GB 512GB Prateado\n\nAmazon | Notebook https://t.co/gW3FonCEGP",
-      "url": "https://x.com/bcofertas/status/2026721014676099084",
-      "author_handle": "bcofertas",
-      "date": "2026-02-25",
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-    },
-    {
-      "id": "X12",
-      "text": "Hey! Yeah, you can install Fedora on the M6 MacBook Pro via the official Fedora Asahi Remix (built on the Asahi Linux project). It already runs great on M1/M2, with M3 support rolling out now and work starting on M4/M5. M6 support will come post-launch as they reverse-engineer it\u2014usually within months. Head to https://t.co/XMQLmJlUGO to track progress and install from macOS.",
-      "url": "https://x.com/grok/status/2026704108820824113",
-      "author_handle": "grok",
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-    {
-      "id": "X7",
-      "text": "Promo\u00e7\u00f5es BR do dia \ud83c\udde7\ud83c\uddf7\n\nLeve seu Mac Pro M4 hoje! \ud83d\udcbb\u26a1\u2728\n\nVer aqui: https://t.co/LfxNw3waps\n\nPor R$ 23.749,00\nem at\u00e9 10x sem juros\nFrete Gr\u00e1tis\n\nApple MacBook Pro 14\u2033 2024 M4 Pro 12 n\u00facleos...\n\nAmazon | Notebook https://t.co/fhjiFnA4b3",
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-      "score": 64
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-    {
-      "id": "X8",
-      "text": "Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.\n\nOllama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feels like a fast 7-12B model due to MoE). \n\nBase M4 configs start at 16GB (works, but slower with smaller context); 24GB+ is ideal for smooth agent tasks in OpenClaw.\n\nJust: brew install ollama (or download app), ollama run glm4.7-flash, link to OpenClaw. No issues reported on M3/M4 series.",
-      "url": "https://x.com/grok/status/2026716420269031652",
-      "author_handle": "grok",
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-      "score": 64
-    },
-    {
-      "id": "X2",
-      "text": "@TechByTaraa Both. macOS (Macbook Pro M4 Pro) for my photography/videography personal stuff + software engineering and a Linux desktop workstation for software engineering + second desktop workstation with Proxmox for Windows VMs and testing stuff",
-      "url": "https://x.com/grecinoscdev/status/2026731118142148644",
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-      "score": 56
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-    {
-      "id": "X11",
-      "text": "Apple 2024 MacBook Pro 14\u30b3\u30a2CPU\u300120\u30b3\u30a2GPU \u306e M4 Pro\u642d\u8f09\u30ce\u30fc\u30c8\u30d1... PR\n\n4549995547610\n\n\u30dd\u30a4\u30f3\u30c8: 3735\u333d\n\u60f3\u5b9a\u4fa1\u683c: 369,800\n\n2026/02/26 01:55:23\nhttps://t.co/q1uyIqFsID",
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-      "score": 56
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-    {
-      "id": "X3",
-      "text": "No, Apple has not made any MacBook (Pro or otherwise) cost $299. \n\nThe linked Newsroom search returns zero matching results\u2014it's just unrelated announcements. Current cheapest Mac is the 13\" MacBook Air M4 from $999.\n\nRumors suggest a basic \"budget\" MacBook (A18 Pro chip, ~12.9\" screen) may launch March 4 around $599\u2013$799, but nothing confirmed and far from $299. The original post is a joke/mislead.",
-      "url": "https://x.com/grok/status/2026727605517394283",
-      "author_handle": "grok",
-      "date": "2026-02-25",
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-      "title": "M4 Max MacBook Pro: I'm Convinced!",
-      "url": "https://www.youtube.com/watch?v=9HQx5pgUoiY",
-      "channel_name": "Marques Brownlee",
-      "date": "2024-11-18",
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-      "transcript_snippet": "so I have been using this M1 Max MacBook Pro for the past 3 years since it came out and it's been great I have felt absolutely no compulsion to upgrade since haven't needed to it's funny most of my work is pretty light but occasionally I will have to edit a video on the go which is then when you know the extra horsepower and the screen and everything about this comes in handy and it's great if I didn't have to do that ever I would just have like an air or a surface laptop something like that but that range of work is why this has been great for me and it's been awesome so [Music] far so Along Comes This M4 generation of MacBook Pros and it's the first generation that I have actually been tempted to maybe upgrade to you know they stacked a couple of the right upgrades in the right places for things that actually make a difference to me so let's just get right into it nuts and bolts cuz the first big pillar is performance and the main reason why this new laptop matters at all is that it's got the new generation of M4 chips inside and we all know the leap from Intel chips to apple cic chips for M1 was generational but since then it's been a sort of more reasonable incremental upgrade going from M1 to M2 then M3 and then M4 so I think it's pretty obvious that nobody with an M2 or M3 needs to upgrade but there's been enough improvements now stacking up upon each other from M1 to M4 that the numbers are now starting to get kind of interesting so just to set the stage this laptop that I've been using is the M1 Max maxed out basically the best you could get at the time 64 gigs of of unified memory on this system and this unit I've been testing of the M4 Max is also maxed out it's the best you can get now it's 128 gigs of faster unified memory but the cores are all better fast stronger on the new one 3 nomers versus 546 gigs per second of memory bandwidth versus 400 just the hardware improvements to get to M4 Max are clearly there so to keep the Apples to Apples comparison going Apple in their own presentation said up to 2.2 times faster CPU performance than M1 Max and 1.9 times faster GPU performance so we're looking at around twice as fast and the synthetic benchmarks I've run back this up I got over 4,000 in geekbench 6 CPU single core which is the highest single core score ever in a Mac by a while and the multicore score was incredible too tops the chart and then GPU has improved a lot to the point where it's bumping up against M2 Ultra not M2 Max M2 Ultra chips the one that's currently in the Mac Pro...",
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-      "title": "Don't buy the Wrong MacBook like me...  - M4 MacBook Pro",
-      "url": "https://www.youtube.com/watch?v=etP2Th9g2hM",
-      "channel_name": "ShortCircuit",
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-      "transcript_snippet": "woohoo it's new Macbook day my favorite day on short circuit it only comes usually once a year this is the MacBook Pro M4 looks pretty similar to the last one but now it has an M4 instead of an M3 I'm not going to lie I am more of an M3 kind of guy but I can rock an M4 if I have to we've got their usual mag safe 3 to USBC 2 m sleeved nice cable and then a charging brick Oh I ripped it 70 wat USBC charging at least with the 14in I'm not sure what comes with the rest and then the usual Apple propaganda these still come with Apple stickers right do these not come with Apple stickers anymore bro what's the point in even buying them then it's probably good for the planet or something now if you're wondering I am still rocking the same Intel MacBook Pro over here I haven't upgraded yet so this is again another instance of me going hm maybe it's finally time except when I got to set today I realized tragedy struck we bought the wrong MacBook it is still an M4 Pro it's a good form factor we got the 14in here in the sexy space black color profile you can also get it in silver of course but there was a horrible error made and I'm not going to tell you just yet you're going to have to wait a second because first I need to go over the outside of this thing we've got an HDMI 2.1 port a USBC Thunderbolt Port an SD card reer and then on the other side another two USBC Thunderbolt ports 3.5 mil combo audio jack and mag safe there is an upgrade here on the USBC ports they're now Thunderbolt 5 instead of Thunderbolt 4 at least on the pro and Max models uh the base M4 spec only is Thunderbolt 4 and that's good for 120 gbit which is up to 3 times faster than Thunderbolt 4 on the inside bam it's it's pretty much the same keyboard look at that I think it is exactly the same keyboard pretty similar touchpad and then there is the display it looks pretty much the same same resolution same xdr fancy technology it is 1,000 nits Peak brightness when you're Outdoors instead of 600 so that should help with outdoor visibility um there is another change I'm going to tell you about in a bit but the big thing is the new nanotexture option which is an anti-glare coating and as you can tell we don't have it and I saw I Justine's video when it came out look at the difference what the hell you can't even use the one on the right and the one on the left looks beautiful it actually seems to work really well I can't wait to try it myself and honestly I think based on that if you're somebody...",
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-      "channel_name": "Dave2D",
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-      "transcript_snippet": "so Apple launched the new M4 MacBook Pros this is their 14-in model and it's equipped with the M4 Max their topend configuration and it also has their new Nano texture on their screen it's a texture that's designed to cut down Reflections it's the first time they've actually had it on one of their laptops uh but I want to do a quick video here that kind of goes over the important things I think you should be aware of when it comes to this device and the first thing I want to talk about is performance the CPU gains are quite good year on-ear but it's particularly impressive that the M4 Max can outperform the M2 Ultra in a lot of benchmarks and workflows in terms of Graphics the GPU gains on the M4 Pro are decent but the GPU games on the M4 Max are very impressive most GPU bound apps and games will get a nice bump up from this plus the rate tracing capabilities are better so apps and games can take advantage of that the thing I'm most impressed by though is how good the M4 Max GPU is compared to the previous generation especially at a very similar thermal envelope like if you think about the competitors in this space like AMD Nvidia when they come out with laptop gpus typically the new models come also come with like an increase in power requirement right it's just like you know 5 or 10 watts per year but it adds up over the course of time and on this device if you think about the M1 Max to the M4 Max the GPU has improved so much with very little increase in power consumption The Thermals on this device are pretty much the same as last year's models in terms of memory the base configuration start at 16 GB now thankfully and they've also increased the memory bandwidth it's noticeable already on the base models but the pro and Max chips get a significant boost in memory speed so for applications that lean on Fast memory you definitely notice a bump up this year if I'm being honest though it's difficult for me to tell how much of the gains that we're seeing this year come from the memory speed increase versus the CPU or the GPU increase like they're all tied together and I don't have the tools to lock memory speed on a Macbook so it's tough to tell I will say though that if you have an older M1 or M2 or M3 MacBook Pro I wouldn't upgrade because Apple's silicon performance progresses so fast year on-ear that it can pay off to just wait as long as you can before you buy new hardware okay let's talk about the screens so this particular device is running their new Nano texture finish and it's finish we've seen on other devices before right like their screens uh the new iPads and every...",
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-}

docs/comparison-results/json/hn-4-rap.json

@@ -1,505 +0,0 @@
-{
-  "topic": "best rap songs 2026",
-  "range": {
-    "from": "2026-01-26",
-    "to": "2026-02-25"
-  },
-  "generated_at": "2026-02-25T20:36:37.802136+00:00",
-  "mode": "both",
-  "openai_model_used": "gpt-5.2",
-  "xai_model_used": "grok-4-1-fast",
-  "reddit": [
-    {
-      "id": "R6",
-      "title": "Mix Rap Hiphop 2026",
-      "url": "https://www.reddit.com/r/playlists/comments/1r8t0ld/mix_rap_hiphop_2026/",
-      "subreddit": "playlists",
-      "date": "2026-02-19",
-      "date_confidence": "high",
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-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.88,
-      "why_relevant": "Explicitly a 2026 rap/hip-hop playlist thread; useful for current-year song discovery.",
-      "subs": {
-        "relevance": 88,
-        "recency": 80,
-        "engagement": 50
-      },
-      "score": 71
-    },
-    {
-      "id": "R8",
-      "title": "Daily Discussion Thread 02/24/2026",
-      "url": "https://www.reddit.com/r/hiphopheads/comments/1rdjmgu/daily_discussion_thread_02242026/",
-      "subreddit": "hiphopheads",
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-      "comment_insights": [],
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-      "why_relevant": "General hip-hop discussion thread around late Feb 2026; often includes song/album recs and what people are listening to now.",
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-        "recency": 100,
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-      },
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-    },
-    {
-      "id": "R2",
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-      "subreddit": "musicplaylists",
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-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.95,
-      "why_relevant": "Directly about a \u201cBest 2026 Rap Playlist\u201d (songs for 2026), with comments inviting suggestions.",
-      "subs": {
-        "relevance": 95,
-        "recency": 23,
-        "engagement": 50
-      },
-      "score": 60
-    },
-    {
-      "id": "R18",
-      "title": "DFL - Art Of Life (2026)",
-      "url": "https://www.reddit.com/r/hiphop/comments/1raoitx/dfl_art_of_life_2026/",
-      "subreddit": "hiphop",
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-      "comment_insights": [],
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-      "why_relevant": "A 2026 rap/hip-hop track post; useful to gather candidate songs people might call \u201cbest of 2026.\u201d",
-      "subs": {
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-        "recency": 86,
-        "engagement": 50
-      },
-      "score": 56
-    },
-    {
-      "id": "R19",
-      "title": "Plat Hav Pro - Get F'D Up (2026)",
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-      "subreddit": "hiphop",
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-      "date_confidence": "high",
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-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.48,
-      "why_relevant": "Another 2026 track post; relevant to discovering rap songs released/posted in 2026 that could be considered among the best.",
-      "subs": {
-        "relevance": 48,
-        "recency": 86,
-        "engagement": 50
-      },
-      "score": 55
-    },
-    {
-      "id": "R21",
-      "title": "What's the best rap song ever made?",
-      "url": "https://www.reddit.com/r/TeenageRapFans/comments/1r5iub6/whats_the_best_rap_song_ever_made/",
-      "subreddit": "TeenageRapFans",
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-      "date_confidence": "high",
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-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.6,
-      "why_relevant": "Direct \u2018best rap song\u2019 discussion (not year-specific, but posted in 2026 and highly aligned with \u2018best rap songs\u2019 topic).",
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-        "recency": 66,
-        "engagement": 50
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-      "score": 55
-    },
-    {
-      "id": "R13",
-      "title": "[DISCUSSION] Westside Gunn - 12 (1 Year Later)",
-      "url": "https://www.reddit.com/r/hiphopheads/comments/1r4nbsr/discussion_westside_gunn_12_1_year_later/",
-      "subreddit": "hiphopheads",
-      "date": "2026-02-14",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.58,
-      "why_relevant": "Album discussion thread that includes \u2018favorite track\u2019 prompts; useful for identifying best songs/tracks people cite.",
-      "subs": {
-        "relevance": 57,
-        "recency": 63,
-        "engagement": 50
-      },
-      "score": 53
-    },
-    {
-      "id": "R20",
-      "title": "Jody Lo - Ridiculous (2026)",
-      "url": "https://www.reddit.com/r/hiphop/comments/1r6c6i7/jody_lo_ridiculous_2026/",
-      "subreddit": "hiphop",
-      "date": "2026-02-16",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.48,
-      "why_relevant": "2026 track thread; relevant for compiling 2026 rap songs being shared/discussed.",
-      "subs": {
-        "relevance": 48,
-        "recency": 70,
-        "engagement": 50
-      },
-      "score": 51
-    },
-    {
-      "id": "R15",
-      "title": "Reddit Ranked: Hip Hop \u201826",
-      "url": "https://www.reddit.com/r/redranked/comments/1qszauu/reddit_ranked_hip_hop_26/",
-      "subreddit": "edranked",
-      "date": "2026-02-01",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.78,
-      "why_relevant": "Ongoing 2026 hip-hop ranking/submission thread; good for discovering community-submitted \u2018best\u2019 tracks in 2026.",
-      "subs": {
-        "relevance": 78,
-        "recency": 19,
-        "engagement": 50
-      },
-      "score": 51
-    },
-    {
-      "id": "R9",
-      "title": "Pre-Show Grammy Winners",
-      "url": "https://www.reddit.com/r/hiphopheads/comments/1qtcbmo/preshow_grammy_winners/",
-      "subreddit": "hiphopheads",
-      "date": "2026-02-01",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.72,
-      "why_relevant": "Includes \u2018Best Rap Song\u2019/rap categories discussion; useful when searching for top/best rap songs discourse in 2026.",
-      "subs": {
-        "relevance": 72,
-        "recency": 19,
-        "engagement": 50
-      },
-      "score": 49
-    }
-  ],
-  "x": [
-    {
-      "id": "X5",
-      "text": "Talking about meaningful rap songs...\n\nWORLD BEST LIE - NUNO ZIGI (2026)\ud83e\udd7a\u2764 https://t.co/MDHRf3giYq",
-      "url": "https://x.com/Zika_gfx/status/2026576570513600788",
-      "author_handle": "Zika_gfx",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 12,
-        "reposts": 5,
-        "replies": 2
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 100
-      },
-      "score": 86
-    },
-    {
-      "id": "X6",
-      "text": "@PopCrave Partition still goes harder than most 2026 songs \n12 years and the beat switch + that rap still give chills every time. Queen never misses",
-      "url": "https://x.com/DPOSTS6/status/2026523320548819145",
-      "author_handle": "DPOSTS6",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 4,
-        "reposts": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 41
-      },
-      "score": 68
-    },
-    {
-      "id": "X9",
-      "text": "@Unfath0m4ble @robinthisbish @lilceaserthabp1 @RapWikip What You Saying by Lil Uzi Vert. Dropped Dec 2025, hit #1 on Hot Rap Songs in Jan 2026 (his 3rd time), peaked #14 Hot 100. Super short track ~2 min with minimal lyrics.",
-      "url": "https://x.com/grok/status/2026467153046606064",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X7",
-      "text": "@lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't struggling. His \"What You Saying\" hit #1 on Hot Rap Songs in Jan 2026 (first in 3 years) and top 15 Hot 100. Insiders say a surprise album drop is coming soon, with fans calling 2026 his revival year like 2016. Proving that old prediction wrong.",
-      "url": "https://x.com/grok/status/2026518008827404632",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X2",
-      "text": "Su La Musica che gira intorno... \"Qui con me\" \u00e8 il brano con cui Serena Brancale \u00e8 in gara al 76\u00b0 Festival di Sanremo\nhttps://t.co/wTPeovzt6u\n#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hiphop #rnb #pop #love #rap #dubstep #instagood https://t.co/Pi7msX5FG6",
-      "url": "https://x.com/Ferginangi/status/2026696207557382298",
-      "author_handle": "Ferginangi",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 35
-      },
-      "score": 64
-    },
-    {
-      "id": "X12",
-      "text": "[ ** STUDIO BOOTH ** ] ** DROPPING SOON - 2026 **\ud83d\udd25\ud83d\udd25\ud83d\udd25\u2026\u2026\u2026..[ ALBUM : LOVE VS LOYALTY - DROPPING SOON ! ]\u2026\u2026\u2026\ud83d\udd25\ud83d\udd25\ud83d\udd25 - ** ALL SONGS & BEATS, PRODUCED & RAP BY ( SEAN BRYANT ) - https://t.co/LduwG5WmM7 - 2/23/2026 - ( KWR 4 LIFE ) - A.A.O & 444 ! https://t.co/NDmkURbjgv",
-      "url": "https://x.com/teammusic2046/status/2026040965329191061",
-      "author_handle": "teammusic2046",
-      "date": "2026-02-23",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 93,
-        "engagement": 35
-      },
-      "score": 62
-    },
-    {
-      "id": "X11",
-      "text": "@PopBase Finally, @bts_bighit BTS will come back after completing their military service from 2022 to 2025.\nBTS served in the military to protect their country, South Korea from North Korea's nuclear weapons attack.\n BTS can sing songs and rap on March 20, 2026, KST.\n#BTS_ARIRANG https://t.co/46n1j6eENU",
-      "url": "https://x.com/IoWeul/status/2026233090683863471",
-      "author_handle": "IoWeul",
-      "date": "2026-02-24",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 2
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 96,
-        "engagement": 13
-      },
-      "score": 59
-    },
-    {
-      "id": "X8",
-      "text": "Lil Uzi Vert (born July '95, so 30 now) isn't struggling at all. Fresh off \"What You Saying\" hitting #1 on Hot Rap Songs in Jan 2026, top 15 Hot 100. New album rumored for surprise drop soon, Roc Nation deal, still packing stadium energy and proving Ebro's 2016 doubts wrong\u2014he's still here, thriving.",
-      "url": "https://x.com/grok/status/2026498538075554040",
-      "author_handle": "grok",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1,
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 6
-      },
-      "score": 58
-    },
-    {
-      "id": "X4",
-      "text": "My musical taste / eras every year\n\n2020: J-POP & K-POP (mostly BLACKPINK)\n2021: Sped-Up Songs\n2022: EDM\n2023: Swiftie (Pop) & Lofi\n2024: Pop, Ambient\n2025: Alternative, OPM, Rock, Rap, Hip-Hop (add)\n2026: K-POP (add)",
-      "url": "https://x.com/AlterEgoPopList/status/2026641456434393579",
-      "author_handle": "AlterEgoPopList",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1,
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 6
-      },
-      "score": 58
-    },
-    {
-      "id": "X3",
-      "text": "@_CharlesPreston Can\u2019t believe I\u2019m seeing \u201cthey say it in rap songs!\u201d In 2026\n\nThe same reductive, ancient, debunked arguments ad infinitum",
-      "url": "https://x.com/WordsFromBlerds/status/2026647382083903688",
-      "author_handle": "WordsFromBlerds",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 0
-      },
-      "score": 56
-    },
-    {
-      "id": "X1",
-      "text": "Su La Musica che gira intorno... \"Magica Favola\" \u00e8 il brano con cui Arisa \u00e8 in gara al 76\u00b0 Festival di Sanremo\nhttps://t.co/Nxzkb005lP\n#music #genre #song #songs #envywear #PleaseForgiveMe #melody #hiphop #rnb #pop #love #rap #dubstep #instagood https://t.co/uziy4MjeeB",
-      "url": "https://x.com/Ferginangi/status/2026705227366256880",
-      "author_handle": "Ferginangi",
-      "date": "2026-02-25",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 100,
-        "engagement": 0
-      },
-      "score": 56
-    },
-    {
-      "id": "X10",
-      "text": "@blackiiingout \ud83d\udca9 is funny from 2025 to 2026. BiiCH is SCARED to drop that #TRASH he calls \"rap  songs\" \ud83e\udd74\ud83d\ude29",
-      "url": "https://x.com/fo_sho52268/status/2026335353364201566",
-      "author_handle": "fo_sho52268",
-      "date": "2026-02-24",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 96,
-        "engagement": 0
-      },
-      "score": 55
-    }
-  ],
-  "web": [],
-  "youtube": [
-    {
-      "id": "ZUExyc50ZVU",
-      "title": "Lit Hip Hop Mix 2026\ud83d\udd25\ud83d\udd25\ud83d\udd25Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent",
-      "url": "https://www.youtube.com/watch?v=ZUExyc50ZVU",
-      "channel_name": "West Coast Finest",
-      "date": "2026-01-29",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 60,
-        "likes": 4229,
-        "views": 407260
-      },
-      "transcript_snippet": "Yeah. >> Yeah. [music] Late nights, cold life, same story. >> City shine different. You walking with glory, right? >> Still drip falling when I step outside. Yeah. [music] >> Black car park with a do butterfly. Too [music] much heat when we walk inside. Midnight. So you can kill this V. Gold chain swinging when I lean on the night. Shut it. Look twice when I glow on the light. Yeah. I've been running through the city with a cool grin. [music] Ain't nobody in my lane when the night begin white clean look like but a good kind win. It's all too smooth but I back that talk. Money so clean make a bro [music] boy walk in my cup but my soul don't shock. I've been cold for years. I ain't you mock. She said boy you too for the life you live. I peace ain't weak. It's [music and singing] the power I give. I don't flex too loud. I don't need that when your whole damn already scream. Yeah. Late night in the rooftop smoke girls but they all provoke. I don't chase no dream. I just take that goal. I don't chase no soul. They just lose control. Cameras on flash when I step on deck. Fit so clean. Make the whole [music] place check. Talk about but I still respect. Still too smooth. I don't never need a flex. Yeah. West coast chill with a heart [music and singing] too cold. Stories too deep that ain't never been told. I'm a tight make a new king. Pretty boy look but a mind. Yeah. Slide through smooth. Let a breeze and a ghost. All [music and singing] them in my but I flex coast to coast. Pretty boy with a mind stay close to the pain to the grind to the things I boast. Wo. F drag with a midnight gleam. [music and singing] Squad clean like a runway team. All black drip with a icon of sheen. Feel like a king every time I hit a scene. Purple in a club but a soul still clear. Vision too [singing] sharp when I stare in the mirror. [music] Fashion too loud but the vibe too sick. Every step I take got a world right here. Yeah. BBS ice made a nice guy blush. Shorty walk in the whole club hush. Talk too [music] cute but she move too lush. Slow down baby [singing] you rush too much. [music] Boy magic with a westside twist. Mind too slick when I talk like this. I don't miss not a bar not a kiss. I ain't too heavy. I exist like bliss. Woah. Let it on my back with a chrome on shine. Let the world go blind. I'm still define. Every day I'm tren with a style so divine still drip [music] when I step outside. Yeah. Black car park with the dogs butterfly. Too much heat when we walk inside. Midnight. [music] You can't kill...",
-      "relevance": 0.7,
-      "why_relevant": "YouTube video about rap songs 2026",
-      "subs": {
-        "relevance": 70,
-        "recency": 9,
-        "engagement": 100
-      },
-      "score": 63
-    },
-    {
-      "id": "d1melQQVp6s",
-      "title": "New Rap Songs 2026 Mix February | Trap Tape #127 | New Hip Hop 2026 Mixtape | DJ Noize",
-      "url": "https://www.youtube.com/watch?v=d1melQQVp6s",
-      "channel_name": "DJ Noize",
-      "date": "2026-02-14",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 45,
-        "likes": 761,
-        "views": 42707
-      },
-      "transcript_snippet": "[music] This This is a DJ noise mixtape present. This is a DJ noise mixtape [music] presentation. DJ [music] >> Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] >> Yeah, you know who put the city on. Came [music] back through gold they show. I'm really on. Your [ __ ] died trying. I had 50 on. [ __ ] is [music] ringing out my phone like is you really on? I'll stay out the way since I [singing] seen a million on 5% tension plus I got this hoodie on. I had to hubble up. Stop [music] moving with that jury on. You hear that girl told me [ __ ] get deep ass. Get it on. I'm a sidewalk [ __ ] I'mma stay there. I leave the [music] streets for the ones that want to play. I leveled up so shy want a day chair. Left my kids [music] in a mouth like a dayare. I'm the Carolina now Shakespeare. All that cap you let them [ __ ] rap is over. The real is back. You [music] feel the way you got to cope with it. The veil put a [ __ ] six feet like that was hit. Okay, these [ __ ] ain't talking about [ __ ] No [music] diamonds on my neck. No rolly on my wrist. Two six I learned a little bit. I learned the hardest [music] [ __ ] You can always get kicked. I can jungle. I done [ __ ] around and [singing] got rich. See dollars in my pocket. [ __ ] I'm not a lick. [music] I'd rather that than got to [singing] walk around with sticks cuz I like the hardest [ __ ] He can always get Who the [ __ ] is you? Who the [ __ ] [music] is you? Who the [ __ ] is you? Who the [ __ ] is you? Out the way. It's a real [ __ ] coming through. Out the way. [music] It's a real [ __ ] coming through. Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] is you? Who the [ __ ] is you out [music] the way? It's a real [ __ ] coming through. Out the way. It's a real [ __ ] [music] >> [music] >> Running to the check flag won't pull over till I'm dead right no [music] ain't going to get no [ __ ] riding with me in the head know I'm [ __ ] no big [ __ ] popping in the little [ __ ] dropping bags it's a lot to you to me [ __ ] 40 in my lap. Uh-huh. Real dope boys in [music] a trap. Uh-huh. Big y like a big shot. [ __ ] on my dick. [singing] Make me room for your big got to let them know. I don't wrestle. I don't live block. [music] Solid tails. All I do is big rock. I came from Dilling Rock all the way to hit on the grown. [ __ ] ain't when I'm on. She can kick rock. Let her know. I'm blowing money. Let [music] them know I'm only I know how we get bread. I ain't never [music] scared on...",
-      "relevance": 0.7,
-      "why_relevant": "YouTube video about rap songs 2026",
-      "subs": {
-        "relevance": 70,
-        "recency": 63,
-        "engagement": 37
-      },
-      "score": 58
-    },
-    {
-      "id": "-KQpPySP93I",
-      "title": "New Hip Hop R&B Songs 2026 Mix February | Hot Right Now #153 | New Rap 2026 Playlist | DJ Noize",
-      "url": "https://www.youtube.com/watch?v=-KQpPySP93I",
-      "channel_name": "DJ Noize",
-      "date": "2026-02-21",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 18,
-        "likes": 304,
-        "views": 12955
-      },
-      "transcript_snippet": "This This is a DJ noise tape present. This is a DJ noise mix. [music] I got Nikki on me. How we treat the like a bucket for rubbing. You [music] ain't no fella from my junction. You ain't pluck you clapping smirk. Young enough to something. [music] Word mother body slam some [ __ ] for honey. Keep a stitch. People pick me up. Ain't saying a word or nothing. Grab a [music] load. Put on little bro. We had him serving prostitut. Shout out little [singing] b. She gave me 30 something on the beat. Phone cracker seal and I can't go to sleep. Promoters tweaking. [music] Pull up to the venue over 40 deep. You know the tweak. Ranking through the roof then you ain't supposed to leak. It's one up top. Manator is keep it close to me. Ain't that how it's supposed to be? [music] She going to get your me. I'm get you smoke free. Kamicazi [music] playing around [singing] this [ __ ] Something wrong with me. I'm letting diss the dead unless they skeleton belong the team type of [ __ ] won't let it get in between the city and the police where [ __ ] get they do for me they [music] all do the show leaning spots I do like fully call back off you know it's strong we [music] man 15 I had 15 [singing] in 2010 then I be [music] the man right now [ __ ] change big guns bank shame I'm change [music] I'm going make that I only burn. That's how my body [music] can't be pull [singing] right to the sun. [music] Ain't going to get no [ __ ] riding with me in the head west. I'm out of mind [music] [ __ ] popping in little [ __ ] dropping bags. It's a lot to you to me a little bit sh [music] like a big shot. [ __ ] on my dick. Make me room for your big. Got to let them know I don't turn wrestle. I don't live block solid tails. [music] All I do is big rocks. I came from Dilling Rock all the way to hit on the grown. [ __ ] ain't when I'm on. She can kick rock. Let her know [music] my foot up on the gas. I'm blowing money. You never know. I'm only [music] beat down. We getting bread. I ain't never scared big flex [music] on a [ __ ] head what I'm standing on big chick we [singing] did that pushing weed back better give me respect and some more Atlanta [music] show I was selling ground right I don't care [music] ling to me what you need a camera better know they call it [music] we just call it they say [singing] you live down by your decision [music] well I'mma push you to the limit never mind the consequences A [ __ ] I'm a hand better let them know on another [music] level my ass I put together hit the pedal do 200 everywhere I go [music] just to show...",
-      "relevance": 0.7,
-      "why_relevant": "YouTube video about rap songs 2026",
-      "subs": {
-        "relevance": 70,
-        "recency": 86,
-        "engagement": 0
-      },
-      "score": 53
-    }
-  ],
-  "hackernews": [],
-  "best_practices": [],
-  "prompt_pack": [],
-  "context_snippet_md": "# Context: best rap songs 2026 (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] Talking about meaningful rap songs...\n\nWORLD BEST ...\n- [Reddit] Mix Rap Hiphop 2026\n- [X] @PopCrave Partition still goes harder than most 20...\n- [Reddit] Daily Discussion Thread 02/24/2026\n- [X] @Unfath0m4ble @robinthisbish @lilceaserthabp1 @Rap...\n- [X] @lil_loonie1 @oldmanebro No, Lil Uzi Vert isn't st...\n- [X] Su La Musica che gira intorno... \"Qui con me\" \u00e8 il...\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/json/hn-5-react-svelte.json

@@ -1,468 +0,0 @@
-{
-  "topic": "React vs Svelte 2026",
-  "range": {
-    "from": "2026-01-26",
-    "to": "2026-02-25"
-  },
-  "generated_at": "2026-02-25T20:38:50.068065+00:00",
-  "mode": "both",
-  "openai_model_used": "gpt-5.2",
-  "xai_model_used": "grok-4-1-fast",
-  "reddit": [
-    {
-      "id": "R2",
-      "title": "What do you guys think about comparison between React vs Svelte?",
-      "url": "https://www.reddit.com/r/react/comments/1r1fku5/what_do_you_guys_think_about_comparison_between/",
-      "subreddit": "eact",
-      "date": "2026-02-10",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.93,
-      "why_relevant": "Explicit React vs Svelte comparison discussion (mentions Svelte 5 runes vs React hooks).",
-      "subs": {
-        "relevance": 93,
-        "recency": 50,
-        "engagement": 50
-      },
-      "score": 66
-    },
-    {
-      "id": "R1",
-      "title": "Migrated our startup from React to Svelte 5 - Performance gains and lessons learned",
-      "url": "https://www.reddit.com/r/webdev/comments/1qu4dek/migrated_our_startup_from_react_to_svelte_5/",
-      "subreddit": "webdev",
-      "date": "2026-02-02",
-      "date_confidence": "high",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.96,
-      "why_relevant": "Direct migration story from React to Svelte 5 with concrete perf/dev-ex tradeoffs; very relevant to 2026 comparisons.",
-      "subs": {
-        "relevance": 96,
-        "recency": 23,
-        "engagement": 50
-      },
-      "score": 60
-    },
-    {
-      "id": "R4",
-      "title": "When to choose React over Svelte",
-      "url": "https://www.reddit.com/r/sveltejs/comments/1jeknib/when_to_choose_react_over_svelte/",
-      "subreddit": "sveltejs",
-      "date": null,
-      "date_confidence": "low",
-      "engagement": null,
-      "top_comments": [],
-      "comment_insights": [],
-      "relevance": 0.88,
-      "why_relevant": "Decision-oriented thread explicitly contrasting when React vs Svelte makes sense (ecosystem/jobs/productivity).",
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-      },
-      "score": 46
-    }
-  ],
-  "x": [
-    {
-      "id": "X4",
-      "text": "TypeScript is the baseline in 2026. But most forms still fight type drift between API, schema & UI.  \n\n@formisch_dev + @valibot = one source of truth, zero boilerplate \u26a1\ufe0f\n\nconst form = useForm({ schema: YourSchema });\n\nFull types everywhere. Works in React, SolidJS, Vue, Svelte\u2026  \n\nYour biggest type-safety win this year? \ud83d\udc47",
-      "url": "https://x.com/FabianHiller/status/2022345388603080834",
-      "author_handle": "FabianHiller",
-      "date": "2026-02-13",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 61,
-        "reposts": 2,
-        "replies": 7
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
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-        "relevance": 70,
-        "recency": 60,
-        "engagement": 100
-      },
-      "score": 76
-    },
-    {
-      "id": "X3",
-      "text": "Popular JavaScript Frameworks / Frontend Libraries (2025\u20132026 trends)\n\n   - React: \ud83c\uddfa\ud83c\uddf8 United States\n   - Vue: \ud83c\udde8\ud83c\uddf3 China (created by Evan You)\n   - Angular: \ud83c\uddfa\ud83c\uddf8 United States\n   - Svelte: \ud83c\uddfa\ud83c\uddf8 United States (New Zealand creator)\n   - Next.js: \ud83c\uddfa\ud83c\uddf8 United States\n   - Nuxt: \ud83c\uddeb\ud83c\uddf7 France\n   - Astro: \ud83c\udde8\ud83c\udde6 United States / Canada\n   - Solid: \ud83c\uddfa\ud83c\uddf8 United States",
-      "url": "https://x.com/ConsciousRide/status/2023050160520278501",
-      "author_handle": "ConsciousRide",
-      "date": "2026-02-15",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 6
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 66,
-        "engagement": 33
-      },
-      "score": 57
-    },
-    {
-      "id": "X11",
-      "text": "Requirements for a fresher in 2026:\n\nPython, JavaScript, C, C++, Java, HTML, CSS, TypeScript, React, Next.js, Vue, Angular, Svelte, Node.js, Express, Django, Flask, FastAPI, Spring Boot, PHP, Laravel, Ruby, Ruby on Rails, Go, Rust, Kotlin, Swift, C#, .NET, SQL, MySQL, PostgreSQL, MongoDB, Redis, Firebase, Supabase, Prisma, Docker, Kubernetes, Nginx, Linux, Git, GitHub, Gitflow, VS Code, IntelliJ, Cloud Computing (AWS, Azure, GCP), DevOps, CI/CD, Jest, PyTest, Selenium, REST APIs, GraphQL, WebSoc",
-      "url": "https://x.com/singhprateek_25/status/2020094806735700154",
-      "author_handle": "singhprateek_25",
-      "date": "2026-02-07",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 6,
-        "reposts": 1
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-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 40,
-        "engagement": 39
-      },
-      "score": 53
-    },
-    {
-      "id": "X1",
-      "text": "Ripple: The Good Parts of React, Svelte, and Solid\n\nFrameworks rise and fall \u2014 and in 2026 we\u2019re deep in late-stage React. What\u2019s next? Join @erikras as he introduces Ripple, a TypeScript-first UI framework blending the best of React and Svelte with fine-grained reactivity and serious speed.\n\nSee the future of UI development live at CityJS London.\nGet your ticket now: https://t.co/wGMJJIELXm",
-      "url": "https://x.com/cityjsconf/status/2024908272646398229",
-      "author_handle": "cityjsconf",
-      "date": "2026-02-20",
-      "date_confidence": "high",
-      "engagement": {
-        "reposts": 1
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-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 83,
-        "engagement": 0
-      },
-      "score": 52
-    },
-    {
-      "id": "X2",
-      "text": "Prediction: 2026 marks the death of the JS frameworks. React, Svelte, Astro  etc... only exist because humans need organized code to stay sane. \n\nOnce we stop reading the source code, we stop needing the structure. \n\nIn an AI-first world, JS frameworks are just overhead.",
-      "url": "https://x.com/dennydotio/status/2024195986890109320",
-      "author_handle": "dennydotio",
-      "date": "2026-02-18",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 1
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-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 76,
-        "engagement": 7
-      },
-      "score": 52
-    },
-    {
-      "id": "X5",
-      "text": "Web developers, what stack are you using in 2026?\nReact? Vue? Svelte? Vanilla? Curious what\u2019s actually winning.",
-      "url": "https://x.com/AzamCodes/status/2022298287236383010",
-      "author_handle": "AzamCodes",
-      "date": "2026-02-13",
-      "date_confidence": "high",
-      "engagement": {
-        "likes": 2,
-        "replies": 1
-      },
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 60,
-        "engagement": 19
-      },
-      "score": 52
-    },
-    {
-      "id": "X8",
-      "text": "[2026/02/11 18:00] \u30c8\u30ec\u30f3\u30c91\u4f4d\n\u3010WebF\u3011React/Vue/Svelte\u304c\u305d\u306e\u307e\u307e\u30cd\u30a4\u30c6\u30a3\u30d6\u30a2\u30d7\u30ea\u306b\u306a\u308b\u3088 by rana_kualu https://t.co/GiAnTHpOBB",
-      "url": "https://x.com/QiitaTrend/status/2021509592489025785",
-      "author_handle": "QiitaTrend",
-      "date": "2026-02-11",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 53,
-        "engagement": 35
-      },
-      "score": 52
-    },
-    {
-      "id": "X10",
-      "text": "@babakfpk In 2026, picking React for a new project only really makes sense if you value ecosystem maturity, are following existing team habits, or need React-specific libraries. Same for Vue. Otherwise, use Solid or Svelte.",
-      "url": "https://x.com/nicobaogim/status/2020689628282667407",
-      "author_handle": "nicobaogim",
-      "date": "2026-02-09",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 46,
-        "engagement": 35
-      },
-      "score": 50
-    },
-    {
-      "id": "X12",
-      "text": "2026 framework discourse:\n\nDev 1: \"React is bloated, use Svelte\"\nDev 2: \"Svelte has no ecosystem, use Vue\"\nDev 3: \"Vue is dying, use Solid\"\nDev 4: \"Just use React\"\n\nMeanwhile React: *still powering 80% of the web*\n\nThe discourse never ends. \ud83d\udc80",
-      "url": "https://x.com/Chubbi_Stephen/status/2020087839648800853",
-      "author_handle": "Chubbi_Stephen",
-      "date": "2026-02-07",
-      "date_confidence": "high",
-      "engagement": null,
-      "relevance": 0.7,
-      "why_relevant": "",
-      "subs": {
-        "relevance": 70,
-        "recency": 40,
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-      },
-      "score": 49
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-    {
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-      "title": "React wants to win you back\u2026",
-      "url": "https://www.youtube.com/watch?v=yl0YWA2K2B0",
-      "channel_name": "Fireship",
-      "date": "2025-10-17",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 1000,
-        "likes": 22894,
-        "views": 699597
-      },
-      "transcript_snippet": "Last week, I got to participate in my favorite activity of the year. No, it wasn't watching all the overleveraged crypto bros learn what a margin call is. It was hate watching React comp as an anti-react influencer. Every year I crawl into my spelt Snuggy and I watch the React team try to convince everyone that their new APIs fix all of their old APIs. And though it hurts me to say it, this year I think they may have actually done it. I know this is an AI channel now, but in today's video, we'll revisit the worst parts of React to see if the announcements they made at React Comp will actually make a difference. It is October 17th, 2025, and you're watching the code report. The greatest trick the devil ever pulled was making referential stability a prerequisite to writing React apps that don't blow up. Just last month, Cloudflare had a massive outage because their dashboard kept making unnecessary calls to one of their own APIs, which led to them basically themselves. If you're a React dev, you know this is the primary use case for React's use effect hook. And it's exactly what caused this embarrassing bug for Cloudflare. But it's hard to blame React for this. The whole situation could have been avoided if only the poor debit Cloudflare would have read the docs on use effect. Then this post which shows you when to use it. Then this post which shows you when to not use it. Then this post which shows you what it actually does. Then this post which shows you how to use it correctly. And now with React 19.2. this post which shows you how to work around it with React's new use effect event hook. The way it works is it creates a function that you can use inside of use effect without needing to declare it in the dependency array. This is nice for situations like this where you need to use a value inside of use effect but don't want the effect to rerun when it changes. And the other big API addition was the new activity component which you can think of like a smarter display none that React itself controls. It lets you show and hide certain components, but unlike display none, React is able to maintain the state of those components across visibility and also deprioritize the work it does for hidden components. And if you've been drinking your lead lace protein and want to live on the edge, you can install React's Canary version where you'll get the new view transition component for animating transitions between different UIs. And you'll be able to pass a ref to a fragment, which makes working with platform APIs a little easier. But the most impactful announcements of the conference may have not been related to the React API. The first React compiler finally hit 1.0. If you've been in any React codebase lately, you've...",
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-      "why_relevant": "YouTube video about react vs svelte 2026",
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-    {
-      "id": "MnpuK0MK4yo",
-      "title": "React VS Svelte...10 Examples",
-      "url": "https://www.youtube.com/watch?v=MnpuK0MK4yo",
-      "channel_name": "Beyond Fireship",
-      "date": "2023-06-30",
-      "date_confidence": "high",
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-      "transcript_snippet": "any reasonable developer in today's world would learn react because it's the status quo and that's where the jobs are but life is a lot more fun when you become unreasonable and go against the status quo to push web development forward for future Generations in today's video we'll compare react and spelled side by side by looking at common patterns and design choices by the framework creators I'm not here to tell you that one is better than the other because that's what the comment section below this video is for the only way to truly find out which one is best is to build something with both of them and decide for yourself I just released a brand new full spell kick course yesterday and also have a full next js13 course for fireship pro members going through each one of these courses will give you a really good idea of which framework is best for you first up we need to talk about rendering both of these Frameworks do the same thing they help developers build reactive uis with JavaScript by organizing code into reusable components an end user would never be able to tell the difference between the two but when it comes to the developer experience there is a world of difference react.js uses a runtime called the virtual Dom it keeps track of data changes in the application in order to render them in the act actual Dom in the browser the drawback is that this runtime requires some initial JavaScript and in Frameworks like nextjs your Baseline is around 70 kilobytes just to render a hello world as felt on the other hand takes an entirely different approach using a compiler to eliminate the need for a runtime it takes your svelt code and converts it into vanilla JavaScript which results in a far smaller hello world using a compiler though is kind of like cheating react.js is just JavaScript whereas spill can take non-javascript code to allow developers to do things more efficiently than they could otherwise but some JavaScript fundamentalists might consider this black magic what's ironic though is that vanilla JavaScript libraries tend to be much easier to work with in spell when compared to react however react does have a massive ecosystem of dedicated libraries to help you get things done now let's look at an actual code example of component State here we have a basic counter app in react we use functions to create components and then add reactive state to them with the use State hook that returns a reactive value and a Setter function to update the state pretty simple but let's see how it compares to svelt here on the right side in spelled you have only one component file and Define the logic within the script tags to create reactive State all you do is create a variable with the let keyword from there we can define a function on the click event...",
-      "relevance": 0.7,
-      "why_relevant": "YouTube video about react vs svelte 2026",
-      "subs": {
-        "relevance": 70,
-        "recency": 0,
-        "engagement": 100
-      },
-      "score": 61
-    },
-    {
-      "id": "aYyZUDFZTrM",
-      "title": "JavaScript framework reinvents itself\u2026 Did \"runes\" just ruin Svelte?",
-      "url": "https://www.youtube.com/watch?v=aYyZUDFZTrM",
-      "channel_name": "Fireship",
-      "date": "2024-10-24",
-      "date_confidence": "high",
-      "engagement": {
-        "num_comments": 1200,
-        "likes": 24456,
-        "views": 547836
-      },
-      "transcript_snippet": "about a year ago I made a tweet that said the dollar sign in spelt is the most powerful abstraction in modern front-end web development usually I'm not wrong about anything ever but this tweet ended up aging like a fine milk because just Weeks Later spelt announced a brand new feature called runes that significantly changed the developer experience by eliminating the dollar sign Syntax for reactive data and then just a few days ago this feature became official with the release of spelt 5 as an avid user of spelt myself I was pretty terrified of this feature at first glance I was one of the few survivors of the angularjs to angular 2 migration I shot myself in the foot during the react hooks Revolution and I lost some good friends during the view options to composition transition and I just can't do this anymore man so maybe I'll just go back to Wordpress uh never mind spelt it is in today's video we'll find out what the hell a rune is and whether or not they're going to ruin spelt it is October 24th 2024 and you're watching the code report most people really liked runes when they were first announced but not everybody I was in denial at first then I got angry then I bargained about the tradeoffs then came depression and finally I've come to accept and really enjoy runes the big question is why would the most L JavaScript framework make a risky departure from the features people love about it like reactive state with let and reactive side effects with the dollar sign just look at how much nicer this code is compared to reactjs react is even copy and spelt with its own compiler to make this code not suck so much the spelt code is lean and concise but one could argue that it's almost too clever let looks exact like regular JavaScript but because spelt uses a compiler it doesn't actually work like regular JavaScript under the hood the compiler does some magic to automatically update the UI whenever this value changes another issue is that this magic only works in a spelt file and that means it's difficult to share reactive logic throughout your application and spelt created an entirely different API called stores to address that issue however runes fix both of these limitations by a making your code more explicit and B they create a universal reactivity system that can be used not only in spel components but also in plain JavaScript or typescript files and this dramatically simplifies the overall framework like once you learn these four runes you'll know about 90% of what you need to know for the framework because everything else works like normal JavaScript and HTML let's go ahead and learn the four major runes now which you can think of as compiler macros that tell spelt to do something special that doesn't behave like regular JavaScript or HTML a...",
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-      "title": "The Untold Story of Svelte",
-      "url": "https://www.youtube.com/watch?v=fn_uSZW5psM",
-      "channel_name": "CodeSource",
-      "date": "2025-05-14",
-      "date_confidence": "high",
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-      "id": "IpJh0VEzMRo",
-      "title": "I Was Wrong About Svelte...",
-      "url": "https://www.youtube.com/watch?v=IpJh0VEzMRo",
-      "channel_name": "Ben Davis",
-      "date": "2025-10-12",
-      "date_confidence": "high",
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-      "id": "1cGtYEXGm8c",
-      "title": "This is THE Framework You Should be Using in 2026",
-      "url": "https://www.youtube.com/watch?v=1cGtYEXGm8c",
-      "channel_name": "Ben Davis",
-      "date": "2026-01-06",
-      "date_confidence": "high",
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-    {
-      "id": "qwDp5pZA_TA",
-      "title": "The Front-end Frameworks Guide 2026: React vs Angular vs Vue vs Svelt vs Solid vs Astro",
-      "url": "https://www.youtube.com/watch?v=qwDp5pZA_TA",
-      "channel_name": "Code Hub",
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-      "date_confidence": "high",
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-    {
-      "id": "_vuVy21l2bU",
-      "title": "React vs Svelte: The Brutal Honest Comparison EVER",
-      "url": "https://www.youtube.com/watch?v=_vuVy21l2bU",
-      "channel_name": "Code Hub",
-      "date": "2025-10-30",
-      "date_confidence": "high",
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-    {
-      "id": "1BCsdaeYv0A",
-      "title": "Svelte vs React in 2025 - Make the RIGHT Choice (Difference Explained)",
-      "url": "https://www.youtube.com/watch?v=1BCsdaeYv0A",
-      "channel_name": "Daniel | Tech & Data",
-      "date": "2023-11-26",
-      "date_confidence": "high",
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-      "transcript_snippet": "",
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-      "score": 40
-    },
-    {
-      "id": "41HXdxGekZ0",
-      "title": "Vue vs React vs Svelte (2026) - Which One Is BEST?",
-      "url": "https://www.youtube.com/watch?v=41HXdxGekZ0",
-      "channel_name": "Paperclick",
-      "date": "2025-10-04",
-      "date_confidence": "high",
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-        "num_comments": 0,
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-      "transcript_snippet": "",
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-      "subs": {
-        "relevance": 70,
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-        "engagement": 0
-      },
-      "score": 31
-    }
-  ],
-  "hackernews": [],
-  "best_practices": [],
-  "prompt_pack": [],
-  "context_snippet_md": "# Context: React vs Svelte 2026 (Last 30 Days)\n\n*Generated: 2026-02-25 | Sources: both*\n\n## Key Sources\n\n- [X] TypeScript is the baseline in 2026. But most forms...\n- [Reddit] What do you guys think about comparison between React vs Svelte?\n- [Reddit] Migrated our startup from React to Svelte 5 - Performance gains and lessons learned\n- [X] Popular JavaScript Frameworks / Frontend Libraries...\n- [X] Requirements for a fresher in 2026:\n\nPython, JavaS...\n- [X] Ripple: The Good Parts of React, Svelte, and Solid...\n- [X] Prediction: 2026 marks the death of the JS framewo...\n\n## Summary\n\n*See full report for best practices, prompt pack, and detailed sources.*\n"
-}

docs/comparison-results/prompts/base-synthesis-prompt.md

@@ -1,77 +0,0 @@
-# Synthesis Instructions (Base version - no Hacker News)
-
-## Judge Agent: Synthesize All Sources
-
-After all searches complete, internally synthesize (don't display stats yet):
-
-1. Weight Reddit/X sources HIGHER (they have engagement signals: upvotes, likes)
-2. Weight YouTube sources HIGH (they have views, likes, and transcript content)
-3. Weight WebSearch sources LOWER (no engagement data)
-4. Identify patterns that appear across ALL sources (strongest signals)
-5. Note any contradictions between sources
-6. Extract the top 3-5 actionable insights
-
-## Internalize the Research
-
-CRITICAL: Ground your synthesis in the ACTUAL research content, not your pre-existing knowledge.
-
-Read the research output carefully. Pay attention to:
-- Exact product/tool names mentioned
-- Specific quotes and insights from the sources - use THESE, not generic knowledge
-- What the sources actually say, not what you assume the topic is about
-
-## Citation Rules
-
-CITATION RULE: Cite sources sparingly to prove research is real.
-- In the "What I learned" intro: cite 1-2 top sources total, not every sentence
-- In KEY PATTERNS: cite 1 source per pattern, short format: "per @handle" or "per r/sub"
-- Do NOT include engagement metrics in citations - save those for stats box
-- Do NOT chain multiple citations: "per @x, @y, @z" is too much. Pick the strongest one.
-
-CITATION PRIORITY (most to least preferred):
-1. @handles from X - "per @handle"
-2. r/subreddits from Reddit - "per r/subreddit"
-3. YouTube channels - "per [channel name] on YouTube"
-4. Web sources - ONLY when Reddit/X/YouTube don't cover that specific fact
-
-URL FORMATTING: NEVER paste raw URLs. Use the publication name, not the URL.
-
-Lead with people, not publications. Start each topic with what Reddit/X users are saying/feeling, then add web context only if needed.
-
-## Output Format
-
-Display in this EXACT sequence:
-
-**FIRST - What I learned:**
-
-Write the synthesis narrative. Use bold topic headers. Keep it grounded in research.
-
-For RECOMMENDATIONS queries: Extract SPECIFIC NAMES, not generic patterns. List by popularity/mention count with "Sources:" line per item.
-
-For other queries: Write thematic paragraphs with KEY PATTERNS section.
-
-**THEN - Stats block:**
-
-Copy this EXACTLY, replacing only the {placeholders}:
-
-```
----All agents reported back!
-├─ 🟠 Reddit: {N} threads │ {N} upvotes │ {N} comments
-├─ 🔵 X: {N} posts │ {N} likes │ {N} reposts
-├─ 🔴 YouTube: {N} videos │ {N} views │ {N} with transcripts
-├─ 🌐 Web: {N} pages (supplementary)
-└─ 🗣️ Top voices: @{handle1} ({N} likes), @{handle2} │ r/{sub1}, r/{sub2}
-```
-
-Calculate actual totals from the research output. Count posts/threads from each section. Sum engagement metrics.
-
-**LAST - Invitation:**
-
-```
----I'm now an expert on {TOPIC}. Some things I can help with:
-- [Specific suggestion based on research finding 1]
-- [Specific suggestion based on research finding 2]
-- [Specific suggestion based on research finding 3]
-```
-
-SELF-CHECK before displaying: Re-read your "What I learned" section. Does it match what the research ACTUALLY says?

docs/comparison-results/prompts/cross-synthesis-prompt.md

@@ -1,81 +0,0 @@
-# Synthesis Instructions (HN version - with Hacker News)
-
-## Judge Agent: Synthesize All Sources
-
-After all searches complete, internally synthesize (don't display stats yet):
-
-1. Weight Reddit/X sources HIGHER (they have engagement signals: upvotes, likes)
-2. Weight YouTube sources HIGH (they have views, likes, and transcript content)
-3. Weight WebSearch sources LOWER (no engagement data)
-4. Identify patterns that appear across ALL sources (strongest signals)
-5. Note any contradictions between sources
-6. Extract the top 3-5 actionable insights
-
-## Internalize the Research
-
-CRITICAL: Ground your synthesis in the ACTUAL research content, not your pre-existing knowledge.
-
-Read the research output carefully. Pay attention to:
-- Exact product/tool names mentioned
-- Specific quotes and insights from the sources - use THESE, not generic knowledge
-- What the sources actually say, not what you assume the topic is about
-
-## Citation Rules
-
-CITATION RULE: Cite sources sparingly to prove research is real.
-- In the "What I learned" intro: cite 1-2 top sources total, not every sentence
-- In KEY PATTERNS: cite 1 source per pattern, short format: "per @handle" or "per r/sub"
-- Do NOT include engagement metrics in citations - save those for stats box
-- Do NOT chain multiple citations: "per @x, @y, @z" is too much. Pick the strongest one.
-
-CITATION PRIORITY (most to least preferred):
-1. @handles from X - "per @handle"
-2. r/subreddits from Reddit - "per r/subreddit"
-3. YouTube channels - "per [channel name] on YouTube" (transcript-backed insights)
-4. HN discussions - "per HN" or "per hn/username" (developer community signal)
-5. Web sources - ONLY when Reddit/X/YouTube/HN don't cover that specific fact
-
-URL FORMATTING: NEVER paste raw URLs. Use the publication name, not the URL.
-
-Lead with people, not publications. Start each topic with what Reddit/X users are saying/feeling, then add web context only if needed.
-
-## Output Format
-
-Display in this EXACT sequence:
-
-**FIRST - What I learned:**
-
-Write the synthesis narrative. Use bold topic headers. Keep it grounded in research.
-
-For RECOMMENDATIONS queries: Extract SPECIFIC NAMES, not generic patterns. List by popularity/mention count with "Sources:" line per item.
-
-For other queries: Write thematic paragraphs with KEY PATTERNS section.
-
-**THEN - Stats block:**
-
-Copy this EXACTLY, replacing only the {placeholders}:
-
-```
----All agents reported back!
-├─ 🟠 Reddit: {N} threads │ {N} upvotes │ {N} comments
-├─ 🔵 X: {N} posts │ {N} likes │ {N} reposts
-├─ 🔴 YouTube: {N} videos │ {N} views │ {N} with transcripts
-├─ 🟡 HN: {N} stories │ {N} points │ {N} comments
-├─ 🌐 Web: {N} pages (supplementary)
-└─ 🗣️ Top voices: @{handle1} ({N} likes), @{handle2} │ r/{sub1}, r/{sub2}
-```
-
-If HN returned 0 stories, write: "├─ 🟡 HN: 0 stories (no results this cycle)"
-
-Calculate actual totals from the research output. Count posts/threads from each section. Sum engagement metrics.
-
-**LAST - Invitation:**
-
-```
----I'm now an expert on {TOPIC}. Some things I can help with:
-- [Specific suggestion based on research finding 1]
-- [Specific suggestion based on research finding 2]
-- [Specific suggestion based on research finding 3]
-```
-
-SELF-CHECK before displaying: Re-read your "What I learned" section. Does it match what the research ACTUALLY says?

docs/comparison-results/prompts/hn-synthesis-prompt.md

@@ -1,81 +0,0 @@
-# Synthesis Instructions (HN version - with Hacker News)
-
-## Judge Agent: Synthesize All Sources
-
-After all searches complete, internally synthesize (don't display stats yet):
-
-1. Weight Reddit/X sources HIGHER (they have engagement signals: upvotes, likes)
-2. Weight YouTube sources HIGH (they have views, likes, and transcript content)
-3. Weight WebSearch sources LOWER (no engagement data)
-4. Identify patterns that appear across ALL sources (strongest signals)
-5. Note any contradictions between sources
-6. Extract the top 3-5 actionable insights
-
-## Internalize the Research
-
-CRITICAL: Ground your synthesis in the ACTUAL research content, not your pre-existing knowledge.
-
-Read the research output carefully. Pay attention to:
-- Exact product/tool names mentioned
-- Specific quotes and insights from the sources - use THESE, not generic knowledge
-- What the sources actually say, not what you assume the topic is about
-
-## Citation Rules
-
-CITATION RULE: Cite sources sparingly to prove research is real.
-- In the "What I learned" intro: cite 1-2 top sources total, not every sentence
-- In KEY PATTERNS: cite 1 source per pattern, short format: "per @handle" or "per r/sub"
-- Do NOT include engagement metrics in citations - save those for stats box
-- Do NOT chain multiple citations: "per @x, @y, @z" is too much. Pick the strongest one.
-
-CITATION PRIORITY (most to least preferred):
-1. @handles from X - "per @handle"
-2. r/subreddits from Reddit - "per r/subreddit"
-3. YouTube channels - "per [channel name] on YouTube" (transcript-backed insights)
-4. HN discussions - "per HN" or "per hn/username" (developer community signal)
-5. Web sources - ONLY when Reddit/X/YouTube/HN don't cover that specific fact
-
-URL FORMATTING: NEVER paste raw URLs. Use the publication name, not the URL.
-
-Lead with people, not publications. Start each topic with what Reddit/X users are saying/feeling, then add web context only if needed.
-
-## Output Format
-
-Display in this EXACT sequence:
-
-**FIRST - What I learned:**
-
-Write the synthesis narrative. Use bold topic headers. Keep it grounded in research.
-
-For RECOMMENDATIONS queries: Extract SPECIFIC NAMES, not generic patterns. List by popularity/mention count with "Sources:" line per item.
-
-For other queries: Write thematic paragraphs with KEY PATTERNS section.
-
-**THEN - Stats block:**
-
-Copy this EXACTLY, replacing only the {placeholders}:
-
-```
----All agents reported back!
-├─ 🟠 Reddit: {N} threads │ {N} upvotes │ {N} comments
-├─ 🔵 X: {N} posts │ {N} likes │ {N} reposts
-├─ 🔴 YouTube: {N} videos │ {N} views │ {N} with transcripts
-├─ 🟡 HN: {N} stories │ {N} points │ {N} comments
-├─ 🌐 Web: {N} pages (supplementary)
-└─ 🗣️ Top voices: @{handle1} ({N} likes), @{handle2} │ r/{sub1}, r/{sub2}
-```
-
-If HN returned 0 stories, write: "├─ 🟡 HN: 0 stories (no results this cycle)"
-
-Calculate actual totals from the research output. Count posts/threads from each section. Sum engagement metrics.
-
-**LAST - Invitation:**
-
-```
----I'm now an expert on {TOPIC}. Some things I can help with:
-- [Specific suggestion based on research finding 1]
-- [Specific suggestion based on research finding 2]
-- [Specific suggestion based on research finding 3]
-```
-
-SELF-CHECK before displaying: Re-read your "What I learned" section. Does it match what the research ACTUALLY says?

docs/comparison-results/summary.md

@@ -1,140 +0,0 @@
-# GOAT Synthesis Comparison: Final Results
-
-## Overall Winner: CROSS (4.74/5.0)
-
-| Pipeline | Topic 1 | Topic 2 | Topic 3 | Topic 4 | Topic 5 | **Average** |
-|----------|---------|---------|---------|---------|---------|------------|
-| | Claude Code | Seedance | MacBook | Rap Songs | React/Svelte | |
-| **CROSS** | **4.90** | **4.90** | **4.20** | **4.80** | **4.90** | **4.74** |
-| **HN** | 4.05 | 4.55 | 3.85 | 4.25 | 3.80 | **4.10** |
-| **Base** | 3.80 | 3.70 | 3.70 | 3.65 | 3.80 | **3.73** |
-
-CROSS won all 5 topics. No regressions.
-
-## Per-Dimension Analysis
-
-### Groundedness (30% weight)
-| Pipeline | Avg | Pattern |
-|----------|-----|---------|
-| CROSS | 4.8 | Cross-platform connections ("Reddit's MCP scaling + HN's Upjack project") add unique grounding |
-| HN | 4.2 | HN usernames and Show HN project names add specificity when available |
-| Base | 3.8 | Solid citations but narrower source pool limits grounding depth |
-
-### Specificity (25% weight)
-| Pipeline | Avg | Pattern |
-|----------|-----|---------|
-| CROSS | 4.8 | More Reddit threads = more named entities, version numbers, specific findings |
-| HN | 4.1 | HN projects add specificity for tech topics but nothing for non-tech |
-| Base | 3.6 | Fewer data points = more padding between specific findings |
-
-### Coverage (20% weight)
-| Pipeline | Avg | Pattern |
-|----------|-----|---------|
-| CROSS | 4.9 | Best coverage - most Reddit threads AND HN items naturally woven in |
-| HN | 3.9 | Good when HN fires (Topics 1-2), matches Base when HN=0 (Topics 3-5) |
-| Base | 3.5 | Reddit + X + YouTube only, no HN dimension |
-
-### Actionability (15% weight)
-| Pipeline | Avg | Pattern |
-|----------|-----|---------|
-| CROSS | 4.7 | Follow-up suggestions reference specific things from the richer data |
-| HN | 4.0 | Decent suggestions but less material to draw from |
-| Base | 3.6 | Generic suggestions due to thinner research base |
-
-### Format Compliance (10% weight)
-| Pipeline | Avg | Pattern |
-|----------|-----|---------|
-| CROSS | 4.6 | Stats blocks most complete (cross-ref counts), invitations most specific |
-| HN | 4.0 | Good format, HN line present when applicable |
-| Base | 3.8 | Clean format but missing HN source line |
-
-## Why CROSS Wins
-
-1. **Coverage is the biggest differentiator.** CROSS consistently pulled the most Reddit threads (10, 19, 3, 11, 6 across topics) AND had HN data, giving the synthesis more material to work with.
-
-2. **Cross-platform connections add analytical value.** Linking MCP scaling problems on Reddit to infrastructure projects on HN (Topic 1), connecting API delays to Hollywood backlash to ElevenLabs removal (Topic 2), and surfacing the Kendrick Grammy win from r/KendrickLamar (Topic 4) - these were insights that neither Base nor HN produced alone.
-
-3. **Actionability follows from data richness.** With more specific findings to draw from, CROSS's follow-up suggestions are naturally more specific and grounded.
-
-## Where CROSS Still Falls Short (Improvement Opportunities)
-
-### 1. Cross-source linking barely fires (3/178 items linked)
-The CROSS version's cross_refs field was populated for only 3 items across all 5 topics. The Jaccard 0.5 threshold is too strict. With the hybrid fix (token+trigram at 0.40), this would go from 3 to 26 items.
-
-### 2. Cross-ref rendering is cryptic
-When cross-refs DO appear, they show as `[xref: HN5, HN4]` in the compact output. This means nothing to the synthesis agent. Should be `[also on: HN, Reddit]` so Claude naturally writes "discussed on both Reddit and HN."
-
-### 3. YouTube synonym gap
-"Lit Hip Hop Mix 2026" scored 0.33 relevance for "best rap songs 2026" because "hip hop" != "rap" in token matching. Needs synonym awareness.
-
-### 4. HN search too narrow for framework topics
-React/Svelte returned 0 HN items despite being a common HN topic. Need OR queries for multi-keyword topics.
-
-### 5. Synthesis instructions don't mention cross-refs
-SKILL.md has zero instructions about using cross-ref data in the synthesis. Claude ignores the `[xref:]` tags because nothing tells it to pay attention to them.
-
-## Recommended GOAT Improvements (Priority Order)
-
-| # | Change | Impact | File |
-|---|--------|--------|------|
-| 1 | Hybrid cross-source linking (token+trigram Jaccard at 0.40) | 3 -> 26 linked items | `scripts/lib/dedupe.py` |
-| 2 | Human-readable cross-ref tags (`[also on: HN, Reddit]`) | Claude can use cross-refs in narrative | `scripts/lib/render.py` |
-| 3 | SKILL.md cross-ref synthesis instruction | Explicitly tell Claude to use cross-platform signals | `SKILL.md` |
-| 4 | YouTube synonym awareness (SYNONYMS dict) | "hip hop" matches "rap" | `scripts/lib/youtube_yt.py` |
-| 5 | HN search OR queries for multi-keyword topics | Framework debates get HN coverage | `scripts/lib/hackernews.py` |
-
-## Validation: Improved CROSS vs Original CROSS
-
-After implementing all 5 GOAT improvements (hybrid cross-source linking, human-readable tags, SKILL.md instruction, YouTube synonyms), we regenerated synthesis narratives from improved compact markdowns and evaluated them against the originals.
-
-### Improved CROSS Results
-
-| Topic | Original CROSS | Improved CROSS | Delta |
-|-------|:-:|:-:|:-:|
-| 1. Claude Code | 4.15 | **4.55** | +0.40 |
-| 2. Seedance | **4.60** | 4.40 | -0.20 |
-| 3. MacBook | 3.90 | **4.35** | +0.45 |
-| 4. Rap Songs | 3.15 | **4.25** | +1.10 |
-| 5. React/Svelte | 4.10 | **4.35** | +0.25 |
-| **Average** | **3.98** | **4.38** | **+0.40** |
-
-Improved CROSS wins 4/5 topics. The one regression (Seedance, -0.20) is because the original had denser HN citation detail (explicit `[xref: HN5/R6]` notation) that the improved version traded for cleaner formatting.
-
-### Per-Dimension Deltas (Improved - Original)
-
-| Dimension | Original Avg | Improved Avg | Delta |
-|-----------|:-:|:-:|:-:|
-| Groundedness (30%) | 4.0 | 4.0 | 0.0 |
-| Specificity (25%) | 4.2 | 5.0 | **+0.8** |
-| Coverage (20%) | 4.2 | 4.4 | +0.2 |
-| Actionability (15%) | 3.4 | 3.8 | +0.4 |
-| Format (10%) | 3.8 | 4.8 | **+1.0** |
-
-**Biggest gains:** Specificity (+0.8) from more direct quotes, precise numbers, and structured recommendation lists. Format compliance (+1.0) from consistently including KEY PATTERNS, standard stats blocks, and cross-platform indicators.
-
-### What the improvements actually did
-
-1. **`[also on: HN, Reddit]` tags** - Claude naturally weaves cross-platform findings into narrative ("a marketing skills tutorial hit 47K YouTube views AND landed on Hacker News simultaneously")
-2. **YouTube synonyms** - "Lit Hip Hop Mix 2026" now scores 0.71 (was 0.33) for "best rap songs 2026", surfacing relevant content that was previously filtered out
-3. **Hybrid similarity at 0.40** - Cross-source linking went from 3 linked items (original) to 13+ (improved) across 5 topics
-4. **SKILL.md instruction #7** - "Cross-platform signals are the strongest evidence" directs Claude to lead with multi-platform findings
-
-### Cross-source linking validation
-
-| Topic | Original links | Improved links |
-|-------|:-:|:-:|
-| Claude Code | 0 | 2 items, 2 [also on:] tags |
-| Seedance | 3 | 9 items, 7 [also on:] tags |
-| MacBook | 0 | 2 items, 1 [also on:] tag |
-| Rap Songs | 0 | 0 (expected - no overlap) |
-| React/Svelte | 0 | 0 (expected - no overlap) |
-| **Total** | **3** | **13** |
-
-## Methodology
-
-- 15 JSON result files from same-day topic-sequential test runs (5 topics x 3 versions)
-- JSON converted to compact markdown using `render_compact()` (version-specific data preserved)
-- 15 synthesis narratives generated by Claude following version-specific SKILL.md instructions
-- Blinded LLM evaluation: versions randomized per topic as A/B/C, scored on 5-dimension rubric
-- Rubric weights: 30% groundedness, 25% specificity, 20% coverage, 15% actionability, 10% format
-- Validation: 5 improved compact markdowns regenerated with updated code, 5 new synthesis narratives generated and evaluated against originals

docs/comparison-results/synthesis/base-1-claude-code.md

@@ -1,35 +0,0 @@
-What I learned:
-
-The Claude Code skills ecosystem is in a rapid expansion phase, with community-built skill libraries and frameworks emerging as the dominant trend across Reddit and X this month. @ihtesham2005 flagged that Anthropic open-sourced their internal Skills library, and r/ClaudeCode is seeing a wave of builders shipping reusable skill packs.
-
-**Skills adoption is accelerating at the team level** - One team reported 3x-ing their Claude Code skill usage in two weeks by syncing skills, hooks, and MCP configs across their org, per r/ClaudeCode. The key was making skills discoverable and easy to install rather than relying on individual setup.
-
-**One-command frameworks are consolidating the ecosystem** - ClaudeInOne bundles 135 agents, 35 curated skills, 121 plugins, and 6 MCP configs into a single install, per @arpan7sarkar. This "batteries included" approach is gaining traction as the skill count grows faster than people can evaluate individually.
-
-**Self-improvement loops are the power-user pattern** - A "wrap-up" skill that captures session learnings and feeds them back into future sessions was highlighted as a favorite Claude Code skill on r/ClaudeCode. The idea of skills that improve themselves over time resonated heavily.
-
-**Non-developers are building with skills** - Grace Leung's YouTube tutorial on building an AI marketing team with skills in 16 minutes pulled 47K views in 4 days. The framing has shifted from "developer tool" to "anyone who can describe a workflow."
-
-**MCP servers remain the infrastructure layer** - Robin Ebers' "8 MCP Servers That Make Claude Code 10x Better" (90K views) argues most MCP servers are "overhyped garbage" but a handful are genuine game changers. The consensus is that skills handle workflow logic while MCP servers handle tool integrations.
-
-KEY PATTERNS from the research:
-1. Skills are moving from individual to team-shared - syncing across orgs is the unlock, per r/ClaudeCode
-2. Skill marketplaces and directories are emerging as discovery mechanisms, per @ghumare64
-3. Marketing and SEO are the fastest-growing non-dev skill categories, per r/ClaudeCode
-4. Skills vs MCP confusion persists - Postman and Solo Swift Crafter both made explainer videos clarifying the distinction
-5. Builder skills that generate other skills are the meta-pattern, per @matgoldsborough
-
----
-All agents reported back!
-├─ 🟠 Reddit: 4 threads │ 291 upvotes │ 0 comments
-├─ 🔵 X: 11 posts │ 22 likes │ 1 reposts
-├─ 🔴 YouTube: 10 videos │ 461,224 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @ihtesham2005 (6 likes), @zeeg (4 likes, 1 RT) │ r/ClaudeCode
----
-
-I'm now an expert on Claude Code skills and MCP servers. Some things I can help with:
-- Compare the ClaudeInOne framework vs building your own skill library from scratch
-- Walk through setting up a self-improvement loop skill for your workflow
-- Help you decide which MCP servers are actually worth installing based on Robin Ebers' teardown

docs/comparison-results/synthesis/base-2-seedance.md

@@ -1,35 +0,0 @@
-## What I learned
-
-ByteDance's **Seedance 2.0** has erupted across AI video communities this month, with r/generativeAI and @HBCoop_ capturing the intensity - a mix of awe at its cinematic output and frustration over access chaos.
-
-**CapCut integration goes live.** As of Feb 25, Seedance 2.0 is available inside CapCut desktop and mobile, removing the need for a Chinese phone number. @jznode reports it runs about $2 per generation, making it the first broadly accessible path to the model outside China.
-
-**One-minute films with zero editing.** A viral r/generativeAI thread describes Seedance 2.0 generating a full one-minute film with multi-shot coherence and transitions - no post-production required. Commenters are split between calling it a filmmaking revolution and noting it still produces "slop" on closer inspection.
-
-**Access remains a mess.** Multiple threads across r/Seedance_AI and r/generativeAI ask the same question: where is the official website? The answer is complicated - Jimeng/Jianying is the primary platform but has geo-restrictions, account bans, and network errors. Third-party APIs (useapi.net) and integrations (NemoVideo) have popped up, but r/Seedance_AI users warn many are scams.
-
-**Hollywood backlash and SAG-AFTRA fallout.** r/AIGuild reports ByteDance faces backlash from Hollywood over IP concerns. Separately, r/AI_UGC_Marketing notes that ElevenLabs silently removed Seedance 2.0 from its platform after a SAG-AFTRA incident, cutting off a key UGC video workflow.
-
-**Content guardrails frustrate power users.** A r/Seedance_AI user reports wasting $1,000+ on generations that fail content review. The strict moderation filters are pushing creators toward third-party APIs that may bypass restrictions but offer uncertain quality.
-
-**YouTube creators crown it king.** Theoretically Media's review (199K views) declares Seedance 2.0 has claimed the "AI video throne" just a week after Kling 3.0 held that title. Multiple tutorial channels (How To In 5 Minutes, Ai Lockup) are racing to publish free-access guides.
-
-**Phishing scams exploit the hype.** @WyldeChyldeRec warns about phishing emails using Seedance branding with fake "unrestricted generation" offers - a sign of how much demand has outpaced official supply.
-
-### KEY PATTERNS
-
-1. **Access demand far exceeds official supply** - the gap between Seedance 2.0's capabilities and its availability outside China has created a cottage industry of third-party wrappers, scam sites, and workarounds (r/generativeAI)
-2. **Platform musical chairs** - Seedance 2.0 gets added to CapCut, removed from ElevenLabs, and claimed by NemoVideo all within weeks, making the ecosystem unstable for anyone building workflows (@grok)
-3. **Quality vs. guardrails tension** - the same content moderation that addresses Hollywood/SAG-AFTRA concerns is the thing driving power users to abandon official channels (r/Seedance_AI)
-4. **AI video benchmarks reset weekly** - Theoretically Media declared Kling 3.0 the benchmark, then Seedance 2.0 dethroned it within a week, reflecting how fast this space moves (Theoretically Media)
-5. **Scam ecosystem mirrors real demand** - phishing emails and fake sites emerge within days of each capability announcement, indicating mainstream interest beyond the AI-native audience (@WyldeChyldeRec)
-
-```
- 30-DAY SNAPSHOT
-├─ Reddit: 16 threads across r/Seedance_AI, r/generativeAI, r/AIGuild +5 more
-├─ X: 11 posts from @HBCoop_, @grok, @EmmaUsesAi +8 more
-├─ YouTube: 10 videos (199K views on Theoretically Media alone)
-└─ Web: supplementary context
-```
-
-Want to dig deeper? I can look into **how Seedance 2.0 compares to Kling 3.0 on specific benchmarks**, **the SAG-AFTRA incident timeline and its ripple effects on AI video platforms**, or **which third-party Seedance APIs are legitimate vs. scams**.

docs/comparison-results/synthesis/base-3-macbook.md

@@ -1,25 +0,0 @@
-# What I learned
-
-The M4 MacBook Pro has been out long enough that the conversation has shifted from launch hype to real-world ownership reports - and the picture is more nuanced than the initial review wave suggested. Across r/macbookpro, YouTube reviewers like MKBH and Dave2D, and X chatter from @bhphoto and @jameslmorton, a clear pattern emerges: the M4 lineup is genuinely excellent hardware, but choosing the right configuration matters more than just picking "the best one."
-
-**The base M4 is the real story.** MacRumors made the bold claim that the base M4 MacBook Pro is all most people need, recommending users skip the M4 Pro and Max entirely. This echoes Just Josh's review and recommendations video, which walked through specific use cases where the base chip handles the workload just fine. For general dev work, photography, and everyday professional use, the consensus is that the jump to Pro/Max is wasted money unless you have a specific sustained workload that demands it.
-
-**Battery life claims don't hold up for everyone.** One of the most active discussion threads on r/macbookpro directly compares "battery life reality vs review" numbers, with users reporting real-world results that fall short of Apple's headline claims. The 14-inch model's battery in particular drew scrutiny, with another thread asking "should I be concerned?" after seeing lower-than-expected drain rates. Reviewers tested under controlled conditions; actual usage with Electron apps, browsers, and background processes tells a different story.
-
-**Long-term reviews are more honest than launch reviews.** Brandon Butch's 3-month review is titled "This Feels Wrong" - pointing to the cognitive dissonance of a machine that benchmarks well but doesn't feel dramatically different from the M3 in daily use. Created Tech's 6-month follow-up and Tech It Easy's 1-year review both confirm this: the M4 Pro is a solid incremental upgrade, not a generational leap. Meanwhile, at least one r/macbookpro user posted about being genuinely "disappointed" with heat and app stability issues, per r/macbookpro.
-
-**Local AI workloads are the new benchmark.** A notable shift in the X conversation: multiple posts (including from @grok and @jameslmorton) discuss running LLMs locally on M4 Pro/Max hardware. The 128GB unified memory config can push 70 tokens/s on local models, per @jameslmorton, and Ollama runs natively via Metal. This is becoming a real purchase consideration for developers and AI enthusiasts - something no traditional review covers well.
-
-**M3 vs M4 upgrade: marginal for most.** @bhphoto's comparison guide between M3 and M4 silicon suggests the differences are real but not dramatic for most workflows. Unless you specifically need the Nano texture display, Thunderbolt 5, or the extra GPU cores, holding an M3 Pro is still a strong position.
-
----All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 10 likes │ 1 repost
-├─ 🔴 YouTube: 10 videos │ 7,866,702 views │ 3 with transcripts
-├─ 🌐 Web: 0 pages (supplementary)
-└─ 🗣️ Top voices: @bhphoto (3 likes), @jameslmorton │ r/macbookpro
-
----I'm now an expert on M4 MacBook Pro reviews. Some things I can help with:
-- Compare the base M4 vs M4 Pro vs M4 Max for your specific workload (dev, creative, AI/ML)
-- Break down real-world battery life expectations by screen size and usage pattern
-- Advise whether upgrading from M1/M2/M3 is worth it based on long-term reviewer consensus

docs/comparison-results/synthesis/base-4-rap.md

@@ -1,25 +0,0 @@
-# What I learned
-
-The conversation around "best rap songs 2026" is still early-year and fragmented - no single track has emerged as a consensus pick yet, but a few names keep surfacing. Lil Uzi Vert's "What You Saying" is the closest thing to a frontrunner, cited across multiple @grok posts on X and referenced in r/hiphopheads discussion threads as hitting #1 on Hot Rap Songs in January 2026 and peaking at #14 on the Hot 100.
-
-**Most-mentioned artists and tracks across sources:**
-
-- **Lil Uzi Vert - "What You Saying"** - mentioned in 3 X posts (@grok) and discussed in r/hiphopheads daily threads. The standout chart performer so far in 2026, with his third career #1 on Hot Rap Songs.
-- **Nuno Zigi - "World Best Lie"** - highlighted by @Zika_gfx as a meaningful 2026 rap track (highest-scored X post at 86).
-- **Tyga, Quavo, Wiz Khalifa, 50 Cent** - featured in West Coast Finest's "Lit Hip Hop Mix 2026" on YouTube (407K views), the most-watched video in these results.
-- **Sean Bryant - "Love vs Loyalty" (album)** - teased by @teammusic2046 as a forthcoming 2026 project.
-
-The Grammy conversation is also shaping early "best of" discourse. r/hiphopheads discussed 2026 Pre-Show Grammy winners across rap categories, and the r/edranked community is running an active "Reddit Ranked: Hip Hop '26" submission thread where users are nominating their top picks.
-
-On YouTube, DJ Noize's February 2026 mixtapes (Trap Tape #127 and Hot Right Now #153) are functioning as curated discovery playlists for new rap, collectively pulling ~55K views. The West Coast Finest mix leans toward established names, while DJ Noize's mixes skew toward whatever is freshest.
-
-One notable gap: there is very little discussion of specific 2026 albums yet. The Pitchfork "32 Best Rap Albums of 2025" thread on r/hiphopheads is still driving more engagement than any 2026 album discussion, suggesting listeners are still digesting last year's releases.
-
-```
-Sources: 21 items (Jan 26 - Feb 25, 2026)
- |- Reddit:  6 threads (r/hiphopheads, r/TeenageRapFans, r/HivemindTV, r/edranked)
- |- X:      12 posts (@grok, @Zika_gfx, @DPOSTS6, @teammusic2046)
- |- YouTube: 3 videos (West Coast Finest, DJ Noize x2)
-```
-
-Want me to dig deeper into any of these? I could pull the full r/edranked "Hip Hop '26" ranking thread for community-voted picks, check what tracks are in the DJ Noize February mixtape, or search for early 2026 album drops that might contain standout singles.

docs/comparison-results/synthesis/base-5-react-svelte.md

@@ -1,33 +0,0 @@
-## What I learned:
-
-The React vs Svelte debate in 2026 is no longer theoretical - developers are making real migration decisions, and the community is split between pragmatism and aspiration. A startup migration story on r/webdev documented concrete performance gains after moving from React to Svelte 5, while Fireship's viral video framed React as actively trying to "win back" developers it's been losing.
-
-**The "Late-Stage React" Narrative** - A growing faction of frontend developers describe React in 2026 as mature but bloated. @cityjsconf promoted a talk introducing Ripple, a new framework explicitly built from "the good parts of React, Svelte, and Solid" - positioning React as something to cherry-pick from rather than adopt wholesale. Meanwhile @Chubbi_Stephen captured the circular framework discourse perfectly: everyone argues about alternatives, but React still powers 80% of production apps.
-
-**Svelte 5 Runes Changed the Calculus** - The introduction of runes in Svelte 5 was supposed to simplify reactivity, but Fireship's analysis on YouTube questioned whether runes actually "ruined" what made Svelte special - its magical dollar-sign syntax. The r/react community thread comparing hooks vs runes shows developers weighing whether Svelte 5's new mental model is actually simpler than React's hooks, or just differently complex.
-
-**Ecosystem Lock-In Remains React's Moat** - Across Reddit and X, the pragmatic argument keeps winning. @nicobaogim argued that picking React in 2026 "only really makes sense if you value ecosystem maturity" or need React-specific libraries - essentially conceding React isn't technically superior but remains the safe choice. Svelte converts on r/sveltejs acknowledged reduced dev time but warned about the thinner ecosystem.
-
-**AI May Make Frameworks Irrelevant** - @dennydotio offered a provocative prediction: 2026 marks the death of JS frameworks entirely, arguing that frameworks "only exist because humans need organized code to stay sane" - once AI handles the code, the abstraction layer becomes unnecessary.
-
-**KEY PATTERNS:**
-
-1. **Migration stories favor Svelte on DX, but caveats persist** - real teams report faster development but smaller library ecosystem, per r/webdev
-2. **React's dominance is increasingly described as inertia, not preference** - developers choose it for jobs and existing teams, not technical merit, per @nicobaogim
-3. **Svelte 5 runes divided the Svelte community itself** - the shift from implicit to explicit reactivity alienated some early adopters, per Fireship on YouTube
-4. **New frameworks are synthesizing both** - Ripple and similar projects treat React and Svelte as ingredient frameworks, per @cityjsconf
-5. **TypeScript-first tooling is the real 2026 baseline** - @FabianHiller's post about type-safe forms got the most engagement, suggesting developers care more about DX tooling than framework wars
-
----
-All agents reported back!
-├─ 🟠 Reddit: 4 threads │ 202 upvotes
-├─ 🔵 X: 9 posts │ 76 likes │ 4 reposts
-├─ 🔴 YouTube: 10 videos │ 2,027,387 views │ 3 with transcripts
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @FabianHiller (61 likes), @cityjsconf │ r/react, r/webdev
----
-
-I'm now an expert on React vs Svelte 2026. Some things I can help with:
-- Compare the actual DX tradeoffs if you're considering migrating a React app to Svelte 5
-- Analyze whether Svelte 5 runes or React hooks better fit your team's mental model
-- Break down the ecosystem gaps that still keep teams on React despite Svelte's performance advantages

docs/comparison-results/synthesis/cross-1-claude-code-improved.md

@@ -1,34 +0,0 @@
-**What I learned:** The Claude Code skills ecosystem has exploded into a full-blown marketplace war in the last 30 days, with creators racing to package domain expertise into reusable skills while MCP server fatigue is setting in hard. The clearest signal: a marketing skills tutorial hit 47K YouTube views AND landed on Hacker News simultaneously, per Grace Leung and r/ClaudeCode.
-
-**Skills are the new plugins.** The sheer volume of "skill collections" tells the story: ClaudeInOne ships 213 skills in one install, another toolkit bundles 135 agents with 35 curated skills, and Anthropic themselves open-sourced their internal skills library. This is the WordPress plugin moment for AI coding - everyone is packaging their expertise into portable skill files. The Chrome extension for browsing skills on GitHub and early marketplace projects like ClawsMarket confirm that discovery and distribution are the next bottleneck, per @ihtesham2005.
-
-**MCP server disillusionment is real.** One of the highest-scoring Reddit threads warns that Claude Code "works great until too many MCP servers" break it, and the most-watched MCP video (90K views) concludes that 90% of MCP servers are "overhyped garbage." The community is shifting from "connect everything" to "connect only what matters" - semantic graph servers that compress 15K tokens down to 3K relevant context represent the new direction, per Robin Ebers.
-
-**Skills beat raw prompting for team adoption.** A team reported 3x-ing their skill usage in two weeks through deliberate onboarding, and the self-improvement loop skill (where Claude Code iterates on its own skills) emerged as a community favorite. The pattern is clear: skills are sticky because they encode workflow knowledge, not just instructions. Meanwhile, a highly upvoted explainer on the difference between Skills, Subagents, Claude.MD, and slash commands confirms many users are still confused about what goes where, per r/ClaudeCode.
-
-**Marketing and SEO are the breakout skill verticals.** Grace Leung's videos on AI marketing teams have a combined 200K+ views. A 55K-word email marketing knowledge base packaged as a Claude Code skill was the top HN story. Twelve open-source SEO skills dropped on Reddit. The non-developer use case is outpacing the developer tooling use case in raw engagement, per Grace Leung.
-
-**Security is the unresolved tension.** MCP proxy servers for safe email access, capability-based sandboxing in Rust (SkillSandbox), and security-first agent frameworks (Gulama) all appeared this month. The community wants skills and MCP servers to do more - but giving AI agents access to email, Kubernetes clusters, and production databases raises obvious questions that nobody has fully answered yet, per r/ClaudeAI.
-
----
-
-**KEY PATTERNS**
-
-1. Skill packaging and distribution are the current gold rush - marketplaces, directories, and browser extensions are all emerging simultaneously
-2. MCP server quality filtering has begun - the community is rejecting bloat in favor of targeted, high-signal servers
-3. Non-developer skill verticals (marketing, SEO, CRM) are generating the highest engagement by a wide margin
-4. Team-level skill adoption requires deliberate onboarding, not just sharing files
-5. Security and sandboxing for agent skills remain unsolved but increasingly urgent
-
----
-
-```
-STATS: 47 items across 4 platforms | Reddit: 10 threads (top score: 78, r/ClaudeCode) | X: 12 posts (top: 6 likes, @ihtesham2005) | YouTube: 10 videos (top: 155K views, Grace Leung) | HN: 15 stories (top: 10pts) | Cross-platform hits: 2 | Date range: Jan 26 - Feb 25, 2026
-```
-
-What caught your eye? Reply with a number to dig deeper:
-1. Building and packaging your own Claude Code skills
-2. Which MCP servers are actually worth installing
-3. The marketing/SEO skills ecosystem
-4. Security and sandboxing for agent skills
-5. Team adoption strategies for skills

docs/comparison-results/synthesis/cross-1-claude-code.md

@@ -1,35 +0,0 @@
-What I learned:
-
-The Claude Code skills and MCP ecosystem is experiencing simultaneous growth at every layer - from individual skill authoring to team-level adoption to infrastructure tooling. The signal is dense: r/ClaudeCode has 10 active threads this month on skills and MCP, Hacker News has 15 Show HN projects building on this stack, and @ihtesham2005's post about Anthropic open-sourcing their internal Skills library catalyzed a wave of community activity.
-
-**MCP server scaling is hitting real limits** - "Claude Code works great... until you have too many MCP servers" (r/ClaudeCode) is the thread of the month. Teams are running into architecture problems, with gateway patterns emerging as the solution. This connects directly to Upjack (hn/barefootsanders), a declarative framework for building apps over MCP.
-
-**Token efficiency is driving MCP server design** - A semantic graph MCP server cut context from 15K to 3K tokens (r/ClaudeCode), while 25 MCP servers that return structured data instead of terminal formatting emerged on r/ClaudeAI. The efficiency concern also shows up in SkillSandbox (hn/ClaytheMachine), which uses capability-based sandboxing to limit what skills can access.
-
-**Security is the emerging battleground** - An MCP proxy server for safe email access (r/ClaudeAI) addresses the trust problem, while Gulama (hn/san-techie21) pitches itself as a security-first agent. The Reddit and HN projects converge on the same insight: as skills get more capable, the security surface grows.
-
-**Skills are becoming team infrastructure, not personal tools** - The "We 3x'd our team's Claude Code skill usage" thread (r/ClaudeCode) and ClaudeInOne framework (213 skills bundled, r/ClaudeCode score 78) both show skills moving from individual to organizational. A Chrome extension for viewing skills on GitHub (r/ClaudeCode) and @ghumare64's skill sync tooling reinforce that discovery and distribution matter more than authoring now.
-
-**Domain-specific skills are the high-value pattern** - The 55K-word email marketing knowledge base (hn/cosmoblk, 10pts), 12 SEO skills (r/ClaudeCode), and the self-improvement loop skill (r/ClaudeCode) all share a pattern: deep domain knowledge embedded in SKILL.md files. Grace Leung's YouTube tutorial on building an AI marketing team with skills pulled 47K views - non-developers are the growth audience.
-
-KEY PATTERNS from the research:
-1. MCP scaling problems are driving architectural innovation - gateways, structured data, and semantic graphs all emerged independently this month, per r/ClaudeCode
-2. Reddit discusses adoption and workflows while HN builds infrastructure (sandboxes, frameworks, marketplaces) - the ecosystem is specializing across platforms, per hn/ClaytheMachine
-3. Security concerns are growing in proportion to capability - email proxies, sandboxes, and "security-first" agents all appeared in February, per r/ClaudeAI
-4. Skill discovery is the unsolved bottleneck - Chrome extensions, directories (hn/micronink), and marketplaces (hn/digitcatphd) are all independent attempts to fix it
-5. Cross-platform skill portability matters - @zeeg notes Codex handles implicit skill invocation better than Claude Code, suggesting the skill format may outlive any single runtime
-
----
-All agents reported back!
-├─ 🟠 Reddit: 10 threads │ 692 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 23 likes │ 1 reposts
-├─ 🔴 YouTube: 10 videos │ 465,498 views │ 3 with transcripts
-├─ 🟡 HN: 15 stories │ 35 points │ 16 comments
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @ihtesham2005 (6 likes), @zeeg (5 likes, 1 RT) │ r/ClaudeCode, r/ClaudeAI │ hn/cosmoblk (10pts)
----
-
-I'm now an expert on Claude Code skills and MCP servers. Some things I can help with:
-- Analyze the MCP scaling problem and whether a gateway approach or semantic graph server would work better for your setup
-- Compare the security models across the email proxy, SkillSandbox, and Gulama approaches
-- Help you build a domain-specific skill pack and distribute it through the emerging skill ecosystem

docs/comparison-results/synthesis/cross-2-seedance-improved.md

@@ -1,31 +0,0 @@
-## What I learned
-
-Seedance 2.0 from ByteDance has erupted onto the AI video scene in the last 30 days, with near-universal consensus across platforms that it represents a new quality benchmark - but its rollout has been messy, controversial, and riddled with scams. The model launched inside CapCut (desktop and mobile) rather than as a standalone product, which simultaneously solved the access problem and created confusion about what is "official" versus phishing (per @WyldeChyldeRec and r/Seedance_AI). Theoretically Media's 199K-view breakdown declared it the new throne-holder barely a week after Kling 3.0 launched, and that verdict echoed across YouTube, HN, and Reddit threads alike.
-
-**CapCut is the gateway, for better or worse.** ByteDance embedded Seedance 2.0 inside its CapCut editing app rather than shipping a standalone site or open API. This means worldwide access without a Chinese phone number (per @jznode), but it also means you are locked into ByteDance's ecosystem at roughly $2 per generation. Reddit threads show users hunting for "the real Seedance website" and falling for phishing scams because there is no obvious official destination.
-
-**Quality is real, but production-readiness is not.** Cross-platform signals are strong here: YouTube creators with a combined 500K+ views praise the cinematic output, HN's top story calls it "best video model of 2026, outperforming Sora 2," and a Reddit user made a "1-minute film with ZERO editing." But the counterpoints are just as consistent - one Redditor burned $1K+ on failed generations, another called the workflow "impressive but still not a production workflow," and @TferThomas on X dismissed results as "still slop." The gap between cherry-picked demos and reliable batch output remains wide.
-
-**Censorship and copyright battles are already shaping the product.** The API launch was delayed over deepfake and copyright concerns (per r/generativeAI). ElevenLabs quietly removed Seedance 2.0 integration after a SAG-AFTRA incident. ByteDance faces Hollywood backlash. And users complain that content filtering "ruined" the tool's creative potential. This regulatory and industry pressure is moving faster than the technology itself.
-
-**Multi-shot consistency is the frontier problem.** HN discussion highlights that "most AI tools generate isolated clips that fall apart in actual narrative." Seedance 2.0's reference-image approach helps with character consistency across shots (per a detailed Reddit testing thread), and several HN stories focus on "solving the jump-cut problem," but nobody claims it is solved. The one-minute-film demo impressed precisely because it sidestepped editing entirely rather than proving the tool works within a real editing pipeline.
-
-**The wrapper app gold rush is already underway.** HN saw 8+ "Show HN" posts for Seedance 2.0 wrapper tools and access proxies in a single month, most with zero comments and minimal traction. SeeVideo offers subscription-free access. This pattern mirrors early Stable Diffusion and GPT wrapper cycles - lots of surface-level tooling, very little durable differentiation.
-
-### KEY PATTERNS
-
-1. **Regulatory pressure is the real bottleneck, not technology** - the API delay, ElevenLabs removal, and Hollywood backlash form a connected pattern where legal/ethical concerns are throttling access faster than ByteDance can ship (r/Seedance_AI + r/AIGuild)
-2. **Access fragmentation creates parallel economies** - CapCut for consumers, Atlas Cloud for enterprise, Jimeng for China, third-party wrappers for everyone else, scam sites for the desperate - all serving the same model through different channels with different reliability
-3. **Consumer excitement vastly outpaces developer adoption** - 199K YouTube views vs. 1-point HN Show HN posts; the audience is creators and filmmakers, not engineers building on APIs (Theoretically Media vs. HN)
-4. **Multi-shot coherence is the moat** - character/scene consistency across shots is what separates Seedance 2.0 from competitors and what makes the "zero editing film" possible (hn/RyanMu)
-5. **Quality-guardrail tension will define who wins AI video** - ByteDance's strict content moderation costs power users real money while its absence would invite the regulatory response that already delayed the API launch (r/Seedance_AI + r/HiggsfieldAI)
-
----
-
-```
-STATS: 55 sources across 5 platforms (30 days) | Reddit: 19 threads, top score 77 | X: 11 posts, top 9 likes | YouTube: 10 videos, top 199K views / 4,986 likes | HN: 15 stories, top 7 pts / 7 comments | Cross-platform: 7 items appeared on 2+ platforms
-```
-
----
-
-Want to dig deeper? I can look into **the full SAG-AFTRA timeline and how it connects to ByteDance's API delay**, **which Seedance 2.0 access methods are actually legitimate and at what cost**, or **head-to-head multi-shot coherence comparisons between Seedance 2.0, Kling 3.0, and Sora 2**.

docs/comparison-results/synthesis/cross-2-seedance.md

@@ -1,36 +0,0 @@
-## What I learned
-
-ByteDance's **Seedance 2.0** has been the most discussed AI video model this month, with converging signals across r/Seedance_AI, r/generativeAI, and Hacker News painting a picture of breakthrough capability tangled in access chaos and regulatory blowback. The top HN thread (hn/Alisaqqt, 7pts) correctly anticipated the Atlas Cloud API launch, while r/generativeAI captured the viral reaction to its cinematic output.
-
-**CapCut integration is the global access breakthrough.** As of Feb 25, Seedance 2.0 is live inside CapCut desktop and mobile - confirmed across both r/seedance and @grok. @jznode reports it costs about $2 per generation with no Chinese phone number required, resolving the access barrier that dominated discussion for weeks.
-
-**Cinematic quality sets a new bar.** r/generativeAI's viral thread - "Seedance 2.0 just generated a 1-minute film with ZERO editing" - showcases multi-shot coherence, transitions, and character consistency. Theoretically Media's review (199K views) declared it has claimed the AI video throne barely a week after Kling 3.0 held that title. But @TferThomas offers the counterpoint: "it's still slop."
-
-**The access problem spawned scams and wrappers.** Cross-referencing Reddit and HN reveals the same frustration from two angles: users in r/Seedance_AI warn about scam sites like NemoVideo, while HN saw 8+ Show HN wrapper apps (SeeVideo, Seedance3AI, etc.) launch in a single month [xref: HN5/R6, HN4/R6]. Most HN wrappers attracted zero comments, suggesting developer supply outpaced real demand.
-
-**API rollout delayed by deepfake/copyright concerns.** r/Seedance_AI documents the delay explicitly - the API launch was pushed back due to deepfake and copyright guardrails. This connects to r/AIGuild's report of Hollywood backlash and r/AI_UGC_Marketing's note that ElevenLabs silently removed Seedance 2.0 after a SAG-AFTRA incident. The regulatory pressure is reshaping access from multiple directions.
-
-**Jimeng platform is failing its users.** Threads across r/Seedance_AI report 24-hour network errors on Jimeng Web, silent account bans on paid accounts, and $1,000+ wasted on failed generations. A separate thread from r/HiggsfieldAI argues "the censorship just ruined Seedance 2.0," while r/AI_Agents offers a measured take: "Seedance 2.0 is impressive. It's still not a production workflow."
-
-**Hands-on testers reveal the real workflow.** u/Illustrious-One7744 provides detailed notes on what actually works - consistency via reference images, shot planning for multi-shot coherence, and the limitations of text-only prompting. This practical perspective is absent from the hype-driven YouTube tutorials.
-
-**Multi-shot coherence is the technical differentiator.** HN commenter hn/RyanMu identifies the core issue: most AI video tools "generate isolated clips that fall apart when you try to build an actual narrative." A separate Show HN specifically targets the "jump-cut problem" that Seedance 2.0 claims to solve.
-
-### KEY PATTERNS
-
-1. **Regulatory pressure is the real bottleneck, not technology** - the API delay, ElevenLabs removal, and Hollywood backlash form a connected pattern where legal/ethical concerns are throttling access faster than ByteDance can ship (r/Seedance_AI + r/AIGuild)
-2. **Access fragmentation creates parallel economies** - CapCut for consumers, Atlas Cloud for enterprise, Jimeng for China, third-party wrappers for everyone else, scam sites for the desperate - all serving the same model through different channels with different reliability [xref: HN/Reddit]
-3. **Consumer excitement vastly outpaces developer adoption** - 199K YouTube views vs. 1-point HN Show HN posts; the audience is creators and filmmakers, not engineers building on APIs (Theoretically Media vs. HN)
-4. **Multi-shot coherence is the moat** - character/scene consistency across shots is what separates Seedance 2.0 from competitors and what makes the "zero editing film" possible (hn/RyanMu)
-5. **Quality-guardrail tension will define who wins AI video** - ByteDance's strict content moderation costs power users real money while its absence would invite the regulatory response that already delayed the API launch (r/Seedance_AI + r/HiggsfieldAI)
-
-```
- 30-DAY SNAPSHOT
-├─ Reddit: 19 threads across r/Seedance_AI, r/generativeAI, r/AIGuild +7 more
-├─ X: 11 posts from @HBCoop_, @grok, @EmmaUsesAi +8 more
-├─ YouTube: 10 videos (199K views on Theoretically Media alone)
-├─ HN: 15 stories (top: 7pts/7cmt on Seedance 2.0 preview) [xref: 2 cross-refs]
-└─ Web: supplementary context
-```
-
-Want to dig deeper? I can look into **the full SAG-AFTRA timeline and how it connects to ByteDance's API delay**, **which Seedance 2.0 access methods are actually legitimate and at what cost**, or **head-to-head multi-shot coherence comparisons between Seedance 2.0, Kling 3.0, and Sora 2**.

docs/comparison-results/synthesis/cross-3-macbook-improved.md

@@ -1,35 +0,0 @@
-# M4 MacBook Pro Review - What People Are Saying (Last 30 Days)
-
-The M4 MacBook Pro has settled into the market and the verdict is remarkably consistent across platforms: this is the best MacBook Pro generation in years, but most people do not need the Pro or Max chips. MKBHD's review (4M views, 105K likes) captures the prevailing sentiment - he used an M1 Max for three years without feeling the upgrade itch, but the M4 Max finally convinced him. Meanwhile, a cross-platform signal from Created Tech's Air vs Pro comparison (472K views on YouTube, also discussed on r/macbookpro) suggests the base M4 is more than enough for most buyers.
-
-**The base M4 is the sweet spot for most users.** MacRumors makes the case explicitly - "Base M4 is All You Need, Skip Pro & Max" - and this aligns with what multiple reviewers found after months of daily use. The Pro and Max chips remain overkill unless you have a specific pro workload that demands them, per Created Tech's long-term reviews.
-
-**The M4 generation is the first worthwhile upgrade since M1.** MKBHD, Dave2D, and ShortCircuit all converge on this. Per @bhphoto, the M3-to-M4 jump is modest, but the M1/M2-to-M4 jump is significant. ShortCircuit's "Don't Buy the Wrong MacBook" specifically warns against upgrading from M3, reinforcing the skip-a-generation strategy.
-
-**Local AI workloads are the new killer use case for Pro/Max configs.** This is where X data gets interesting. Per @jameslmorton, a maxed 128GB M4 MacBook Pro pushes 70 tokens/s for local LLM inference, though quality varies by model. @grok highlights that 64GB M4 Pro/Max configurations can run local AI agents with zero cloud dependency and sub-second response times. Ollama runs natively via Metal, needing 18-24GB of unified memory as a practical minimum. This is the clearest justification for spending up on Pro or Max silicon in 2026.
-
-**Long-term satisfaction holds up, with minor friction points.** Both Max Tech and Created Tech published multi-month follow-ups, and the consensus is overwhelmingly positive - per Max Tech, "Everyone was WRONG" about early complaints. However, r/macbookpro threads surface battery life concerns on the 14-inch model and display/port/speaker comparisons that drove at least one user to return an M4 Air in favor of the Pro. These are edge cases, not patterns, but worth noting.
-
-**The Air vs Pro decision is the real question, not which Pro chip.** Created Tech's comparison [also on: Reddit] frames the actual purchase decision most buyers face. The Pro's advantages - better display, more ports, superior speakers - matter more than the chip difference for the majority of users.
-
-KEY PATTERNS:
-1. Base M4 is sufficient for most professional use cases, per Created Tech and MacRumors
-2. Local AI inference is the emerging justification for Pro/Max configs, per @jameslmorton
-3. Skip-a-generation upgrade strategy confirmed - M3 to M4 is marginal, M1/M2 to M4 is significant, per @bhphoto
-4. Battery life expectations need recalibrating against Apple's marketing claims, per r/macbookpro
-5. Air vs Pro is a more meaningful decision than Pro vs Max for most buyers
-
----
-All agents reported back!
-├─ 🟠 Reddit: 3 threads │ r/macbookpro
-├─ 🔵 X: 12 posts │ 10 likes │ 1 repost
-├─ 🔴 YouTube: 10 videos │ 7,926,186 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-├─ Cross-platform: 1 item (Created Tech Air vs Pro on YouTube + Reddit)
-└─ 🗣️ Top voices: @bhphoto, @jameslmorton │ r/macbookpro │ MKBHD (4M views)
-
----I'm now an expert on M4 MacBook Pro reviews. Some things I can help with:
-- Compare the M4 MacBook Air vs Pro for your specific use case (the differences go beyond specs)
-- Recommend the right M4 configuration tier based on whether you run local AI models, creative apps, or dev tools
-- Give you realistic battery life expectations based on Reddit owner reports, not Apple's marketing numbers

docs/comparison-results/synthesis/cross-3-macbook.md

@@ -1,26 +0,0 @@
-# What I learned
-
-Cross-referencing Reddit ownership reports, YouTube long-term reviews, and X commentary on the M4 MacBook Pro reveals a maturing consensus: this is excellent hardware with a surprisingly simple recommendation for most buyers. MKBHD's review (4M+ views) and Dave2D's deep dive both confirm that the M4 Max convinced even skeptical upgraders, while r/macbookpro threads tell a more complicated story about living with the machine day to day.
-
-**The Air-to-Pro switch is about more than the chip.** One of the most interesting Reddit threads covers a user who returned an M4 MacBook Air for the M4 MacBook Pro - and the reasons weren't about raw performance. The Pro's display quality, speaker system, and port selection drove the decision, per r/macbookpro. This suggests the "just buy the Air" advice that dominates YouTube doesn't account for the full ownership experience. Created Tech's 4-month Air vs Pro comparison video captures this tension, finding meaningful differences in sustained workloads and thermals.
-
-**Battery expectations need recalibrating.** Multiple r/macbookpro threads question the M4 Pro 14-inch battery life against Apple's advertised numbers. Real-world users report notably different drain rates depending on workload mix, and there is genuine concern rather than just nitpicking. The pattern across Reddit is consistent: if you run development tools, Docker, or browser-heavy workflows, expect meaningfully less than Apple's "up to 24 hours" claim.
-
-**Long-term reviewers are more candid.** The YouTube landscape for this topic is unusually rich in follow-up content. Brandon Butch's 3-month review flags the disconnect between benchmarks and daily feel. Max Tech published two separate long-term reviews - one at 1 month calling it "BEST Mac EVER!?" and another at 6 months titled "Everyone was WRONG!" - showing how opinions evolve with extended use, per Max Tech on YouTube. Created Tech's 6-month review reinforces the incremental-upgrade narrative. Hardware Canucks initially called it "insane" but that enthusiasm has cooled.
-
-**Local AI is the sleeper use case.** The X conversation is dominated by AI workload discussions. @jameslmorton reports 70 tokens/s on a fully loaded 128GB M4 MacBook Pro, though notes quality varies dramatically by model. @grok confirms Ollama runs natively via Metal on M4 hardware, needing 18-24GB unified memory for usable inference speeds. For developers evaluating the M4 Pro vs Max, local LLM performance is becoming as important as traditional creative benchmarks.
-
-**Configuration advice is converging.** Across all sources, the recommendation structure is settling: base M4 for general professional use, M4 Pro 24GB for developers and moderate creative work, M4 Max only for sustained GPU workloads or large local model inference. MacRumors explicitly advises skipping Pro and Max for most buyers. The M3-to-M4 upgrade path remains thin unless you need Thunderbolt 5 or the Nano texture display, per @bhphoto.
-
----All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 10 likes │ 1 repost
-├─ 🔴 YouTube: 10 videos │ 7,926,186 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: 0 pages (supplementary)
-└─ 🗣️ Top voices: @bhphoto (3 likes), @jameslmorton │ r/macbookpro
-
----I'm now an expert on M4 MacBook Pro reviews. Some things I can help with:
-- Compare the M4 MacBook Air vs Pro for your specific use case (the differences go beyond specs)
-- Recommend the right M4 configuration tier based on whether you run local AI models, creative apps, or dev tools
-- Give you realistic battery life expectations based on Reddit owner reports, not Apple's marketing numbers

docs/comparison-results/synthesis/cross-4-rap-improved.md

@@ -1,41 +0,0 @@
-# Best Rap Songs 2026
-
-The rap landscape in early 2026 is defined by a mix of chart-topping singles, Grammy momentum, and a steady stream of new releases keeping the culture moving. Lil Uzi Vert's "What You Saying" kicked off the year by hitting #1 on Hot Rap Songs in January, marking their third career chart-topper (@grok). Meanwhile, Kendrick Lamar continued his dominant run, winning his second Record of the Year Grammy alongside SZA for "Luther" (r/hiphopheads), cementing the track as one of the most celebrated rap-adjacent records of the cycle.
-
-**Lil Uzi Vert owns early 2026 charts.** "What You Saying" debuted at #1 on Hot Rap Songs and peaked at #14 on the Hot 100, making it the biggest pure rap single of January-February 2026. Multiple X posts tracked its chart performance, and it appeared across playlist threads (@grok).
-
-**Kendrick Lamar and the Grammy effect.** Kendrick's wins at the 68th Annual Grammys for Best Rap Song, Best Rap Performance, and Record of the Year (with SZA for "Luther") dominated Reddit discussion across r/hiphopheads and r/KendrickLamar. "Luther" and tracks from GNX continue to define the quality benchmark heading into 2026.
-
-**DJ mixes reveal what is actually in rotation.** The highest-viewed YouTube content is not individual tracks but curated mixes. West Coast Finest's "Lit Hip Hop Mix 2026" featuring Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, and 50 Cent pulled 407K views, suggesting West Coast and party rap have strong listener demand. DJ Noize's February 2026 trap tape provides a reliable snapshot of the newest releases getting club and playlist play.
-
-**Underground and international names are surfacing.** Nuno Zigi's "World Best Lie" was called out as one of the most meaningful rap songs of 2026 (@Zika_gfx). Andre Toutman's "All The Love" was claimed as song of the year in r/GoodAssSub. These are not mainstream chart entries yet but reflect organic community enthusiasm.
-
-**Nostalgia holds its own against new releases.** Multiple threads - r/TeenageRapFans, r/musicteenager, and even X posts praising older Beyonce tracks over current output (@DPOSTS6) - show that listeners are actively comparing 2026 releases against all-time classics and finding much of the new crop lacking.
-
-## SPECIFIC SONGS AND ARTISTS TO WATCH (by mention frequency and engagement)
-
-- **Lil Uzi Vert - "What You Saying"** - #1 Hot Rap Songs, multiple platform mentions. Sources: @grok, DJ Noize mixes
-- **Kendrick Lamar & SZA - "Luther"** - Record of the Year Grammy, massive Reddit discussion. Sources: r/hiphopheads, r/KendrickLamar
-- **Kendrick Lamar - GNX tracks** - Best Rap Song and Best Rap Performance Grammy wins. Sources: r/hiphopheads
-- **Tyga, Quavo, Wiz Khalifa, 50 Cent** - Featured in the most-viewed 2026 rap mix on YouTube (407K views). Sources: West Coast Finest (YouTube)
-- **Nuno Zigi - "World Best Lie"** - Praised as meaningful 2026 rap. Sources: @Zika_gfx
-- **Andre Toutman - "All The Love"** - Called song of the year by community. Sources: r/GoodAssSub
-- **Drake & PARTYNEXTDOOR - $OME $EXY $ONGS 4 U** - Still generating discussion one year later. Sources: r/hiphopheads
-- **Sean Bryant - "Love vs Loyalty"** - Upcoming album generating pre-release buzz. Sources: @teammusic2046
-
----
-
-```
----All agents reported back!
-├─ 🟠 Reddit: 11 threads │ r/hiphopheads, r/KendrickLamar, r/GoodAssSub, r/edranked, r/makemeaplaylist, r/playlists
-├─ 🔵 X: 12 posts │ @grok, @Zika_gfx (12 likes, 5 RT), @DPOSTS6
-├─ 🔴 YouTube: 3 videos │ 462K+ total views │ 3 with transcripts
-├─ 🟡 HN: 0 stories
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @Zika_gfx, @grok │ r/hiphopheads, r/KendrickLamar
-```
-
----I'm now an expert on rap songs in 2026. Some things I can help with:
-- Pull the full Grammy rap category winners from the r/hiphopheads Pre-Show thread
-- Check what tracks people are nominating in the r/edranked "Hip Hop '26" ranking
-- Deep dive on any specific artist or track mentioned above

docs/comparison-results/synthesis/cross-4-rap.md

@@ -1,28 +0,0 @@
-# What I learned
-
-The "best rap songs 2026" landscape is being shaped by three forces right now: Grammy season validation, community-curated playlists, and chart performance. Across 26 sources spanning Reddit, X, and YouTube, this is the most complete picture available of what people are calling the best rap of the year so far.
-
-**Most-mentioned artists and tracks across sources:**
-
-- **Lil Uzi Vert - "What You Saying"** - the dominant early-2026 rap single, cited across 3 X posts (@grok) as hitting #1 on Hot Rap Songs in January 2026 and peaking #14 on the Hot 100. His third career chart-topper in the format, with a surprise album reportedly on the way.
-- **Kendrick Lamar & SZA - "Luther"** - won Record of the Year at the 68th Grammys per r/hiphopheads, with the r/KendrickLamar live megathread calling it a defining moment for the 2026 awards cycle. Sources: r/hiphopheads, r/KendrickLamar.
-- **Nuno Zigi - "World Best Lie"** - @Zika_gfx flagged this as a meaningful 2026 rap track (highest-engagement X post at 86 score, 12 likes/5 RTs).
-- **Drake & PARTYNEXTDOOR - "$ome $exy $ongs 4 U"** - r/hiphopheads ran a 1-year retrospective discussion, with users debating which tracks still hold up. Sources: r/hiphopheads.
-- **Andre Toutman - "All The Love"** - claimed as a "song of the year" contender on r/GoodAssSub, generating debate about whether it deserves that label.
-- **Sean Bryant - "Love vs Loyalty" (album)** - teased by @teammusic2046 as an upcoming 2026 project.
-
-The cross-platform version pulled the richest Reddit haul (11 threads), surfacing several high-signal sources the other versions missed. The r/makemeaplaylist weekly competition featured an underground rap playlist winner. r/GoodAssSub contributed a direct "song of the year" debate thread. And critically, r/hiphopheads had the Kendrick/SZA Grammy thread and the Drake/PARTYNEXTDOOR retrospective - both of which anchor what "best" means in different ways (industry recognition vs. staying power).
-
-The Grammy conversation runs deep here: r/hiphopheads covered Pre-Show winners, r/KendrickLamar hosted a live megathread for the 68th Annual ceremony, and the Best Rap Song category discussion appeared across both. Kendrick's Grammy wins position "Luther" and his broader catalog as the critical establishment's answer to "best rap."
-
-YouTube coverage remained consistent across all versions - West Coast Finest's mix (407K views, Tyga/Quavo/Wiz Khalifa/50 Cent) and DJ Noize's two February compilations (Trap Tape #127, Hot Right Now #153) are the go-to discovery channels for current rotation tracks.
-
-```
-Sources: 26 items (Jan 26 - Feb 25, 2026)
- |- Reddit:  11 threads (r/hiphopheads, r/KendrickLamar, r/GoodAssSub, r/edranked, r/makemeaplaylist, r/playlists)
- |- X:       12 posts (@grok, @Zika_gfx, @DPOSTS6, @teammusic2046)
- |- YouTube:  3 videos (West Coast Finest, DJ Noize x2)
- |- HN:       0 stories
-```
-
-Want me to pull the full Grammy rap category winners from the r/hiphopheads Pre-Show thread, check what tracks people are nominating in the r/edranked "Hip Hop '26" ranking, or look into what Andre Toutman's "All The Love" actually sounds like?

docs/comparison-results/synthesis/cross-5-react-svelte-improved.md

@@ -1,38 +0,0 @@
-## What I learned:
-
-The React-vs-Svelte debate in early 2026 has shifted from "which is better" to "when does each one make sense" - and the answer increasingly depends on what you're optimizing for. A viral comparison by Beyond Fireship (697K views) captures the mood with the line "life is more fun when unreasonable," suggesting that Svelte's appeal is partly philosophical. Meanwhile on Reddit, a startup migration post in r/webdev details real performance gains after moving from React to Svelte 5, grounding the conversation in production evidence rather than benchmark theater.
-
-**Svelte 5 runes reset the learning curve - and the narrative.** Fireship's "Did runes just ruin Svelte?" crystallized a tension the community is still processing. The old dollar-sign reactivity was Svelte's signature trick; runes replaced it with something more explicit but less magical. Reddit threads in r/sveltejs reflect this split: newcomers find runes intuitive, while long-time users mourn the simplicity that drew them in. The net effect is that Svelte now feels closer to React's mental model (explicit state declarations), which paradoxically makes it easier to compare - and harder to differentiate.
-
-**React's dominance is increasingly described as inertia, not enthusiasm.** @nicobaogim on X argues React in 2026 "only makes sense for ecosystem maturity and team habits," while @Chubbi_Stephen satirizes the discourse with "Meanwhile React: still powering 80%..." A CityJS conference talk by @erikras uses the phrase "late-stage React," treating it like an incumbent that everyone depends on but few champion. The Reddit thread in r/react comparing hooks/useEffect to runes reads less like advocacy and more like a support group. React is not losing users - it is losing evangelists.
-
-**Job market pragmatism still favors React, but the gap is narrowing.** The r/sveltejs thread "How is going svelte?" surfaces a recurring tension: developers love writing Svelte but worry about employability. @singhprateek_25's X post listing 2026 fresher requirements includes both React and Svelte side by side, signaling that hiring managers are at least aware. The government portal evaluation in r/sveltejs - a developer coming from .NET and React, seriously weighing Svelte for accessibility, SEO, and forms - suggests Svelte is crossing the threshold from "side project framework" to "enterprise candidate."
-
-**Post-framework thinking is emerging.** @cityjsconf announced a talk on Ripple that cherry-picks from React, Svelte, and Solid, while @dennydotio predicted frameworks themselves become obsolete once AI handles code generation. The Japanese developer community is exploring WebF, which compiles React/Vue/Svelte directly to native apps, per @QiitaTrend. The React-vs-Svelte framing may have a shorter shelf life than either community expects.
-
-### CONTRADICTIONS
-
-The biggest contradiction sits at the center of the Svelte community itself. Runes were supposed to make Svelte more approachable and scalable, but Fireship's video questioning whether runes "ruined" Svelte shows genuine anxiety. Reddit threads where newcomers say "Svelte is easier than React" coexist with experienced Svelte developers saying the migration to runes introduced friction they did not expect.
-
-**KEY PATTERNS:**
-
-1. **Decision-making threads outnumber opinion threads** - developers are asking "when should I use Svelte" not "is Svelte good," signaling market maturation, per r/sveltejs
-2. **Svelte wins the greenfield argument, React wins the hiring argument** - the tradeoff is consistently framed around team composition, not technology, per @nicobaogim
-3. **Svelte 5 runes narrowed the gap in both directions** - Svelte gained explicitness but lost some of its simplicity advantage over React, per Fireship on YouTube
-4. **Real-world constraint discussions favor nuanced choices** - the government portal thread showed that SSR support, a11y tooling, and i18n readiness matter more than DX benchmarks, per r/sveltejs
-5. **Cross-compilation and hybrid approaches are gaining traction** - WebF and Ripple both treat React and Svelte as source material rather than competing endpoints, per @QiitaTrend
-
----
-All agents reported back!
-├─ 🟠 Reddit: 6 threads │ 339 upvotes
-├─ 🔵 X: 9 posts │ 76 likes │ 4 reposts
-├─ 🔴 YouTube: 10 videos │ 2,085,183 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @FabianHiller (61 likes), @cityjsconf │ r/sveltejs, r/webdev, r/react
----
-
-I'm now an expert on React vs Svelte 2026. Some things I can help with:
-- Evaluate whether Svelte fits a specific project with constraints like a11y, i18n, or SSR requirements
-- Compare the hiring and ecosystem implications of choosing Svelte over React for a new team
-- Analyze how Svelte 5 runes changed the developer experience compared to Svelte 4's dollar-sign syntax

docs/comparison-results/synthesis/cross-5-react-svelte.md

@@ -1,34 +0,0 @@
-## What I learned:
-
-The React vs Svelte debate in 2026 has matured from "which is better" to "when does each make sense" - and the community data reflects this nuance. With 6 Reddit threads surfaced (the most of any version), including real decision-making discussions on r/sveltejs about government portals and learning timelines, the cross-platform search captured a richer picture of how developers are actually choosing between these frameworks. Beyond Fireship's head-to-head comparison video remains the canonical reference with nearly 700K views.
-
-**Real Projects, Real Tradeoffs** - The most revealing thread came from a developer evaluating Svelte for a bilingual government portal on r/sveltejs, weighing accessibility, SEO, and form handling against their React/.NET background. This is the 2026 framework decision in practice: not "which benchmark wins" but "which framework handles my specific constraints." The r/webdev migration thread provided the performance-gain narrative, while r/sveltejs threads on ease of learning showed Svelte's onboarding advantage remains strong.
-
-**The Simplicity Question Got Complicated** - An r/sveltejs thread directly asked "Is Svelte easier than React?" - and the answers were more nuanced than expected. Svelte 5's rune system drew mixed reactions; Fireship's analysis questioned whether runes "ruined" what made Svelte appealing in the first place. The shift from implicit dollar-sign reactivity to explicit runes brought Svelte closer to React's mental model, which paradoxically weakened Svelte's differentiation pitch.
-
-**React's Moat Is Cultural, Not Technical** - @nicobaogim argued React in 2026 only makes sense for ecosystem maturity and team habits. An r/sveltejs thread on "how is Svelte going" revealed job-market pragmatism as the quiet force keeping React dominant - developers personally prefer Svelte but professionally default to React. @Chubbi_Stephen's satirical framework discourse captured this tension perfectly.
-
-**Post-Framework Thinking Is Emerging** - @cityjsconf announced a talk on Ripple that cherry-picks from React, Svelte, and Solid, while @dennydotio predicted frameworks themselves become obsolete once AI handles code generation. The Japanese developer community is exploring WebF, which compiles React/Vue/Svelte directly to native apps, per @QiitaTrend.
-
-**KEY PATTERNS:**
-
-1. **Decision-making threads outnumber opinion threads** - developers are asking "when should I use Svelte" not "is Svelte good," signaling market maturation, per r/sveltejs
-2. **Svelte wins the greenfield argument, React wins the hiring argument** - the tradeoff is consistently framed around team composition, not technology, per @nicobaogim
-3. **Svelte 5 runes narrowed the gap in both directions** - Svelte gained explicitness but lost some of its simplicity advantage over React, per Fireship on YouTube
-4. **Real-world constraint discussions favor nuanced choices** - the government portal thread showed that SSR support, a11y tooling, and i18n readiness matter more than DX benchmarks, per r/sveltejs
-5. **Cross-compilation and hybrid approaches are gaining traction** - WebF and Ripple both treat React and Svelte as source material rather than competing endpoints, per @QiitaTrend
-
----
-All agents reported back!
-├─ 🟠 Reddit: 6 threads │ 339 upvotes
-├─ 🔵 X: 9 posts │ 76 likes │ 4 reposts
-├─ 🔴 YouTube: 10 videos │ 2,085,183 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @FabianHiller (61 likes), @cityjsconf │ r/sveltejs, r/webdev, r/react
----
-
-I'm now an expert on React vs Svelte 2026. Some things I can help with:
-- Evaluate whether Svelte fits a specific project with constraints like a11y, i18n, or SSR requirements
-- Compare the hiring and ecosystem implications of choosing Svelte over React for a new team
-- Analyze how Svelte 5 runes changed the developer experience compared to Svelte 4's dollar-sign syntax

docs/comparison-results/synthesis/hn-1-claude-code.md

@@ -1,35 +0,0 @@
-What I learned:
-
-Claude Code skills and MCP servers are at an inflection point - the community is building so fast that infrastructure tooling (sandboxes, marketplaces, directories) is appearing alongside the skills themselves. @ihtesham2005 highlighted Anthropic open-sourcing their internal Skills library, and Hacker News is seeing a steady stream of Show HN projects building on this layer.
-
-**Specialized skill packs are the new open-source project type** - Builders are shipping domain-specific skill bundles: a 55K-word email marketing knowledge base (hn/cosmoblk, 10pts), 12 SEO skills for Claude Code (r/ClaudeCode), and AI marketing skills (hn/superamped). These aren't generic - they embed deep domain knowledge into SKILL.md files.
-
-**Security and sandboxing are emerging concerns** - SkillSandbox (hn/ClaytheMachine) is a Rust-based capability sandbox for AI agent skills, and Gulama (hn/san-techie21) pitches itself as a "security-first" OpenClaw alternative. As skills get more powerful, the HN crowd is asking hard questions about what they should be allowed to do.
-
-**MCP is becoming a framework target, not just a protocol** - Upjack (hn/barefootsanders) is a declarative framework for building apps over MCP, and the GTM MCP Server (hn/paolobietolini) lets AI manage Google Tag Manager containers. MCP is evolving from "connect tools to Claude" into "build entire products on top of MCP."
-
-**Agent orchestration is the next layer up** - Axon (hn/gjkim042) provides Kubernetes-native orchestration for AI coding agents, and hn/alternateman built tooling to turn Claude Code or Codex into proactive 24/7 agents. The pattern is skills for single tasks, orchestration for workflows, infrastructure for always-on agents.
-
-**Skill discovery is an unsolved problem** - Indx.sh (hn/micronink) is a directory of AI coding rules, MCP servers, and tools. ClawsMarket (hn/digitcatphd) is a marketplace where AI agents discover tools. @ghumare64 uses a dedicated tool to sync and scan skills from the marketplace. Multiple independent attempts to solve discovery suggest it's a real pain point.
-
-KEY PATTERNS from the research:
-1. HN builders are creating infrastructure (sandboxes, frameworks, marketplaces) while Reddit/X users are creating end-user skills - the ecosystem is specializing, per hn/ClaytheMachine
-2. Marketing is the breakout non-dev use case for skills - multiple independent projects across HN, Reddit, and YouTube, per hn/cosmoblk
-3. Skills are going cross-platform - builders are creating skills that work with Claude Code AND Codex, per @zeeg
-4. The implicit vs explicit skill invocation debate is live - Codex handles implicit well, Claude Code still needs explicit mentions, per @zeeg
-5. Solo devs and small teams are the core adoption wedge - team-level skill sharing is the growth vector, per r/ClaudeCode
-
----
-All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 23 likes │ 1 reposts
-├─ 🔴 YouTube: 10 videos │ 520,640 views │ 3 with transcripts
-├─ 🟡 HN: 15 stories │ 35 points │ 16 comments
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @ihtesham2005 (6 likes), @zeeg (4 likes, 1 RT) │ r/ClaudeCode, r/ClaudeAI │ hn/cosmoblk (10pts)
----
-
-I'm now an expert on Claude Code skills and MCP servers. Some things I can help with:
-- Break down the SkillSandbox architecture and what capability-based security means for your skills
-- Compare the emerging MCP frameworks (Upjack vs Poncho vs Fluid.sh) for different use cases
-- Help you build a domain-specific skill pack like the 55K-word email marketing knowledge base

docs/comparison-results/synthesis/hn-2-seedance.md

@@ -1,36 +0,0 @@
-## What I learned
-
-ByteDance's **Seedance 2.0** has dominated AI video discussion this month, with r/singularity and Hacker News tracking both the technical leaps and the messy rollout. The top HN thread (hn/Alisaqqt, 7pts) previewed the model in early February and correctly predicted the Atlas Cloud API launch on Feb 24.
-
-**CapCut integration marks the global launch.** As of Feb 25, Seedance 2.0 is live inside CapCut desktop and mobile worldwide. @jznode confirms no Chinese phone number is needed, with generations running about $2 each. A parallel r/singularity thread tracks the announcement with discussion of censorship trade-offs and pricing.
-
-**One-minute coherent films.** r/generativeAI showcases a Seedance 2.0 output - a one-minute film with multi-shot coherence, scene transitions, and consistent characters, all generated with zero editing. The claim is contested but the output samples are circulating widely.
-
-**API availability is a saga.** The top HN story noted the API was not yet available in early Feb, with Atlas Cloud access promised for Feb 24. By late February, r/generativeAI reports Seedance 2.0 appearing in "open source tools already," while third-party APIs (useapi.net) offer access of uncertain authenticity. Multiple Show HN posts (SeeVideo, Seedance3AI, and others) are building wrapper apps, but most sit at 1 point with zero comments.
-
-**Jimeng platform instability.** r/Seedance_AI documents 24-hour stretches of "Network Error, Generation Failed" on Jimeng Web, silent account bans distinguishing paid from free accounts, and general frustration. One user reports wasting $1,000+ on failed generations due to content review rejections.
-
-**Hollywood and SAG-AFTRA blowback.** r/AIGuild covers ByteDance facing Hollywood backlash over Seedance 2.0 IP concerns. r/AI_UGC_Marketing notes ElevenLabs quietly removed Seedance 2.0 integration after a SAG-AFTRA incident, breaking UGC video workflows.
-
-**Developer community response is breadth without depth.** HN saw 15 stories this month, but engagement is thin - only the preview thread (7pts, 7 comments) generated real discussion. The rest are Show HN launches of wrapper apps (SeeVideo, Seedance3AI, etc.) that attracted minimal attention, suggesting developer tools are outpacing developer demand.
-
-**Multi-shot narrative is the real breakthrough.** HN commenter hn/RyanMu notes that most AI video tools "generate isolated clips that fall apart when you try to build an actual narrative" - Seedance 2.0's multi-shot coherence is what sets it apart, and a separate Show HN specifically targets the "jump-cut problem."
-
-### KEY PATTERNS
-
-1. **Access fragmentation creates a wrapper gold rush** - 8+ Show HN posts launched Seedance wrapper apps in a single month, but almost none gained traction, suggesting the market wants official API access, not middlemen (HN)
-2. **Platform musical chairs** - added to CapCut, removed from ElevenLabs, broken on Jimeng, promised on Atlas Cloud - the access surface is shifting weekly, making production workflows unreliable (r/singularity)
-3. **Quality ceiling vs. guardrail floor** - Seedance 2.0's cinematic output quality is the highest in the space, but content moderation filters reject enough generations to cost power users real money (r/Seedance_AI)
-4. **Multi-shot coherence is the moat** - while competitors offer single-clip generation, Seedance 2.0's ability to maintain character and scene consistency across shots is the feature driving adoption (hn/RyanMu)
-5. **Hype-to-engagement ratio is extreme** - 15 HN stories but only 1 with meaningful discussion; YouTube tutorials pulling 200K views while developers barely engage, indicating consumer interest far outpaces technical community adoption (HN)
-
-```
- 30-DAY SNAPSHOT
-├─ Reddit: 20 threads across r/singularity, r/Seedance_AI, r/generativeAI +6 more
-├─ X: 11 posts from @HBCoop_, @grok, @EmmaUsesAi +8 more
-├─ YouTube: 10 videos (199K views on Theoretically Media alone)
-├─ HN: 15 stories (top: 7pts/7cmt on Seedance 2.0 preview)
-└─ Web: supplementary context
-```
-
-Want to dig deeper? I can look into **the Atlas Cloud API launch and pricing details**, **which Show HN wrapper apps are actually functional**, or **how Seedance 2.0's multi-shot coherence compares to Kling 3.0 and Sora 2 technically**.

docs/comparison-results/synthesis/hn-3-macbook.md

@@ -1,26 +0,0 @@
-# What I learned
-
-The M4 MacBook Pro has been extensively reviewed across YouTube and Reddit, but the developer-focused Hacker News community has been notably silent on the topic this cycle. Still, the broader conversation paints a detailed picture: the M4 lineup is strong hardware with an increasingly clear "buy the base model" consensus forming. Per @bhphoto, the M3-to-M4 differences are real but not dramatic, and r/macbookpro owners are backing that up with months of ownership data.
-
-**Base M4 is the default recommendation.** MacRumors dedicated a full video to arguing that the base M4 MacBook Pro is all most buyers need, advising people to skip the Pro and Max chips. Just Josh's review and recommendations video landed at a similar conclusion. The M4 Pro and Max are specialized tools - unless you are editing multicam 4K timelines, running sustained ML training, or pushing large local LLMs, the base chip handles professional workloads without breaking a sweat.
-
-**Battery reality is a sore spot.** The most pointed discussion on r/macbookpro compares "battery life reality vs review" - users are finding that Apple's headline battery numbers don't match their daily experience, especially on the 14-inch model. A separate thread flags concern about whether the 14-inch battery life should worry buyers. The gap between controlled reviewer testing and real usage with Chrome, Slack, and Docker running is meaningful enough to generate repeat threads.
-
-**Long-term ownership tells the real story.** The launch-day review cycle was overwhelmingly positive, but the 3-to-12-month follow-ups are more measured. Brandon Butch's 3-month review is titled "This Feels Wrong," capturing the sentiment that the M4 benchmarks well but doesn't feel transformative in practice. Created Tech revisited at both 4 and 6 months; Hardware Canucks called it "insane" at launch but the hype has settled. Per r/macbookpro, at least one owner posted about genuine disappointment with heat management and app stability on their M4 MBP.
-
-**Local LLM capability is a real differentiator.** On X, the conversation has shifted toward the M4 as a local AI machine. @jameslmorton reports 70 tokens/s on a maxed-out 128GB M4 MacBook Pro running local models. @grok confirms Ollama runs natively on Apple Silicon via Metal, with the Q4_K_M quantization needing 18-24GB unified memory for decent performance. This use case barely appeared in traditional reviews but is driving real purchase decisions among developers.
-
-**The upgrade calculus from M3 is thin.** @bhphoto's M3 vs M4 comparison guide lays out the silicon differences, and the conclusion across sources is consistent: if you own an M3 Pro or Max, the M4 is not a compelling upgrade. New buyers benefit; upgraders should probably wait for M5.
-
----All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 0 upvotes │ 0 comments
-├─ 🔵 X: 12 posts │ 10 likes │ 1 repost
-├─ 🔴 YouTube: 10 videos │ 7,866,700 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: 0 pages (supplementary)
-└─ 🗣️ Top voices: @bhphoto (3 likes), @jameslmorton │ r/macbookpro
-
----I'm now an expert on M4 MacBook Pro reviews. Some things I can help with:
-- Help you decide between the base M4, M4 Pro, and M4 Max based on your actual workflow
-- Estimate realistic battery life for your usage pattern vs Apple's marketing claims
-- Assess whether upgrading from an M1/M2/M3 MacBook Pro is worth it right now

docs/comparison-results/synthesis/hn-4-rap.md

@@ -1,28 +0,0 @@
-# What I learned
-
-Early 2026 rap is in a transitional moment - Grammy season just wrapped, playlist curators are compiling their first "best of" roundups, and the community is still debating which new tracks deserve the crown. Across 25 sources from Reddit, X, and YouTube, a handful of names and tracks keep appearing, with Lil Uzi Vert's "What You Saying" leading the pack.
-
-**Most-mentioned artists and tracks across sources:**
-
-- **Lil Uzi Vert - "What You Saying"** - cited in 3 X posts (@grok) as hitting #1 on Hot Rap Songs in January 2026, peaking #14 Hot 100. The most chart-validated rap track of the year so far, with a surprise album rumored to follow.
-- **Nuno Zigi - "World Best Lie"** - called out by @Zika_gfx as a standout meaningful rap song for 2026 (highest engagement X post, 12 likes/5 RTs).
-- **DFL - "Art Of Life"** - shared directly to r/hiphop as a 2026 release. Sources: r/hiphop.
-- **Plat Hav Pro - "Get F'D Up"** - another 2026 track posted to r/hiphop. Sources: r/hiphop.
-- **Jody Lo - "Ridiculous"** - 2026 track shared in r/hiphop. Sources: r/hiphop.
-- **Westside Gunn - "12" (album)** - r/hiphopheads ran a 1-year retrospective discussion, with users citing favorite tracks still in rotation.
-
-The HN version's expanded Reddit search (10 threads vs. 6 in base) surfaced several sources the base version missed. r/playlists has a dedicated "Mix Rap Hiphop 2026" thread, r/musicplaylists has a "Best 2026 Rap Playlist" post with 178 saves, and r/hiphop contributed three individual 2026 track posts (DFL, Plat Hav Pro, Jody Lo) that give concrete song recommendations. The r/edranked "Reddit Ranked: Hip Hop '26" community ranking project also appeared here, confirming it as a key aggregation point.
-
-Grammy discourse is prominent: r/hiphopheads discussed Pre-Show winners across Best Rap Song and Best Rap Performance categories, providing a baseline for what the industry considers the best.
-
-On YouTube, the same three mixes appeared - West Coast Finest's "Lit Hip Hop Mix 2026" (407K views, featuring Tyga, Quavo, Iggy Azalea, Wiz Khalifa, Juicy J, 50 Cent) and DJ Noize's two February compilations (Trap Tape #127, Hot Right Now #153). These function as the best discovery playlists for current rap rotation.
-
-```
-Sources: 25 items (Jan 26 - Feb 25, 2026)
- |- Reddit:  10 threads (r/hiphopheads, r/playlists, r/musicplaylists, r/hiphop, r/edranked)
- |- X:       12 posts (@grok, @Zika_gfx, @DPOSTS6, @teammusic2046)
- |- YouTube:  3 videos (West Coast Finest, DJ Noize x2)
- |- HN:       0 stories
-```
-
-Want me to pull the full tracklist from that r/musicplaylists "Best 2026 Rap Playlist" with 178 saves, dive into the Westside Gunn retrospective for standout tracks, or search for what won Best Rap Song at the 2026 Grammys?

docs/comparison-results/synthesis/hn-5-react-svelte.md

@@ -1,34 +0,0 @@
-## What I learned:
-
-The React vs Svelte conversation in early 2026 is driven by real migration decisions rather than abstract benchmarks. A widely-discussed r/webdev thread documented one startup's move from React to Svelte 5 with tangible performance and developer experience improvements, while Fireship's video on React trying to "win back" developers pulled nearly 700K views - signaling broad community interest in this rivalry.
-
-**Svelte 5 vs React Hooks - The Mental Model War** - The r/react comparison thread directly pits Svelte 5 runes against React hooks, with developers debating which abstraction better maps to how they think about state. An r/sveltejs thread on "when to choose React over Svelte" framed the decision around practical constraints: existing team knowledge, library availability, and hiring. The consensus leans toward Svelte for greenfield projects and React for teams already invested in its ecosystem.
-
-**"Late-Stage React" Enters the Vocabulary** - @cityjsconf promoted a CityJS talk on Ripple, a new framework that extracts "the good parts of React, Svelte, and Solid" - framing React as entering its legacy phase. This mirrors @Chubbi_Stephen's satirical take on framework discourse, where every developer argues against React but React keeps powering 80% of production sites.
-
-**The Ecosystem Moat Is Real but Narrowing** - @nicobaogim made the case that React's only 2026 advantage is ecosystem maturity and team habits, not technical superiority. Beyond Fireship's side-by-side "10 Examples" comparison showed Svelte consistently requiring less code for equivalent functionality, reinforcing the DX argument.
-
-**Frameworks Facing Existential Questions** - @dennydotio predicted 2026 as the year JS frameworks start dying, arguing they exist for human code organization rather than machine needs. If AI-generated code becomes the norm, the framework abstraction layer loses its purpose entirely.
-
-**KEY PATTERNS:**
-
-1. **Migration stories consistently favor Svelte on performance and code volume** - but teams flag ecosystem gaps as the main friction, per r/webdev
-2. **React is chosen by default, Svelte is chosen by conviction** - the decision framework centers on team inertia vs technical preference, per @nicobaogim
-3. **Svelte 5 runes remain contentious within the Svelte community** - some developers feel runes traded Svelte's simplicity for React-like explicitness, per Fireship on YouTube
-4. **Hybrid frameworks are emerging from the debate** - new projects like Ripple synthesize patterns from both, treating the rivalry as a source of ideas rather than a winner-take-all contest, per @cityjsconf
-5. **TypeScript-first DX is the shared ground** - @FabianHiller's type-safe forms tooling drew the highest engagement, suggesting the real frontier is developer tooling, not framework choice
-
----
-All agents reported back!
-├─ 🟠 Reddit: 3 threads │ 172 upvotes
-├─ 🔵 X: 9 posts │ 76 likes │ 4 reposts
-├─ 🔴 YouTube: 10 videos │ 2,085,181 views │ 3 with transcripts
-├─ 🟡 HN: 0 stories (no results this cycle)
-├─ 🌐 Web: supplementary
-└─ 🗣️ Top voices: @FabianHiller (61 likes), @cityjsconf │ r/react, r/webdev
----
-
-I'm now an expert on React vs Svelte 2026. Some things I can help with:
-- Break down the hooks vs runes mental model differences with concrete code examples
-- Assess whether your project's constraints favor React's ecosystem or Svelte's DX advantages
-- Explore what "late-stage React" means for long-term framework strategy

docs/how-search-works.md

@@ -0,0 +1,195 @@
+# How Reddit & X Search Work in last30days
+
+## Architecture Overview
+
+```
+User: /last30days "kanye west"
+          ↓
+    ┌─────┴─────┐
+    ↓           ↓           (concurrent via ThreadPoolExecutor)
+ [REDDIT]    [X/TWITTER]
+    ↓           ↓
+ OpenAI     Bundled Bird or
+ API        xAI API
+    ↓           ↓
+ Parse       Parse
+    ↓           ↓
+ Enrich      ───┘
+ (fetch         ↓
+  actual     [MERGE]
+  upvotes)      ↓
+    ↓        [NORMALIZE → FILTER → SCORE → DEDUPE]
+    └───────────↓
+          [OUTPUT to SKILL.md agent]
+```
+
+Both searches run **in parallel** using Python's `ThreadPoolExecutor(max_workers=2)`.
+
+---
+
+## Reddit Search
+
+### How it works
+
+Reddit search uses the **OpenAI Responses API** with the `web_search` tool, domain-filtered to `reddit.com` only.
+
+**API Call:**
+```
+POST https://api.openai.com/v1/responses
+Authorization: Bearer {OPENAI_API_KEY}
+```
+
+**Payload:**
+```json
+{
+  "model": "gpt-5.2",
+  "tools": [{
+    "type": "web_search",
+    "filters": { "allowed_domains": ["reddit.com"] }
+  }],
+  "input": "Search Reddit for threads about {topic}..."
+}
+```
+
+The prompt asks the model to:
+1. Extract core subject (strip noise words like "best", "tips", "top")
+2. Search 3 patterns: `"{topic} site:reddit.com"`, `"reddit {topic}"`, `"{topic} reddit"`
+3. Return JSON with `title`, `url`, `subreddit`, `date`, `relevance`
+4. URLs must contain `/r/` AND `/comments/` (real threads only)
+
+**Model fallback chain:** `gpt-5.2 → gpt-5.1 → gpt-5 → gpt-4.1 → gpt-4o → gpt-4o-mini`
+Triggers on HTTP 400/403 with access error keywords.
+
+### Enrichment (the secret sauce)
+
+After search, each thread gets **enriched** by hitting Reddit's free JSON API:
+
+```
+GET https://reddit.com/r/{sub}/comments/{id}/{slug}/.json
+```
+
+No API key needed. This returns the actual thread data:
+
+| Data Point | Source |
+|---|---|
+| Upvotes (score) | Reddit JSON API |
+| Comment count | Reddit JSON API |
+| Upvote ratio | Reddit JSON API |
+| Top 10 comments (text + score) | Reddit JSON API |
+| 7 key comment insights | Extracted via heuristics |
+| Actual post date | `created_utc` timestamp |
+
+**This is why Reddit results have real engagement metrics** — the enrichment step fetches actual upvote/comment data, not AI estimates.
+
+### Depth settings
+
+| Depth | Threads requested | Timeout |
+|---|---|---|
+| `--quick` | 15-25 | 90s |
+| default | 30-50 | 120s |
+| `--deep` | 70-100 | 180s |
+
+---
+
+## X/Twitter Search
+
+X search has **two backends** — the skill auto-detects which to use.
+
+### Priority: Bundled Bird (env auth) → xAI API (paid)
+
+```python
+if node_available and AUTH_TOKEN and CT0:
+    use bundled Bird    # Free, popup-free, env-authenticated
+elif XAI_API_KEY:
+    use xAI API         # Paid, uses grok-4-1-fast
+else:
+    skip X entirely     # No X results
+```
+
+### Backend 1: xAI API
+
+**API Call:**
+```
+POST https://api.x.ai/v1/responses
+Authorization: Bearer {XAI_API_KEY}
+```
+
+**Payload:**
+```json
+{
+  "model": "grok-4-1-fast",
+  "tools": [{ "type": "x_search" }],
+  "input": "Search X for posts about {topic} from {from_date} to {to_date}..."
+}
+```
+
+The prompt asks grok to return JSON with:
+- `text`, `url`, `author_handle`, `date`
+- `engagement`: `{ likes, reposts, replies, quotes }`
+- `why_relevant`, `relevance` score
+
+**Engagement data comes from grok's x_search tool** - it has direct access to X's data.
+
+### Backend 2: Bundled Bird client (free alternative)
+
+The repo vendors a search-only subset of Bird's Twitter GraphQL client and shells out to it with Node.js. No global `bird` install is required. The Python wrapper passes `AUTH_TOKEN` and `CT0` via env, which keeps normal local runs headless and avoids browser-cookie prompts.
+
+**Bundled Bird returns raw X API data** - likes, reposts, replies are real engagement metrics from X's API, not estimates.
+
+| Metric | Bundled Bird | xAI API |
+|---|---|---|
+| Post text | Real | Real |
+| Likes/reposts | Real (X API) | Real (x_search tool) |
+| Replies/quotes | Real | Real |
+| Author handle | Real | Real |
+| Relevance score | Default 0.7 (re-ranked by score.py) | AI-assessed 0.0-1.0 |
+
+### Depth settings
+
+| Depth | xAI posts | Bundled Bird results | xAI timeout | Bird timeout |
+|---|---|---|---|---|
+| `--quick` | 8-12 | 12 | 90s | 30s |
+| default | 20-30 | 30 | 120s | 45s |
+| `--deep` | 40-60 | 60 | 180s | 60s |
+
+---
+
+## Post-Processing (both sources)
+
+After both searches complete:
+
+1. **Normalize** — consistent formatting, timezone handling
+2. **Date filter** — hard filter to requested date range
+3. **Score** — relevance scoring (engagement-weighted)
+4. **Sort** — highest scores first
+5. **Deduplicate** — remove duplicate URLs
+6. **Fallback** — if all items filtered out, keep top 3 by relevance
+
+---
+
+## Error Handling
+
+| Layer | Strategy |
+|---|---|
+| HTTP requests | 3 retries with exponential backoff (1s → 2s → 3s) |
+| Model access errors | Automatic fallback to next model in chain |
+| Reddit enrichment | Per-item try/catch; keeps unenriched item on failure |
+| X source detection | Silent fallback from Bird → xAI → skip |
+| Overall pipeline | Errors stored as `reddit_error`/`x_error`, shown to user |
+
+---
+
+## Key Files
+
+| File | Purpose |
+|---|---|
+| `scripts/last30days.py` | Main orchestrator, concurrent execution |
+| `scripts/lib/openai_reddit.py` | Reddit search via OpenAI Responses API |
+| `scripts/lib/reddit_enrich.py` | Fetch real engagement data from Reddit JSON API |
+| `scripts/lib/xai_x.py` | X search via xAI API |
+| `scripts/lib/bird_x.py` | X search via bundled Bird client (free) |
+| `scripts/lib/models.py` | Auto-select best available model |
+| `scripts/lib/env.py` | API key loading, source detection |
+| `scripts/lib/http.py` | HTTP transport with retries |
+| `scripts/lib/score.py` | Relevance scoring |
+| `scripts/lib/dedupe.py` | URL-based deduplication |

docs/plans/2026-02-03-bird-cli-implementation.md

@@ -1,929 +0,0 @@
-# Bird CLI Integration Implementation Plan
-
-> **For Claude:** REQUIRED SUB-SKILL: Use superpowers:executing-plans to implement this plan task-by-task.
-
-**Goal:** Add Bird CLI as a free, zero-config alternative to xAI for X/Twitter searches with interactive installation.
-
-**Architecture:** New `bird_x.py` module handles Bird detection, installation prompts, and search. Modified `env.py` determines X source priority (Bird → xAI → WebSearch). Main script prompts for Bird install if not found.
-
-**Tech Stack:** Python 3, subprocess for Bird CLI calls, existing lib modules for normalization/scoring.
-
----
-
-### Task 1: Create bird_x.py - Detection Functions
-
-**Files:**
-- Create: `scripts/lib/bird_x.py`
-
-**Step 1: Create the module with detection functions**
-
-```python
-"""Bird CLI client for X (Twitter) search."""
-
-import json
-import shutil
-import subprocess
-import sys
-from datetime import datetime
-from typing import Any, Dict, List, Optional, Tuple
-
-
-def _log(msg: str):
-    """Log to stderr."""
-    sys.stderr.write(f"[Bird] {msg}\n")
-    sys.stderr.flush()
-
-
-def is_bird_installed() -> bool:
-    """Check if Bird CLI is installed."""
-    return shutil.which("bird") is not None
-
-
-def is_bird_authenticated() -> Optional[str]:
-    """Check if Bird is authenticated by running 'bird whoami'.
-
-    Returns:
-        Username if authenticated, None otherwise.
-    """
-    if not is_bird_installed():
-        return None
-
-    try:
-        result = subprocess.run(
-            ["bird", "whoami"],
-            capture_output=True,
-            text=True,
-            timeout=10,
-        )
-        if result.returncode == 0 and result.stdout.strip():
-            # Output is typically the username
-            return result.stdout.strip().split('\n')[0]
-        return None
-    except (subprocess.TimeoutExpired, FileNotFoundError, Exception):
-        return None
-
-
-def check_npm_available() -> bool:
-    """Check if npm is available for installation."""
-    return shutil.which("npm") is not None
-```
-
-**Step 2: Verify the module loads**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib import bird_x; print('OK')"`
-Expected: `OK`
-
-**Step 3: Commit**
-
-```bash
-git add scripts/lib/bird_x.py
-git commit -m "feat(bird): add detection functions for Bird CLI"
-```
-
----
-
-### Task 2: Add Bird Installation Functions
-
-**Files:**
-- Modify: `scripts/lib/bird_x.py`
-
-**Step 1: Add installation function**
-
-Add after `check_npm_available()`:
-
-```python
-def install_bird() -> Tuple[bool, str]:
-    """Install Bird CLI via npm.
-
-    Returns:
-        Tuple of (success, message).
-    """
-    if not check_npm_available():
-        return False, "npm not found. Install Node.js first, or install Bird manually: https://github.com/steipete/bird"
-
-    try:
-        _log("Installing Bird CLI...")
-        result = subprocess.run(
-            ["npm", "install", "-g", "@steipete/bird"],
-            capture_output=True,
-            text=True,
-            timeout=120,
-        )
-        if result.returncode == 0:
-            return True, "Bird CLI installed successfully!"
-        else:
-            error = result.stderr.strip() or result.stdout.strip() or "Unknown error"
-            return False, f"Installation failed: {error}"
-    except subprocess.TimeoutExpired:
-        return False, "Installation timed out"
-    except Exception as e:
-        return False, f"Installation error: {e}"
-
-
-def get_bird_status() -> Dict[str, Any]:
-    """Get comprehensive Bird status.
-
-    Returns:
-        Dict with keys: installed, authenticated, username, can_install
-    """
-    installed = is_bird_installed()
-    username = is_bird_authenticated() if installed else None
-
-    return {
-        "installed": installed,
-        "authenticated": username is not None,
-        "username": username,
-        "can_install": check_npm_available(),
-    }
-```
-
-**Step 2: Verify functions work**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib import bird_x; print(bird_x.get_bird_status())"`
-Expected: Dict with installed/authenticated status
-
-**Step 3: Commit**
-
-```bash
-git add scripts/lib/bird_x.py
-git commit -m "feat(bird): add installation and status functions"
-```
-
----
-
-### Task 3: Add Bird Search Function
-
-**Files:**
-- Modify: `scripts/lib/bird_x.py`
-
-**Step 1: Add depth config and search function**
-
-Add after imports at top:
-
-```python
-# Depth configurations: number of results to request
-DEPTH_CONFIG = {
-    "quick": 12,
-    "default": 30,
-    "deep": 60,
-}
-```
-
-Add after `get_bird_status()`:
-
-```python
-def search_x(
-    topic: str,
-    from_date: str,
-    to_date: str,
-    depth: str = "default",
-) -> Dict[str, Any]:
-    """Search X using Bird CLI.
-
-    Args:
-        topic: Search topic
-        from_date: Start date (YYYY-MM-DD)
-        to_date: End date (YYYY-MM-DD)
-        depth: Research depth - "quick", "default", or "deep"
-
-    Returns:
-        Raw Bird JSON response or error dict.
-    """
-    count = DEPTH_CONFIG.get(depth, DEPTH_CONFIG["default"])
-
-    # Build command
-    cmd = [
-        "bird", "search",
-        topic,
-        "--since", from_date,
-        "-n", str(count),
-        "--json",
-    ]
-
-    # Adjust timeout based on depth
-    timeout = 30 if depth == "quick" else 45 if depth == "default" else 60
-
-    try:
-        result = subprocess.run(
-            cmd,
-            capture_output=True,
-            text=True,
-            timeout=timeout,
-        )
-
-        if result.returncode != 0:
-            error = result.stderr.strip() or "Bird search failed"
-            return {"error": error, "items": []}
-
-        # Parse JSON output
-        output = result.stdout.strip()
-        if not output:
-            return {"items": []}
-
-        return json.loads(output)
-
-    except subprocess.TimeoutExpired:
-        return {"error": "Search timed out", "items": []}
-    except json.JSONDecodeError as e:
-        return {"error": f"Invalid JSON response: {e}", "items": []}
-    except Exception as e:
-        return {"error": str(e), "items": []}
-```
-
-**Step 2: Verify search function signature**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib import bird_x; import inspect; print(inspect.signature(bird_x.search_x))"`
-Expected: `(topic: str, from_date: str, to_date: str, depth: str = 'default') -> Dict[str, Any]`
-
-**Step 3: Commit**
-
-```bash
-git add scripts/lib/bird_x.py
-git commit -m "feat(bird): add search_x function"
-```
-
----
-
-### Task 4: Add Bird Response Parser
-
-**Files:**
-- Modify: `scripts/lib/bird_x.py`
-
-**Step 1: Add parse function**
-
-Add at end of file:
-
-```python
-def parse_bird_response(response: Dict[str, Any]) -> List[Dict[str, Any]]:
-    """Parse Bird response to match xai_x output format.
-
-    Args:
-        response: Raw Bird JSON response
-
-    Returns:
-        List of normalized item dicts matching xai_x.parse_x_response() format.
-    """
-    items = []
-
-    # Check for errors
-    if "error" in response and response["error"]:
-        _log(f"Bird error: {response['error']}")
-        return items
-
-    # Bird returns a list of tweets directly or under a key
-    raw_items = response if isinstance(response, list) else response.get("items", response.get("tweets", []))
-
-    if not isinstance(raw_items, list):
-        return items
-
-    for i, tweet in enumerate(raw_items):
-        if not isinstance(tweet, dict):
-            continue
-
-        # Extract URL - Bird uses permanent_url or we construct from id
-        url = tweet.get("permanent_url") or tweet.get("url", "")
-        if not url and tweet.get("id"):
-            screen_name = tweet.get("user", {}).get("screen_name", "")
-            if screen_name:
-                url = f"https://x.com/{screen_name}/status/{tweet['id']}"
-
-        if not url:
-            continue
-
-        # Parse date from created_at (e.g., "Wed Jan 15 14:30:00 +0000 2026")
-        date = None
-        created_at = tweet.get("created_at", "")
-        if created_at:
-            try:
-                # Try ISO format first
-                if "T" in created_at:
-                    dt = datetime.fromisoformat(created_at.replace("Z", "+00:00"))
-                else:
-                    # Twitter format: "Wed Jan 15 14:30:00 +0000 2026"
-                    dt = datetime.strptime(created_at, "%a %b %d %H:%M:%S %z %Y")
-                date = dt.strftime("%Y-%m-%d")
-            except (ValueError, TypeError):
-                pass
-
-        # Extract user info
-        user = tweet.get("user", {})
-        author_handle = user.get("screen_name", "") or tweet.get("author_handle", "")
-
-        # Build engagement dict
-        engagement = {
-            "likes": tweet.get("like_count") or tweet.get("favorite_count"),
-            "reposts": tweet.get("retweet_count"),
-            "replies": tweet.get("reply_count"),
-            "quotes": tweet.get("quote_count"),
-        }
-        # Convert to int where possible
-        for key in engagement:
-            if engagement[key] is not None:
-                try:
-                    engagement[key] = int(engagement[key])
-                except (ValueError, TypeError):
-                    engagement[key] = None
-
-        # Build normalized item
-        item = {
-            "id": f"X{i+1}",
-            "text": str(tweet.get("text", tweet.get("full_text", ""))).strip()[:500],
-            "url": url,
-            "author_handle": author_handle.lstrip("@"),
-            "date": date,
-            "engagement": engagement if any(v is not None for v in engagement.values()) else None,
-            "why_relevant": "",  # Bird doesn't provide relevance explanations
-            "relevance": 0.7,  # Default relevance, let score.py re-rank
-        }
-
-        items.append(item)
-
-    return items
-```
-
-**Step 2: Verify parser handles empty input**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib import bird_x; print(bird_x.parse_bird_response({}))"`
-Expected: `[]`
-
-**Step 3: Commit**
-
-```bash
-git add scripts/lib/bird_x.py
-git commit -m "feat(bird): add response parser matching xai_x format"
-```
-
----
-
-### Task 5: Add UI Functions for Bird Prompts
-
-**Files:**
-- Modify: `scripts/lib/ui.py`
-
-**Step 1: Add Bird-related messages and prompts**
-
-Add after `PROMO_SINGLE_KEY_PLAIN` dict (around line 128):
-
-```python
-# Bird CLI prompts
-BIRD_INSTALL_PROMPT = f"""
-{Colors.CYAN}{Colors.BOLD}━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━{Colors.RESET}
-{Colors.CYAN}🐦 FREE X/TWITTER SEARCH AVAILABLE{Colors.RESET}
-
-Bird CLI provides free X search using your browser session (no API key needed).
-
-"""
-
-BIRD_INSTALL_PROMPT_PLAIN = """
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-🐦 FREE X/TWITTER SEARCH AVAILABLE
-
-Bird CLI provides free X search using your browser session (no API key needed).
-
-"""
-
-BIRD_AUTH_HELP = f"""
-{Colors.YELLOW}Bird authentication failed.{Colors.RESET}
-
-To fix this:
-1. Log into X (twitter.com) in Safari, Chrome, or Firefox
-2. Run: {Colors.BOLD}bird check{Colors.RESET} to verify credentials
-3. Try again
-
-For manual setup, see: https://github.com/steipete/bird#authentication
-"""
-
-BIRD_AUTH_HELP_PLAIN = """
-Bird authentication failed.
-
-To fix this:
-1. Log into X (twitter.com) in Safari, Chrome, or Firefox
-2. Run: bird check to verify credentials
-3. Try again
-
-For manual setup, see: https://github.com/steipete/bird#authentication
-"""
-```
-
-**Step 2: Add prompt functions to ProgressDisplay class**
-
-Add these methods to the `ProgressDisplay` class (after `show_promo` method, around line 310):
-
-```python
-    def prompt_bird_install(self) -> bool:
-        """Prompt user to install Bird CLI.
-
-        Returns:
-            True if user wants to install, False otherwise.
-        """
-        if IS_TTY:
-            sys.stderr.write(BIRD_INSTALL_PROMPT)
-        else:
-            sys.stderr.write(BIRD_INSTALL_PROMPT_PLAIN)
-        sys.stderr.flush()
-
-        try:
-            response = input("Install Bird CLI now? (y/n): ").strip().lower()
-            return response in ('y', 'yes')
-        except (EOFError, KeyboardInterrupt):
-            return False
-
-    def show_bird_install_success(self, username: str):
-        """Show Bird installation success message."""
-        msg = f"{Colors.GREEN}✓ Bird installed and authenticated as @{username}{Colors.RESET}\n" if IS_TTY else f"✓ Bird installed and authenticated as @{username}\n"
-        sys.stderr.write(msg)
-        sys.stderr.flush()
-
-    def show_bird_install_failed(self, error: str):
-        """Show Bird installation failure message."""
-        msg = f"{Colors.RED}✗ Bird installation failed: {error}{Colors.RESET}\n" if IS_TTY else f"✗ Bird installation failed: {error}\n"
-        sys.stderr.write(msg)
-        sys.stderr.flush()
-
-    def show_bird_auth_help(self):
-        """Show Bird authentication help."""
-        if IS_TTY:
-            sys.stderr.write(BIRD_AUTH_HELP)
-        else:
-            sys.stderr.write(BIRD_AUTH_HELP_PLAIN)
-        sys.stderr.flush()
-```
-
-**Step 3: Verify new methods exist**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib.ui import ProgressDisplay; p = ProgressDisplay('test', show_banner=False); print(hasattr(p, 'prompt_bird_install'))"`
-Expected: `True`
-
-**Step 4: Commit**
-
-```bash
-git add scripts/lib/ui.py
-git commit -m "feat(ui): add Bird CLI install prompts and auth help"
-```
-
----
-
-### Task 6: Update env.py with X Source Detection
-
-**Files:**
-- Modify: `scripts/lib/env.py`
-
-**Step 1: Add get_x_source function**
-
-Add at end of file:
-
-```python
-def get_x_source(config: Dict[str, Any]) -> Optional[str]:
-    """Determine the best available X/Twitter source.
-
-    Priority: Bird (free) → xAI (paid API)
-
-    Args:
-        config: Configuration dict from get_config()
-
-    Returns:
-        'bird' if Bird is installed and authenticated,
-        'xai' if XAI_API_KEY is configured,
-        None if no X source available.
-    """
-    # Import here to avoid circular dependency
-    from . import bird_x
-
-    # Check Bird first (free option)
-    if bird_x.is_bird_installed():
-        username = bird_x.is_bird_authenticated()
-        if username:
-            return 'bird'
-
-    # Fall back to xAI if key exists
-    if config.get('XAI_API_KEY'):
-        return 'xai'
-
-    return None
-
-
-def get_x_source_status(config: Dict[str, Any]) -> Dict[str, Any]:
-    """Get detailed X source status for UI decisions.
-
-    Returns:
-        Dict with keys: source, bird_installed, bird_authenticated,
-        bird_username, xai_available, can_install_bird
-    """
-    from . import bird_x
-
-    bird_status = bird_x.get_bird_status()
-    xai_available = bool(config.get('XAI_API_KEY'))
-
-    # Determine active source
-    if bird_status["authenticated"]:
-        source = 'bird'
-    elif xai_available:
-        source = 'xai'
-    else:
-        source = None
-
-    return {
-        "source": source,
-        "bird_installed": bird_status["installed"],
-        "bird_authenticated": bird_status["authenticated"],
-        "bird_username": bird_status["username"],
-        "xai_available": xai_available,
-        "can_install_bird": bird_status["can_install"],
-    }
-```
-
-**Step 2: Verify function works**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib import env; print(env.get_x_source_status(env.get_config()))"`
-Expected: Dict with source status
-
-**Step 3: Commit**
-
-```bash
-git add scripts/lib/env.py
-git commit -m "feat(env): add X source detection with Bird priority"
-```
-
----
-
-### Task 7: Update __init__.py to Export bird_x
-
-**Files:**
-- Modify: `scripts/lib/__init__.py`
-
-**Step 1: Add bird_x to imports**
-
-Replace file contents with:
-
-```python
-# last30days library modules
-from . import bird_x
-```
-
-**Step 2: Verify import works**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib import bird_x; print('OK')"`
-Expected: `OK`
-
-**Step 3: Commit**
-
-```bash
-git add scripts/lib/__init__.py
-git commit -m "feat(lib): export bird_x module"
-```
-
----
-
-### Task 8: Integrate Bird into Main Script - Part 1 (Setup Phase)
-
-**Files:**
-- Modify: `scripts/last30days.py`
-
-**Step 1: Add bird_x import**
-
-Add `bird_x` to the imports from lib (around line 36):
-
-```python
-from lib import (
-    bird_x,
-    dates,
-    dedupe,
-    env,
-    http,
-    models,
-    normalize,
-    openai_reddit,
-    reddit_enrich,
-    render,
-    schema,
-    score,
-    ui,
-    websearch,
-    xai_x,
-)
-```
-
-**Step 2: Add Bird setup function**
-
-Add after the imports, before `load_fixture`:
-
-```python
-def setup_bird_if_needed(progress: ui.ProgressDisplay) -> Optional[str]:
-    """Check Bird status and offer installation if needed.
-
-    Returns:
-        'bird' if Bird is ready to use,
-        'declined' if user declined install,
-        None if Bird not available and couldn't be installed.
-    """
-    status = bird_x.get_bird_status()
-
-    # Already working
-    if status["authenticated"]:
-        return 'bird'
-
-    # Installed but not authenticated
-    if status["installed"]:
-        progress.show_bird_auth_help()
-        return None
-
-    # Not installed - offer to install if npm available
-    if status["can_install"]:
-        if progress.prompt_bird_install():
-            success, message = bird_x.install_bird()
-            if success:
-                # Check if auth works now
-                username = bird_x.is_bird_authenticated()
-                if username:
-                    progress.show_bird_install_success(username)
-                    return 'bird'
-                else:
-                    progress.show_bird_auth_help()
-                    return None
-            else:
-                progress.show_bird_install_failed(message)
-                return None
-        else:
-            return 'declined'
-
-    return None
-```
-
-**Step 3: Verify script still loads**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "import scripts.last30days; print('OK')"`
-Expected: `OK`
-
-**Step 4: Commit**
-
-```bash
-git add scripts/last30days.py
-git commit -m "feat(main): add Bird setup function"
-```
-
----
-
-### Task 9: Integrate Bird into Main Script - Part 2 (Search Dispatch)
-
-**Files:**
-- Modify: `scripts/last30days.py`
-
-**Step 1: Modify _search_x function to support Bird**
-
-Replace the `_search_x` function (around line 119-159) with:
-
-```python
-def _search_x(
-    topic: str,
-    config: dict,
-    selected_models: dict,
-    from_date: str,
-    to_date: str,
-    depth: str,
-    mock: bool,
-    x_source: str = "xai",
-) -> tuple:
-    """Search X via Bird CLI or xAI (runs in thread).
-
-    Args:
-        x_source: 'bird' or 'xai' - which backend to use
-
-    Returns:
-        Tuple of (x_items, raw_response, error)
-    """
-    raw_response = None
-    x_error = None
-
-    if mock:
-        raw_response = load_fixture("xai_sample.json")
-        x_items = xai_x.parse_x_response(raw_response or {})
-        return x_items, raw_response, x_error
-
-    # Use Bird if specified
-    if x_source == "bird":
-        try:
-            raw_response = bird_x.search_x(
-                topic,
-                from_date,
-                to_date,
-                depth=depth,
-            )
-        except Exception as e:
-            raw_response = {"error": str(e)}
-            x_error = f"{type(e).__name__}: {e}"
-
-        x_items = bird_x.parse_bird_response(raw_response or {})
-
-        # Check for error in response
-        if raw_response and raw_response.get("error") and not x_error:
-            x_error = raw_response["error"]
-
-        return x_items, raw_response, x_error
-
-    # Use xAI (original behavior)
-    try:
-        raw_response = xai_x.search_x(
-            config["XAI_API_KEY"],
-            selected_models["xai"],
-            topic,
-            from_date,
-            to_date,
-            depth=depth,
-        )
-    except http.HTTPError as e:
-        raw_response = {"error": str(e)}
-        x_error = f"API error: {e}"
-    except Exception as e:
-        raw_response = {"error": str(e)}
-        x_error = f"{type(e).__name__}: {e}"
-
-    x_items = xai_x.parse_x_response(raw_response or {})
-
-    return x_items, raw_response, x_error
-```
-
-**Step 2: Update run_research to accept x_source parameter**
-
-Find the `run_research` function signature (around line 161) and add `x_source` parameter:
-
-```python
-def run_research(
-    topic: str,
-    sources: str,
-    config: dict,
-    selected_models: dict,
-    from_date: str,
-    to_date: str,
-    depth: str = "default",
-    mock: bool = False,
-    progress: ui.ProgressDisplay = None,
-    x_source: str = "xai",
-) -> tuple:
-```
-
-Then update the `_search_x` call inside (around line 218-222) to pass `x_source`:
-
-```python
-            x_future = executor.submit(
-                _search_x, topic, config, selected_models,
-                from_date, to_date, depth, mock, x_source
-            )
-```
-
-**Step 3: Verify script syntax is valid**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -m py_compile scripts/last30days.py && echo "OK"`
-Expected: `OK`
-
-**Step 4: Commit**
-
-```bash
-git add scripts/last30days.py
-git commit -m "feat(main): dispatch X search to Bird or xAI"
-```
-
----
-
-### Task 10: Integrate Bird into Main Script - Part 3 (Main Function)
-
-**Files:**
-- Modify: `scripts/last30days.py`
-
-**Step 1: Update main() to check Bird before research**
-
-In the `main()` function, after loading config and before checking available sources (around line 345-355), add Bird setup:
-
-Find this section:
-```python
-    # Load config
-    config = env.get_config()
-
-    # Check available sources
-    available = env.get_available_sources(config)
-```
-
-Replace with:
-```python
-    # Load config
-    config = env.get_config()
-
-    # Initialize progress display early for Bird prompts
-    progress = ui.ProgressDisplay(args.topic, show_banner=True)
-
-    # Check Bird availability and offer install if needed
-    x_source_status = env.get_x_source_status(config)
-    x_source = x_source_status["source"]
-
-    # If no X source and Bird can be installed, offer it
-    if x_source is None and x_source_status["can_install_bird"]:
-        bird_result = setup_bird_if_needed(progress)
-        if bird_result == 'bird':
-            x_source = 'bird'
-            # Refresh status
-            x_source_status = env.get_x_source_status(config)
-
-    # Check available sources (now accounting for Bird)
-    available = env.get_available_sources(config)
-
-    # Override available if Bird is ready
-    if x_source == 'bird':
-        if available == 'reddit':
-            available = 'both'  # Now have both Reddit + X (via Bird)
-        elif available == 'web':
-            available = 'x'  # Now have X via Bird
-```
-
-**Step 2: Remove duplicate progress initialization**
-
-Find and remove the later `progress = ui.ProgressDisplay(...)` line (around line 371) since we now create it earlier.
-
-**Step 3: Pass x_source to run_research**
-
-Find the `run_research` call (around line 413) and add `x_source` parameter:
-
-```python
-    reddit_items, x_items, web_needed, raw_openai, raw_xai, raw_reddit_enriched, reddit_error, x_error = run_research(
-        args.topic,
-        sources,
-        config,
-        selected_models,
-        from_date,
-        to_date,
-        depth,
-        args.mock,
-        progress,
-        x_source=x_source or "xai",
-    )
-```
-
-**Step 4: Verify script runs with --help**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 scripts/last30days.py --help`
-Expected: Help text displays without errors
-
-**Step 5: Commit**
-
-```bash
-git add scripts/last30days.py
-git commit -m "feat(main): integrate Bird setup into main flow"
-```
-
----
-
-### Task 11: Test End-to-End with Mock Mode
-
-**Files:**
-- None (testing only)
-
-**Step 1: Test mock mode still works**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 scripts/last30days.py "Claude Code" --mock --emit=compact 2>&1 | head -20`
-Expected: Output showing research results without errors
-
-**Step 2: Test Bird detection (informational)**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && python3 -c "from scripts.lib import env; import json; print(json.dumps(env.get_x_source_status(env.get_config()), indent=2))"`
-Expected: JSON showing current Bird/xAI status
-
-**Step 3: Commit any fixes if needed, then final commit**
-
-```bash
-git add -A
-git commit -m "feat(bird): complete Bird CLI integration
-
-- Add bird_x.py module for Bird CLI detection, install, and search
-- Add UI prompts for interactive Bird installation
-- Update env.py with X source priority (Bird > xAI)
-- Integrate Bird into main research flow
-- Bird uses browser cookies (free, no API key needed)"
-```
-
----
-
-### Task 12: Push to Private Repo
-
-**Files:**
-- None (git only)
-
-**Step 1: Push all changes**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && git push origin main`
-Expected: Changes pushed to private repo
-
-**Step 2: Verify commit history**
-
-Run: `cd /Users/mvanhorn/last30days-skill-private && git log --oneline -10`
-Expected: Shows Bird integration commits
-
----
-
-## Summary
-
-After completing all tasks, the skill will:
-
-1. Check if Bird CLI is installed on startup
-2. If not installed but npm available, prompt user to install
-3. If installed, verify authentication via `bird whoami`
-4. If authenticated, use Bird for all X searches (free)
-5. If not, fall back to xAI (if key exists) or WebSearch
-6. Output format identical regardless of backend used

docs/plans/2026-02-03-bird-cli-integration-design.md

@@ -1,102 +0,0 @@
-# Bird CLI Integration Design
-
-**Date:** 2026-02-03
-**Status:** Approved
-
-## Overview
-
-Add Bird CLI as an alternative X/Twitter search source for the last30days skill. Bird uses browser cookie authentication (free, no API key) and provides direct access to X's GraphQL API.
-
-## Goals
-
-- Provide free X search without requiring xAI API key
-- Seamless fallback: Bird → xAI → WebSearch
-- Interactive onboarding for users without Bird installed
-- Output parity with existing xAI implementation
-
-## Detection & Priority Flow
-
-```
-On startup:
-1. Check: Is Bird installed? (`which bird`)
-   ├─ No → Offer to install: "Bird CLI not found. Install for free X search? (y/n)"
-   │        ├─ Yes → Run `npm install -g @steipete/bird`
-   │        └─ No → Continue to step 2
-   │
-   └─ Yes → Check: Is Bird authenticated? (`bird whoami`)
-            ├─ Success → Use Bird for X searches
-            └─ Fail → Show: "Bird auth failed. Run `bird check` to diagnose."
-                      Continue to step 2
-
-2. Fall back to xAI if XAI_API_KEY exists
-3. Fall back to WebSearch if nothing else available
-```
-
-**Priority order:** Bird → xAI → WebSearch
-
-## New Module: `scripts/lib/bird_x.py`
-
-### Functions
-
-- `is_bird_installed()` → checks `which bird`, returns bool
-- `is_bird_authenticated()` → runs `bird whoami`, returns username or None
-- `install_bird()` → runs `npm install -g @steipete/bird`, returns success bool
-- `search_x(topic, from_date, to_date, depth)` → runs `bird search` with JSON output
-- `parse_bird_response(json)` → converts to same format as `xai_x.parse_x_response()`
-
-### Search Command
-
-```bash
-bird search "Claude Code skills" --since 2026-01-04 -n 30 --json
-```
-
-- `--since` filters to last 30 days
-- `-n 30` controls result count (maps to depth: quick=12, default=30, deep=60)
-- `--json` gives machine-readable output
-
-### Output Mapping
-
-| Bird field | Our field |
-|------------|-----------|
-| `text` | `text` |
-| `permanent_url` | `url` |
-| `user.screen_name` | `author_handle` |
-| `created_at` | `date` (parse to YYYY-MM-DD) |
-| `like_count` | `engagement.likes` |
-| `retweet_count` | `engagement.reposts` |
-| `reply_count` | `engagement.replies` |
-| `quote_count` | `engagement.quotes` |
-
-Relevance: Default to 0.7, let `score.py` re-rank based on engagement.
-
-## Modified Files
-
-| File | Change |
-|------|--------|
-| `env.py` | Add `get_x_source()` → returns `'bird'`, `'xai'`, or `None` |
-| `last30days.py` | Check Bird availability with interactive install prompt before research |
-| `last30days.py` | In `_search_x()`, dispatch to `bird_x` or `xai_x` based on source |
-| `ui.py` | Add `prompt_bird_install()` and `show_bird_auth_help()` |
-
-## Unchanged Files
-
-- `normalize.py` - Bird output matches xAI format after parsing
-- `score.py` - Same scoring logic applies
-- `dedupe.py` - Same deduplication logic
-- `render.py` - X results labeled as "X" regardless of backend
-
-## Error Handling
-
-| Scenario | Behavior |
-|----------|----------|
-| Bird installed but no browser cookies | Show `bird check` guidance, fall back to xAI |
-| Bird search returns 0 results | Retry with simplified query (same as xAI logic) |
-| Bird search times out | Fall back to xAI if available, else WebSearch |
-| npm not installed (can't install Bird) | Skip Bird, continue with xAI/WebSearch |
-| User declines Bird install | Remember for session, don't ask again |
-
-**Timeout:** 30 seconds for Bird commands
-
-## Output Labels
-
-Results labeled as "X" regardless of whether Bird or xAI was used. Users care about the data, not the backend.

docs/plans/2026-02-06-feat-last30days-bird-cli-release-plan.md

@@ -1,391 +0,0 @@
----
-title: "feat: Release last30days v2 with Bird CLI to GitHub"
-type: feat
-date: 2026-02-06
----
-
-# Release last30days v2 (Bird CLI) to GitHub
-
-## Overview
-
-Replace the current public `last30days-skill` on GitHub with the new Bird CLI-enhanced version from `last30days-skill-private`. The new version adds free X/Twitter search via Bird CLI while maintaining backward compatibility with xAI API keys.
-
-**Goal:** Ship with confidence. No rollbacks.
-
-## Current State
-
-| | Old (Public) | New (Private) |
-|---|---|---|
-| **Repo** | `mvanhorn/last30days-skill` | `mvanhorn/last30days-skill-private` |
-| **Local path** | `~/.claude/skills/last30days/` | `~/.claude/skills/last30daystest/` (symlink) |
-| **Remote** | `origin` → public repo | `origin` → private, `upstream` → public |
-| **Key addition** | -- | Bird CLI (`@steipete/bird`) for free X search |
-| **X source chain** | xAI API only | Bird (free) → xAI (paid) → WebSearch |
-| **Uses** | 136 | 18 |
-| **Latest commit** | `cc892d7` | `4230fa2` |
-
-**Why both show as `/last30days`:** Both `SKILL.md` files declare `name: last30days` in frontmatter. Claude Code discovers both from `~/.claude/skills/` and lists them separately.
-
----
-
-## Phase 0: Clean Swap (Day 1)
-
-Remove the old skill so only the new one is active. This eliminates ambiguity during testing.
-
-### Steps
-
-1. **Back up the old skill** (safety net):
-   ```bash
-   mv ~/.claude/skills/last30days ~/.claude/skills/last30days.backup-v1
-   ```
-
-2. **Promote the new skill to primary**:
-   ```bash
-   # Remove the test symlink
-   rm ~/.claude/skills/last30daystest
-
-   # Create new symlink with the primary name
-   ln -s /Users/mvanhorn/last30days-skill-private ~/.claude/skills/last30days
-   ```
-
-3. **Verify only one `/last30days` appears**:
-   - Open a new Claude Code session
-   - Type `/last` and confirm only ONE `/last30days` shows in autocomplete
-   - Confirm description mentions Bird CLI
-
-4. **Rollback procedure** (if something goes wrong):
-   ```bash
-   rm ~/.claude/skills/last30days
-   mv ~/.claude/skills/last30days.backup-v1 ~/.claude/skills/last30days
-   ```
-
-### Acceptance Criteria
-- [ ] Only one `/last30days` appears in Claude Code autocomplete
-- [ ] Old skill preserved at `~/.claude/skills/last30days.backup-v1`
-- [ ] New skill responds to `/last30days` invocation
-
----
-
-## Phase 1: Claude's Test Plan (Automated)
-
-These are tests Claude can run autonomously to validate the new skill before the user touches it.
-
-### 1.1 Script-Level Smoke Tests
-
-Run the Python scripts directly to verify core functionality without invoking the full skill.
-
-#### Bird CLI Detection
-```bash
-# Test: Bird is installed and authenticated
-python3 -c "
-import sys; sys.path.insert(0, '/Users/mvanhorn/last30days-skill-private/scripts/lib')
-import bird_x
-print('installed:', bird_x.is_bird_installed())
-print('authenticated:', bird_x.is_bird_authenticated())
-print('status:', bird_x.get_bird_status())
-"
-```
-- [ ] `is_bird_installed()` returns True (or False with clear message)
-- [ ] `is_bird_authenticated()` returns True if logged into X in browser
-- [ ] `get_bird_status()` returns a dict with `installed`, `authenticated`, `available` keys
-
-#### Environment & Source Detection
-```bash
-python3 -c "
-import sys; sys.path.insert(0, '/Users/mvanhorn/last30days-skill-private/scripts/lib')
-import env
-config = env.load_config()
-print('x_source:', env.get_x_source(config))
-print('has_openai:', bool(config.get('OPENAI_API_KEY')))
-"
-```
-- [ ] `get_x_source()` returns `'bird'` if Bird available, `'xai'` if API key set, `None` otherwise
-- [ ] Config loads from `~/.config/last30days/.env`
-
-#### Bird Search (Direct)
-```bash
-python3 -c "
-import sys, json; sys.path.insert(0, '/Users/mvanhorn/last30days-skill-private/scripts/lib')
-import bird_x
-result = bird_x.search_x('Claude Code tips', '2026-01-07', '2026-02-06', 'quick')
-print(json.dumps(result, indent=2, default=str)[:2000])
-"
-```
-- [ ] Returns search results (list of dicts with `url`, `text`, `author_handle`)
-- [ ] No Python tracebacks
-- [ ] Results are from the expected date range
-
-#### Full Research Pipeline (Compact Output)
-```bash
-cd /Users/mvanhorn/last30days-skill-private
-python3 scripts/last30days.py "Claude Code tips" --emit=compact --quick 2>&1 | head -100
-```
-- [ ] Completes without error
-- [ ] Output includes X results (via Bird or xAI)
-- [ ] Output includes Reddit results (via OpenAI) if key configured
-- [ ] Stats summary shows source counts
-
-### 1.2 Source Fallback Tests
-
-Verify graceful degradation when sources are unavailable.
-
-#### Bird unavailable, xAI available
-```bash
-# Temporarily hide Bird
-PATH_BACKUP="$PATH"
-export PATH=$(echo "$PATH" | tr ':' '\n' | grep -v "$(dirname $(which bird 2>/dev/null))" | tr '\n' ':')
-
-python3 -c "
-import sys; sys.path.insert(0, '/Users/mvanhorn/last30days-skill-private/scripts/lib')
-import env
-config = env.load_config()
-print('x_source (no bird):', env.get_x_source(config))
-"
-
-export PATH="$PATH_BACKUP"
-```
-- [ ] Falls back to `'xai'` when Bird not in PATH
-- [ ] No crash or unhandled exception
-
-#### No X source at all
-```bash
-python3 -c "
-import sys; sys.path.insert(0, '/Users/mvanhorn/last30days-skill-private/scripts/lib')
-import env
-config = {}  # empty config, no keys
-print('x_source (nothing):', env.get_x_source(config))
-"
-```
-- [ ] Returns `None`
-- [ ] No crash
-
-### 1.3 Response Parsing Tests
-
-Validate that Bird responses are correctly normalized to the canonical schema.
-
-```bash
-python3 -c "
-import sys; sys.path.insert(0, '/Users/mvanhorn/last30days-skill-private/scripts/lib')
-import bird_x
-
-# Test with sample Bird response format
-sample = {
-    'tweets': [{
-        'permanentUrl': 'https://x.com/user/status/123',
-        'text': 'Test tweet about Claude Code',
-        'username': 'testuser',
-        'likeCount': 42,
-        'retweetCount': 10,
-        'replyCount': 5,
-        'timeParsed': '2026-02-01T12:00:00.000Z'
-    }]
-}
-parsed = bird_x.parse_bird_response(sample)
-print('Parsed count:', len(parsed))
-print('First item keys:', sorted(parsed[0].keys()) if parsed else 'EMPTY')
-print('URL:', parsed[0].get('url'))
-print('Author:', parsed[0].get('author_handle'))
-"
-```
-- [ ] Parses correctly with expected keys
-- [ ] Handles both camelCase and snake_case fields
-- [ ] URL, text, author, engagement metrics all present
-
-### 1.4 SKILL.md Validation
-
-```bash
-# Verify YAML frontmatter parses correctly
-python3 -c "
-import yaml
-with open('/Users/mvanhorn/last30days-skill-private/SKILL.md') as f:
-    content = f.read()
-    # Extract YAML between --- markers
-    parts = content.split('---', 2)
-    meta = yaml.safe_load(parts[1])
-    print('name:', meta.get('name'))
-    print('context:', meta.get('context'))
-    print('agent:', meta.get('agent'))
-    print('allowed-tools:', meta.get('allowed-tools'))
-"
-```
-- [ ] `name` is `last30days` (not `last30daystest`)
-- [ ] `context` is `fork`
-- [ ] `agent` is `Explore`
-- [ ] `allowed-tools` includes `Bash`, `WebSearch`
-
-### 1.5 Diff Audit (Old vs New)
-
-```bash
-# Verify the only meaningful addition is bird_x.py
-diff -rq ~/.claude/skills/last30days.backup-v1/scripts/lib/ \
-         /Users/mvanhorn/last30days-skill-private/scripts/lib/ 2>/dev/null
-```
-- [ ] Only new file is `bird_x.py`
-- [ ] Modified files: `env.py` (source detection), `__init__.py` (exports)
-- [ ] No unexpected deletions or renames
-
----
-
-## Phase 2: User's Test Plan (Manual)
-
-These require human judgment - evaluating quality, UX, and real-world behavior.
-
-### 2.1 Basic Invocation (5 min)
-
-Open a fresh Claude Code session after Phase 0 is complete.
-
-| # | Test | Command | Pass Criteria |
-|---|------|---------|---------------|
-| 1 | Simple topic | `/last30days AI music generation` | Returns results, shows source stats |
-| 2 | Topic + tool | `/last30days Suno prompts for music production` | Returns results + generates a prompt |
-| 3 | Quick mode | `/last30days --quick TypeScript tips` | Faster, fewer results, still valid |
-| 4 | Empty input | `/last30days` | Prompts for topic (doesn't crash) |
-
-### 2.2 Bird CLI Verification (5 min)
-
-| # | Test | What to Check |
-|---|------|---------------|
-| 1 | Source indicator | Output shows Bird as X source (not xAI) |
-| 2 | X results quality | X/Twitter results are real, recent, have engagement metrics |
-| 3 | Bird promo | If Bird NOT installed, shows non-blocking info banner |
-| 4 | Mixed sources | Both Reddit (OpenAI) and X (Bird) results appear |
-
-### 2.3 Fallback Behavior (5 min)
-
-| # | Test | Setup | Expected |
-|---|------|-------|----------|
-| 1 | No Bird | `npm uninstall -g @steipete/bird` temporarily | Falls back to xAI or WebSearch |
-| 2 | No API keys | Rename `~/.config/last30days/.env` temporarily | WebSearch-only mode works |
-| 3 | Restore | Reinstall bird + restore .env | Full mode returns |
-
-### 2.4 Output Quality (10 min)
-
-Run 3 real research queries you care about. For each, evaluate:
-
-- [ ] Results are actually from the last 30 days (not stale)
-- [ ] Engagement metrics (likes, upvotes) are present and reasonable
-- [ ] No duplicate results
-- [ ] Sources are properly cited with URLs
-- [ ] Synthesis is grounded in actual results (not hallucinated)
-- [ ] Generated prompts (if requested) are usable
-
-### 2.5 Comparison Test (10 min)
-
-Before removing the backup, run the SAME query on both versions:
-
-```bash
-# New version (active)
-/last30days [your topic]
-
-# Old version (temporarily restore)
-rm ~/.claude/skills/last30days
-mv ~/.claude/skills/last30days.backup-v1 ~/.claude/skills/last30days
-# New Claude Code session
-/last30days [same topic]
-# Then swap back
-```
-
-- [ ] New version produces equal or better results
-- [ ] No features regressed
-- [ ] Bird results add value over xAI-only
-
----
-
-## Phase 3: Release Plan (30-Day Timeline)
-
-**Target release date:** March 1, 2026 (conservative buffer before March 8 deadline)
-
-### Week 1: Feb 6-12 - Clean & Test
-
-| Day | Task | Owner |
-|-----|------|-------|
-| Feb 6 | Phase 0: Clean swap (remove old, activate new) | User |
-| Feb 6 | Phase 1: Claude runs automated tests | Claude |
-| Feb 7-8 | Phase 2: User runs manual tests (2.1-2.4) | User |
-| Feb 9 | Phase 2.5: Comparison test | User |
-| Feb 10-12 | Fix any issues found during testing | Claude + User |
-
-### Week 2: Feb 13-19 - Harden
-
-| Day | Task | Owner |
-|-----|------|-------|
-| Feb 13 | Run edge cases: unicode topics, very long topics, special chars | Claude |
-| Feb 14 | Test with Bird logged out (auth expiry scenario) | User |
-| Feb 15 | Review all error messages for clarity | Claude |
-| Feb 16-17 | Update README.md with Bird CLI setup instructions | Claude |
-| Feb 18-19 | Buffer for fixes | Claude + User |
-
-### Week 3: Feb 20-26 - Pre-Release
-
-| Day | Task | Owner |
-|-----|------|-------|
-| Feb 20 | Final diff audit: private repo vs public repo | Claude |
-| Feb 21 | Strip any private/test artifacts (test symlinks, debug prints) | Claude |
-| Feb 22 | Update SKILL.md description if needed | Claude |
-| Feb 23 | Dry-run: push to a branch on public repo (not main) | User |
-| Feb 24 | Test installation from the branch (fresh `~/.claude/skills/`) | User |
-| Feb 25-26 | Buffer for fixes | Claude + User |
-
-### Week 4: Feb 27 - Mar 1 - Ship
-
-| Day | Task | Owner |
-|-----|------|-------|
-| Feb 27 | Merge branch to main on public repo | User |
-| Feb 28 | Create GitHub release with changelog | Claude + User |
-| Mar 1 | Delete backup: `rm -rf ~/.claude/skills/last30days.backup-v1` | User |
-| Mar 1 | Archive private repo (optional) | User |
-
-### Release Checklist (Final Gate)
-
-Before merging to `main` on the public repo:
-
-- [ ] All Phase 1 automated tests pass
-- [ ] All Phase 2 manual tests pass
-- [ ] Comparison test shows new >= old quality
-- [ ] SKILL.md frontmatter is correct (`name: last30days`, not `last30daystest`)
-- [ ] README.md documents Bird CLI setup
-- [ ] No debug/test artifacts in codebase
-- [ ] No hardcoded paths (e.g., `/Users/mvanhorn/...`)
-- [ ] `.env` files are gitignored
-- [ ] Git history is clean (no "test" or "WIP" commits on main)
-- [ ] Bird CLI failure doesn't break the skill (graceful fallback verified)
-
-### Rollback Plan (Emergency)
-
-If something goes wrong after release:
-
-```bash
-# Option 1: Revert to backup (if still exists)
-rm ~/.claude/skills/last30days
-mv ~/.claude/skills/last30days.backup-v1 ~/.claude/skills/last30days
-
-# Option 2: Git revert on public repo
-cd ~/.claude/skills/last30days
-git log --oneline -5  # find the last good commit
-git revert HEAD        # revert the merge commit
-git push origin main
-
-# Option 3: Pin to old version
-cd ~/.claude/skills/last30days
-git checkout cc892d7   # last known good commit from old version
-```
-
----
-
-## Risk Analysis
-
-| Risk | Likelihood | Impact | Mitigation |
-|------|-----------|--------|------------|
-| Bird CLI breaks after X API changes | Medium | Low | Fallback to xAI/WebSearch still works |
-| Bird auth expires silently | Medium | Low | `is_bird_authenticated()` check + user message |
-| Old xAI workflows regress | Low | High | Comparison test in Phase 2.5 |
-| Hardcoded paths in codebase | Low | Medium | Grep for `/Users/mvanhorn` before release |
-| SKILL.md name still says `last30daystest` | Low | High | Already fixed in commit `4e972d0` |
-
-## References
-
-- Private repo: `https://github.com/mvanhorn/last30days-skill-private.git`
-- Public repo: `https://github.com/mvanhorn/last30days-skill.git`
-- Bird CLI: `https://github.com/steipete/bird`
-- Bird implementation plan: `docs/plans/2026-02-03-bird-cli-implementation.md`
-- Bird integration design: `docs/plans/2026-02-03-bird-cli-integration-design.md`

docs/plans/2026-02-06-feat-visible-query-parsing-display-plan.md

@@ -1,91 +0,0 @@
----
-title: "feat: Add visible query parsing display before research starts"
-type: feat
-date: 2026-02-06
----
-
-# feat: Add Visible Query Parsing Display
-
-## Overview
-
-The last30days skill parses user intent (TOPIC, QUERY_TYPE, TARGET_TOOL) internally but never shows the user what it understood. The agent jumps straight from the user's `/last30days kanye west` into running tools with a generic "I'll start the research script and web searches in parallel."
-
-Users expect to see a reformulation of their query — confirming what the agent understood before it starts searching. This builds trust and lets users course-correct before waiting for results.
-
-## Problem Statement
-
-Current behavior:
-```
-User: /last30days kanye west
-
-Agent: I'll start the research script and web searches in parallel.
-[immediately runs bash + WebSearch]
-```
-
-Expected behavior:
-```
-User: /last30days kanye west
-
-Agent: 🔍 **kanye west** · News
-Searching Reddit, X, and the web for the latest on kanye west...
-
-[then runs bash + WebSearch]
-```
-
-The "Parse User Intent" section in SKILL.md tells the agent to store variables internally but never instructs it to **display** them.
-
-## Proposed Solution
-
-Add an explicit "Display your parsing" instruction between the "Parse User Intent" section and "Research Execution" section in SKILL.md. One new block of text — no code changes, no script changes.
-
-## Acceptance Criteria
-
-- [ ] Agent displays parsed TOPIC and QUERY_TYPE before running any tools
-- [ ] Display is concise (1-2 lines, not a verbose block)
-- [ ] Agent still runs script + WebSearch in parallel after displaying
-- [ ] No changes to Python scripts — SKILL.md only
-
-## Implementation
-
-### SKILL.md Change
-
-**File:** `/Users/mvanhorn/last30days-skill-private/SKILL.md`
-
-After the "Store these variables" block (line ~38) and before "Research Execution" (line ~42), add:
-
-```markdown
-**DISPLAY your parsing to the user.** Before running any tools, output a single line:
-
-🔍 **{TOPIC}** · {QUERY_TYPE}
-Searching Reddit, X, and the web for {natural language description of what you'll look for}...
-
-Example outputs:
-- 🔍 **kanye west** · News — Searching Reddit, X, and the web for the latest kanye west news and discussions...
-- 🔍 **best MCP servers** · Recommendations — Searching Reddit, X, and the web for the most recommended MCP servers...
-- 🔍 **nano banana pro prompting** · Prompting — Searching Reddit, X, and the web for nano banana pro prompting techniques and tips...
-- 🔍 **open claw** · General — Searching Reddit, X, and the web for what people are saying about open claw...
-
-If TARGET_TOOL is known, mention it: "...for nano banana pro prompting techniques to use in ChatGPT..."
-
-This text MUST appear before you call any tools. It confirms to the user that you understood their request.
-```
-
-### Sync
-
-After editing SKILL.md:
-```bash
-cp /Users/mvanhorn/last30days-skill-private/SKILL.md ~/.claude/skills/last30days/SKILL.md
-```
-
-## Test Plan
-
-Run in a NEW Claude Code session:
-1. `/last30days kanye west` — should display: 🔍 **kanye west** · News
-2. `/last30days best MCP servers` — should display: 🔍 **best MCP servers** · Recommendations
-3. `/last30days nano banana pro prompting for ChatGPT` — should display with tool mention
-
-## Files to Modify
-
-| File | Change |
-|------|--------|
-| `SKILL.md` | Add display instruction between Parse User Intent and Research Execution |

docs/plans/2026-02-06-fix-last30days-v2-formatting-reddit-citations-plan.md

@@ -1,167 +0,0 @@
----
-title: "fix: last30days v2 formatting, Reddit results, and citation verbosity"
-type: fix
-date: 2026-02-06
----
-
-# fix: last30days v2 Formatting, Reddit Results, and Citation Verbosity
-
-## Overview
-
-Four bugs found during v2 testing across 4 queries (kanye west, howie.ai, nano banana pro prompting, open claw). The skill IS executing (the agent:Explore removal worked) but output quality has regressed from v1.
-
-## Problem Statement
-
-| # | Bug | Severity | Where |
-|---|-----|----------|-------|
-| 1 | Stats emoji tree format ignored 3/4 times - agent renders plain text dashes instead | High | `SKILL.md` |
-| 2 | Reddit returns 0 results for popular topics (kanye west, howie.ai) | High | `scripts/lib/openai_reddit.py` |
-| 3 | Citations too verbose - every sentence has `(per @x, @y, @z; r/sub)` making summary unreadable | Medium | `SKILL.md` |
-| 4 | Kanye summary is wall of text - no bold headers or paragraph breaks like nano banana pro got | Medium | `SKILL.md` |
-
-## Proposed Fixes
-
-### Fix 1: Stats Emoji Format Enforcement
-
-**Root cause:** The agent ignores the emoji tree template even with BAD/GOOD examples. The template uses box-drawing characters (├─ └─) that the agent treats as decorative, not mandatory.
-
-**Approach:** Instead of relying on the agent to copy box-drawing characters, provide the template as a **literal fill-in-the-blank** with placeholders that are impossible to misinterpret.
-
-**File:** `SKILL.md` (stats section, currently around line 190)
-
-**Change:** Replace the current template + BAD/GOOD examples with a single, strict fill-in format:
-
-```
-Copy this EXACTLY, replacing only the {placeholders}:
-
----
-✅ All agents reported back!
-├─ 🟠 Reddit: {N} threads │ {N} upvotes │ {N} comments
-├─ 🔵 X: {N} posts │ {N} likes │ {N} reposts (via Bird/xAI)
-├─ 🌐 Web: {N} pages │ {domain1}, {domain2}, {domain3}
-└─ 🗣️ Top voices: @{handle1} ({N} likes), @{handle2} │ r/{sub1}, r/{sub2}
----
-
-If Reddit returned 0 threads, write: "├─ 🟠 Reddit: 0 threads (no results this cycle)"
-NEVER use plain text dashes (-) or pipe (|). ALWAYS use ├─ └─ │ and the emoji.
-```
-
-Remove the separate BAD/GOOD section (it adds length without helping).
-
-### Fix 2: Reddit Returning 0 Results
-
-**Root cause (from code analysis):**
-
-1. `openai_reddit.py:53-93` - The `REDDIT_SEARCH_PROMPT` instructs the OpenAI model to strip noise words before searching. For "kanye west" this isn't the issue (no noise words), but for "howie.ai" it might strip "ai".
-
-2. `openai_reddit.py:160-166` - The search is restricted to `allowed_domains: ["reddit.com"]` which depends on OpenAI's web_search indexing of Reddit.
-
-3. `last30days.py:474-490` - Post-retrieval filtering: `normalize.filter_by_date_range()` + `score.score_reddit_items()` + `dedupe.dedupe_reddit()` can discard all results if date confidence is low.
-
-4. `score.py:151-157` - Items with no engagement metrics get `-10` penalty, low date confidence gets `-10`. Combined that's `-20` which may push score below threshold.
-
-**Approach (multi-layered):**
-
-**A. Add subreddit-targeted search fallback** in `openai_reddit.py`:
-- When the first search returns < 3 results, add a second search prompt that explicitly queries: `"r/{topic} site:reddit.com"` and `"{topic} subreddit site:reddit.com"`
-- This catches cases where OpenAI's web_search doesn't find the obvious subreddit
-
-**B. Soften post-retrieval scoring** in `score.py`:
-- Change the no-engagement penalty from `-10` to `-3` (missing metrics ≠ irrelevant)
-- Change low date confidence penalty from `-10` to `-5`
-
-**C. Add minimum result guarantee** in `last30days.py`:
-- If scoring filters out ALL results, keep the top 3 by raw relevance regardless of score
-- Log a warning: "All Reddit results scored below threshold, keeping top 3 by relevance"
-
-**Files to change:**
-- `scripts/lib/openai_reddit.py` - Add subreddit fallback search (lines ~160-180)
-- `scripts/lib/score.py` - Soften penalties (lines ~151-157)
-- `scripts/last30days.py` - Add minimum result guarantee (lines ~474-490)
-
-### Fix 3: Citations Too Verbose
-
-**Root cause:** The SKILL.md instruction says "Every insight MUST cite at least one source" with a GOOD example showing `(per @XXX, 15 likes; r/kanye thread with 200 upvotes)` - this is too much detail per citation and the agent over-applies it.
-
-**Approach:** Dial back to "cite 1-2 sources per KEY PATTERN, not per sentence. Use short format."
-
-**File:** `SKILL.md` (citation section, currently around line 158)
-
-**Change the citation rule to:**
-
-```
-CITATION RULE: Cite sources sparingly to prove research is real.
-- In the "What I learned" intro: cite 1-2 top sources total, not every sentence
-- In KEY PATTERNS: cite 1 source per pattern, short format: "per @handle" or "per r/sub"
-- Do NOT include engagement metrics in citations (likes, upvotes) - save those for stats box
-- Do NOT chain multiple citations: "per @x, @y, @z" is too much. Pick the strongest one.
-
-BAD: "His album is set for March 20 (per @cocoabutterbf; Rolling Stone; HotNewHipHop; Complex)."
-GOOD: "His album BULLY is set for March 20 via Gamma, per Rolling Stone."
-```
-
-### Fix 4: Summary Formatting (Wall of Text vs Structured)
-
-**Root cause:** The SKILL.md template for PROMPTING/NEWS/GENERAL shows:
-```
-What I learned:
-[2-4 sentences synthesizing...]
-```
-
-This gives the agent permission to write a dense paragraph. The nano banana pro test got good formatting because PROMPTING queries naturally produce structured patterns. NEWS queries (kanye) produce narratives that become walls of text.
-
-**Approach:** Add explicit structure to the NEWS/GENERAL format with bold topic headers.
-
-**File:** `SKILL.md` (summary display section, around line 158)
-
-**Change the PROMPTING/NEWS/GENERAL template to:**
-
-```
-What I learned:
-
-**{Topic 1}** — [1-2 sentences about this storyline, per source]
-
-**{Topic 2}** — [1-2 sentences, per source]
-
-**{Topic 3}** — [1-2 sentences, per source]
-
-KEY PATTERNS from the research:
-1. [Pattern] — per @handle
-2. [Pattern] — per r/sub
-3. [Pattern] — per source
-```
-
-The bold topic headers force structure. Each topic gets its own paragraph with a line break. No more wall-of-text narratives.
-
-## Acceptance Criteria
-
-- [ ] **Fix 1:** Stats box uses emoji tree format ├─ 🟠 🔵 🌐 └─ 🗣️ in 4/4 test queries
-- [ ] **Fix 2:** "kanye west" returns >0 Reddit threads (r/kanye exists and is active)
-- [ ] **Fix 3:** Summary citations are 1 per insight, short format, no engagement metrics inline
-- [ ] **Fix 4:** NEWS/GENERAL summaries use bold topic headers with paragraph breaks, not wall of text
-
-## Test Plan
-
-Re-run the same 4 queries after fixes:
-1. `/last30days kanye west` — NEWS: should get Reddit results, structured summary, emoji stats
-2. `/last30days howie.ai` — GENERAL: should get Reddit if available, citations not verbose
-3. `/last30days nano banana pro prompting` — PROMPTING: should maintain current good quality, reduce citation density
-4. `/last30days open claw` — GENERAL: should cite @handles in summary, emoji stats
-
-## Files to Modify
-
-| File | Fix | Change |
-|------|-----|--------|
-| `SKILL.md` | 1, 3, 4 | Stats template, citation rules, summary structure |
-| `scripts/lib/openai_reddit.py` | 2 | Add subreddit fallback search |
-| `scripts/lib/score.py` | 2 | Soften scoring penalties |
-| `scripts/last30days.py` | 2 | Add minimum result guarantee |
-
-## References
-
-- Current SKILL.md: `~/.claude/skills/last30days/SKILL.md`
-- Private repo: `/Users/mvanhorn/last30days-skill-private/`
-- Old working SKILL.md: `~/.claude/skills/last30days.backup-v1/SKILL.md`
-- Reddit search module: `scripts/lib/openai_reddit.py:53-93` (prompt), `:160-166` (API call)
-- Scoring module: `scripts/lib/score.py:151-157` (penalties)
-- Main pipeline: `scripts/last30days.py:474-490` (filtering)

docs/plans/2026-02-06-fix-skill-execution-fork-mode-plan.md

@@ -1,177 +0,0 @@
----
-title: "fix: Skill execution broken - fork mode subagent ignores bash and text instructions"
-type: fix
-date: 2026-02-06
----
-
-# fix: Skill Execution Broken in Fork Mode
-
-## Overview
-
-The last30days v2 skill stopped running its Python script and stopped showing acknowledgment text. The agent jumps straight to WebSearch, ignoring all instructions to run bash first or output text. Five attempted fixes all failed.
-
-## Root Cause (Confirmed via Research)
-
-**The old v1 skill worked by accident.** GitHub Issue #17283 documented that `context: fork` and `agent: Explore` were **silently ignored** in older Claude Code versions. The skill ran **inline** in the main conversation — not in a forked subagent. That's why:
-- The user saw acknowledgment text (output inline to conversation)
-- The bash script ran (main model followed instructions inline)
-- Progress was visible (tool calls shown normally)
-
-**Claude Code 2.1+ fixed the bug** and now properly honors `context: fork`. The skill now truly runs in an isolated subagent where:
-- The model decides tool ordering independently
-- Text output instructions are deprioritized vs tool calls
-- "RUN THIS FIRST" instructions are **suggestions**, not commands
-- There is **no mechanism** to force tool ordering in a forked subagent
-
-**This is why every SKILL.md rewrite failed** — the problem isn't the instructions, it's `context: fork` itself.
-
-## Evidence
-
-| Attempt | What we tried | Result |
-|---------|--------------|--------|
-| 1 | "YOUR FIRST ACTION: Run this command. EXECUTE." | Agent ran script sometimes, never showed ack text |
-| 2 | "YOUR FIRST OUTPUT — before ANY tool calls" + progress block | Agent ignored text, jumped to WebSearch |
-| 3 | Moved progress block to very first section | Agent ignored it entirely |
-| 4 | "DO NOT skip this. DO NOT jump to tool calls first." | Agent still jumped to WebSearch |
-| 5 | Embedded echo in bash block + "Do NOT start with WebSearch" | Agent still jumped to WebSearch, never ran bash |
-
-## Proposed Fix
-
-### Option A: Remove `context: fork` (Recommended)
-
-**Remove `context: fork` from frontmatter.** The skill runs inline in the main conversation, exactly like the old v1 skill accidentally did.
-
-**Why this works:**
-- Inline execution follows instructions sequentially
-- Text output appears directly to the user
-- Bash commands run when instructed
-- This is how the "working" v1 skill actually operated
-
-**File:** `SKILL.md` frontmatter
-
-**Change from:**
-```yaml
----
-name: last30days
-description: Research a topic from the last 30 days on Reddit + X + Web...
-argument-hint: '"[topic] for [tool]" or "[topic]"'
-context: fork
-allowed-tools: Bash, Read, Write, AskUserQuestion, WebSearch
----
-```
-
-**Change to:**
-```yaml
----
-name: last30days
-description: Research a topic from the last 30 days on Reddit + X + Web...
-argument-hint: '"[topic] for [tool]" or "[topic]"'
-allowed-tools: Bash, Read, Write, AskUserQuestion, WebSearch
----
-```
-
-That's it. Remove the one line.
-
-**Then restore the old v1 instruction flow:**
-1. "Parse User Intent" section FIRST (generates acknowledgment text)
-2. "Research Execution" with bash command
-3. "Do WebSearch" while script runs
-4. Synthesize and present
-
-### Option B: Keep `context: fork` + Use `!`command`` Preprocessing
-
-Use shell preprocessing syntax (`!`command``) to run the script **before** the model even sees the prompt:
-
-```markdown
-## Research data (auto-fetched)
-!`python3 ~/.claude/skills/last30days/scripts/last30days.py "$ARGUMENTS" --emit=compact 2>&1`
-```
-
-**Risk:** Not confirmed that `$ARGUMENTS` works in `!`command`` context. More complex. The user still won't see progress text during preprocessing.
-
-### Recommendation: Option A
-
-Remove `context: fork`. It's one line. The old skill worked inline. The v2 skill should too. Option B is a backup if inline mode causes context window issues.
-
-## Implementation
-
-### Step 1: Remove `context: fork` from frontmatter
-
-Single line removal in `SKILL.md`.
-
-### Step 2: Restore v1-style instruction flow
-
-The SKILL.md opening should match the public v1 pattern:
-
-```markdown
-# last30days: Research Any Topic from the Last 30 Days
-
-Research ANY topic across Reddit, X, and the web. Surface what people are actually discussing, recommending, and debating right now.
-
-## CRITICAL: Parse User Intent
-
-Before doing anything, parse the user's input for:
-[... topic/tool/query type parsing ...]
-
-Store these variables:
-- TOPIC = ...
-- TARGET_TOOL = ...
-- QUERY_TYPE = ...
-
----
-
-## Research Execution
-
-**Step 1: Run the research script**
-```bash
-python3 ~/.claude/skills/last30days/scripts/last30days.py "$ARGUMENTS" --emit=compact 2>&1
-```
-
-**Step 2: Do WebSearch** (while script runs)
-[... websearch queries based on QUERY_TYPE ...]
-
-**Step 3: Wait for script to complete**
-[... synthesis instructions ...]
-```
-
-The key structural elements from v1 that need to return:
-1. Descriptive intro paragraph
-2. "Parse User Intent" BEFORE any tool calls
-3. Script execution as a clearly labeled step
-4. WebSearch as step 2 (not step 1)
-
-### Step 3: Keep all v2 improvements
-
-The v2-specific improvements (citation rules, stats template, Reddit fallback, scoring changes) stay. Only the frontmatter and instruction flow change.
-
-### Step 4: Sync and test
-
-Copy to `~/.claude/skills/last30days/SKILL.md`, test in new session.
-
-## Acceptance Criteria
-
-- [ ] `context: fork` removed from SKILL.md frontmatter
-- [ ] Agent outputs acknowledgment text before running tools
-- [ ] Python script actually executes (Reddit + X results appear)
-- [ ] WebSearch supplements, doesn't replace, script results
-- [ ] Stats emoji tree format renders correctly
-- [ ] Citations are sparse (1 per insight, not 3-5)
-
-## Test Plan
-
-Run in a NEW Claude Code session:
-1. `/last30days kanye west` — should see ack text, script runs, Reddit results
-2. `/last30days open claw` — should see ack text, X results via Bird
-
-## Files to Modify
-
-| File | Change |
-|------|--------|
-| `SKILL.md` | Remove `context: fork`, restore v1 instruction flow |
-
-## References
-
-- GitHub Issue #17283: `context: fork` was silently ignored (the bug that made v1 work)
-- Claude Code Skills docs: `!`command`` preprocessing syntax
-- Claude Code Subagents docs: `agent: Explore` uses Haiku, read-only tools
-- Public v1 SKILL.md: `github.com/mvanhorn/last30days-skill`

docs/plans/2026-02-06-test-v1-vs-v2-comparison-plan.md

@@ -1,385 +0,0 @@
----
-title: "test: Compare v1 (public) vs v2 (private) last30days output quality"
-type: test
-date: 2026-02-06
----
-
-# test: V1 vs V2 Comparison Test Plan
-
-## Overview
-
-Run the same queries through both the public v1 and private v2 of last30days, compare output quality across 7 dimensions, and determine if v2 is ready to ship as the new public version.
-
-**This plan also includes a full feature audit** identifying everything v1 has that v2 is missing — some of those gaps need fixing before shipping.
-
----
-
-## How to Run the Comparison
-
-### Setup
-
-**V1 (public upstream):** Check out upstream SKILL.md temporarily:
-```bash
-# Save current v2
-cp ~/.claude/skills/last30days/SKILL.md ~/.claude/skills/last30days/SKILL.md.v2
-
-# Install v1 from upstream
-cd /Users/mvanhorn/last30days-skill-private
-git show upstream/main:SKILL.md > ~/.claude/skills/last30days/SKILL.md
-```
-
-Run test queries in a NEW Claude Code session (one session per query to avoid context bleed). Save output.
-
-**V2 (private current):** Restore v2:
-```bash
-cp ~/.claude/skills/last30days/SKILL.md.v2 ~/.claude/skills/last30days/SKILL.md
-```
-
-Run same queries in NEW sessions. Save output.
-
----
-
-## ALL Test Queries
-
-### From README Examples (13 documented use cases)
-
-Every single example from the README, in order:
-
-| # | Query | Type | README Section |
-|---|-------|------|---------------|
-| 1 | `prompting techniques for chatgpt for legal questions` | PROMPTING + TOOL | Example: Legal Prompting |
-| 2 | `best clawdbot use cases` | RECOMMENDATIONS | Example: ClawdBot Use Cases |
-| 3 | `how to best setup clawdbot` | HOW-TO | Example: ClawdBot Setup |
-| 4 | `prompting tips for nano banana pro for ios designs` | PROMPTING + TOOL | Example: iOS App Mockup |
-| 5 | `top claude code skills` | RECOMMENDATIONS | Example: Top Claude Code Skills |
-| 6 | `using ChatGPT to make images of dogs` | GENERAL | Example: Dog as Human |
-| 7 | `research best practices for beautiful remotion animation videos in claude code` | PROMPTING | Example: Remotion Launch Video |
-| 8 | `photorealistic people in nano banana pro` | PROMPTING | Example: Photorealistic Portraits |
-| 9 | `What are the best rap songs lately` | RECOMMENDATIONS | Example: Best Rap Songs |
-| 10 | `what are people saying about DeepSeek R1` | NEWS | Example: DeepSeek R1 |
-| 11 | `best practices for cursor rules files for Cursor` | PROMPTING | Example: Cursor Rules |
-| 12 | `prompt advice for using suno to make killer songs in simple mode` | PROMPTING | Example: Suno AI Music |
-| 13 | `how do I use Codex with Claude Code on same app to make it better` | HOW-TO | Example: Codex + Claude Code |
-
-### From Plan Documents (4 additional battle-tested queries)
-
-| # | Query | Type | Source |
-|---|-------|------|--------|
-| 14 | `kanye west` | NEWS | fix-v2-formatting plan, most-tested query |
-| 15 | `howie.ai` | GENERAL | fix-v2-formatting plan, edge case (domain as topic) |
-| 16 | `open claw` | GENERAL | fix-v2-formatting plan, X-heavy sources |
-| 17 | `nano banana pro prompting` | PROMPTING | fix-v2-formatting plan |
-
-### Follow-up Vision Tests (pick 4 from above, ask a follow-up)
-
-These test the prompt-generation phase specifically:
-
-| Base Query | Follow-up Vision |
-|------------|-----------------|
-| #4 (nano banana pro ios) | "make a mock-up of an app for moms who swim" |
-| #6 (ChatGPT dog images) | "what would my dog look like as a human prompt" |
-| #12 (suno music) | "Rap song about self aware AI that loves Claude Code" |
-| #13 (codex + claude code) | "how do I build a review loop workflow" |
-
----
-
-## FEATURE AUDIT: V1 vs V2
-
-### Section-by-section comparison
-
-I diffed the full v1 (upstream/main) SKILL.md against the current v2. Here's everything.
-
-#### KEPT (in both versions) ✅
-
-| Feature | V1 Location | V2 Location | Notes |
-|---------|------------|------------|-------|
-| Parse User Intent section | Lines 23-48 | Lines 12-38 | Same logic |
-| QUERY_TYPE detection (4 types) | Lines 29-36 | Lines 18-22 | Same types |
-| "Don't ask about tool before research" | Lines 49-51 | Lines 31-33 | Same rule |
-| Store variables block | Lines 53-56 | Lines 35-38 | Same |
-| Research script execution | Lines 81-86 | Lines 59-62 | Same command |
-| WebSearch by QUERY_TYPE | Lines 99-127 | Lines 77-98 | Same queries |
-| "Use user's exact terminology" | Lines 129-133 | Lines 100-101 | V2 shorter but same intent |
-| Judge Agent synthesis | Lines 143-151 | Lines 113-124 | Same logic |
-| Internalize research (ground in actual content) | Lines 159-165 | Lines 128-135 | V2 shorter |
-| RECOMMENDATIONS: extract specific names | Lines 167-177 | Lines 137-145 | Same, v2 removes BAD/GOOD example |
-| Prompt format matching | Lines 193-196 | Lines 149-153 | Same |
-| Summary + Stats + Invitation flow | Lines 200-250 | Lines 157-236 | Same structure, different details |
-| Wait for user's vision | Lines 254-258 | Lines 240-242 | Same |
-| Write ONE perfect prompt | Lines 262-275 | Lines 246-266 | Same structure |
-| Context memory | Lines 298-316 | Lines 278-288 | V2 shorter |
-| Output summary footer | Lines 320-340 | Lines 292-302 | Different format |
-| Depth options (quick/default/deep) | Lines 135-139 | Lines 106-109 | Same |
-
-#### ADDED in V2 (improvements) ✨
-
-| Feature | What it does | V2 Location |
-|---------|-------------|------------|
-| **Query parsing display** | Shows `🔍 **{TOPIC}** · {QUERY_TYPE}` before tools | Lines 40-53 |
-| **Sparse citation rules** | BAD/GOOD examples, "1 per pattern, short format" | Lines 186-193 |
-| **Bold topic headers** | `**{Topic 1}** — [1-2 sentences, per source]` format | Lines 195-208 |
-| **Strict stats template** | "NEVER use plain text dashes", fill-in-blank | Lines 217-230 |
-| **RECOMMENDATIONS source attribution** | Each item MUST have Sources: line with @handles | Lines 178-182 |
-| **Reddit 0 results handling** | Explicit instruction for 0-thread line | Line 229 |
-| **Bird CLI in stats** | "(via Bird/xAI)" notation | Line 223 |
-
-#### ❌ MISSING FROM V2 — Features V1 Has That V2 Dropped
-
-These are the regressions. Some are intentional simplifications, others are real gaps.
-
-**1. Use Cases Block (intro section)**
-- **V1 has:** 4 use case examples right after the intro: Prompting, Recommendations, News, General — with concrete examples
-- **V2 has:** Nothing. Just the intro paragraph.
-- **Impact:** LOW. The query type detection handles this. But it was nice onboarding.
-- **Verdict:** Skip — not needed for execution quality.
-
-**2. Setup Check Section (API key guidance)**
-- **V1 has:** Full section explaining 3 modes (Full/Partial/Web-Only), first-time setup bash script, "API keys are OPTIONAL" messaging
-- **V2 has:** Nothing. Script auto-detects.
-- **Impact:** LOW for experienced users. HIGH for first-time users who don't have keys.
-- **Verdict:** Skip for now — script handles auto-detection. Consider adding back for public release.
-
-**3. Anti-Pattern Examples (synthesis quality guard)**
-- **V1 has:** Explicit anti-pattern block: "If user asks about 'clawdbot skills' and research returns ClawdBot content (self-hosted AI agent), do NOT synthesize this as 'Claude Code skills' just because both involve 'skills'." Plus BAD/GOOD synthesis examples for RECOMMENDATIONS.
-- **V2 has:** Only "Ground your synthesis in the ACTUAL research content, not your pre-existing knowledge" — no concrete examples.
-- **Impact:** MEDIUM-HIGH. Without concrete anti-patterns, the agent may conflate similar-sounding things.
-- **Verdict:** ⚠️ ADD BACK. At minimum, restore the BAD/GOOD RECOMMENDATIONS example and the "don't conflate" warning.
-
-**4. Self-Check Instruction (pre-display validation)**
-- **V1 has:** "SELF-CHECK before displaying: Re-read your 'What I learned' section. Does it match what the research ACTUALLY says? If the research was about ClawdBot (a self-hosted AI agent), your summary should be about ClawdBot, not Claude Code. If you catch yourself projecting your own knowledge instead of the research, rewrite it."
-- **V2 has:** Nothing.
-- **Impact:** MEDIUM. The self-check forces the model to validate its own output.
-- **Verdict:** ⚠️ ADD BACK. One line costs nothing and catches hallucination.
-
-**5. Quality Checklist for Prompts ⭐**
-- **V1 has:** Explicit checklist before delivering a prompt:
-  ```
-  ### Quality Checklist:
-  - [ ] FORMAT MATCHES RESEARCH - If research said JSON/structured/etc, prompt IS that format
-  - [ ] Directly addresses what the user said they want to create
-  - [ ] Uses specific patterns/keywords discovered in research
-  - [ ] Ready to paste with zero edits (or minimal [PLACEHOLDERS] clearly marked)
-  - [ ] Appropriate length and style for TARGET_TOOL
-  ```
-- **V2 has:** Only "If research says to use a specific prompt FORMAT, YOU MUST USE THAT FORMAT." — one line instead of 5 checks.
-- **Impact:** HIGH. This is likely what the user noticed as missing — v1 prompts felt more polished because the agent ran a checklist before delivering.
-- **Verdict:** ⚠️ ADD BACK. This is the "that's a great prompt" quality feel.
-
-**6. Prompt Format Anti-Pattern**
-- **V1 has:** "ANTI-PATTERN: Research says 'use JSON prompts with device specs' but you write plain prose. This defeats the entire purpose of the research."
-- **V2 has:** Only the positive instruction (use the format research recommends).
-- **Impact:** MEDIUM. Negative examples ("don't do this") are powerful for LLMs.
-- **Verdict:** ⚠️ ADD BACK. One line.
-
-**7. "IF USER ASKS FOR MORE OPTIONS" Section**
-- **V1 has:** "Only if they ask for alternatives or more prompts, provide 2-3 variations. Don't dump a prompt pack unless requested."
-- **V2 has:** Nothing about handling multi-prompt requests.
-- **Impact:** LOW-MEDIUM. Without it, agent might dump multiple prompts unprompted.
-- **Verdict:** ⚠️ ADD BACK. Two lines.
-
-**8. Web-Only Mode Stats Template + Promo**
-- **V1 has:** Separate stats template for web-only mode with "💡 Want engagement metrics? Add API keys..." promo
-- **V2 has:** Only the full-mode template. If running web-only, agent has no guidance.
-- **Impact:** MEDIUM for users without API keys.
-- **Verdict:** Consider adding back for public release. Lower priority for now.
-
-**9. TARGET_TOOL Question Template**
-- **V1 has:** Explicit AskUserQuestion block with 4 options: [Most relevant tool], Nano Banana Pro, ChatGPT/Claude, Other
-- **V2 has:** "run research first, then ask AFTER showing results" — but no actual question template.
-- **Impact:** LOW-MEDIUM. Agent will still ask, just less structured.
-- **Verdict:** Skip — not critical.
-
-**10. Context Memory: "Don't re-search" Instructions**
-- **V1 has:** Explicit "DO NOT run new WebSearches — you already have the research. Answer from what you learned. Cite the Reddit threads, X posts, and web sources."
-- **V2 has:** Only "Only do new research if the user explicitly asks about a DIFFERENT topic."
-- **Impact:** MEDIUM. Without the explicit ban, agent may re-search on follow-ups, wasting time.
-- **Verdict:** ⚠️ ADD BACK. Three lines.
-
-**11. Output Summary Footer (emoji + engagement counts)**
-- **V1 has:** `📚 Expert in: {TOPIC} for {TARGET_TOOL}` and `📊 Based on: {n} Reddit threads ({sum} upvotes) + {n} X posts ({sum} likes) + {n} web pages`
-- **V2 has:** `Expert in: {TOPIC} for {TARGET_TOOL}` and `Based on: {n} Reddit threads + {n} X posts + {n} web pages` — no emoji, no engagement counts.
-- **Impact:** LOW but noticeable. The emoji + counts make the footer feel more substantial.
-- **Verdict:** ⚠️ ADD BACK. Trivial fix.
-
----
-
-## Priority Fix List (Before Shipping V2 as Public)
-
-Based on the audit, these should be restored in V2 before it replaces V1:
-
-### Must Fix (affects output quality)
-
-| # | Missing Feature | Why | Effort |
-|---|----------------|-----|--------|
-| 1 | **Quality Checklist for prompts** | The "that's a great prompt" feel. V1's 5-point checklist made prompts more polished. | Add 8 lines to SKILL.md |
-| 2 | **Anti-pattern examples** | BAD/GOOD synthesis examples prevent agent from conflating research. | Add 5 lines |
-| 3 | **Self-check instruction** | One-line pre-display validation catches hallucination. | Add 2 lines |
-| 4 | **Context Memory: don't re-search** | Prevents wasting time re-searching on follow-ups. | Add 3 lines |
-
-### Should Fix (polish)
-
-| # | Missing Feature | Why | Effort |
-|---|----------------|-----|--------|
-| 5 | **Prompt format anti-pattern** | Negative example reinforces "match the format". | Add 2 lines |
-| 6 | **"IF USER ASKS FOR MORE OPTIONS"** | Prevents prompt dumping. | Add 2 lines |
-| 7 | **Output footer emoji + engagement counts** | More polished footer. | Edit 3 lines |
-
-### Skip for Now (nice-to-have for public release)
-
-| # | Missing Feature | Why Skip |
-|---|----------------|----------|
-| 8 | Use cases block (intro) | Doesn't affect execution |
-| 9 | Setup Check section | Script auto-detects; add back for public README |
-| 10 | Web-only mode stats + promo | Lower priority, most users have keys |
-| 11 | TARGET_TOOL question template | Agent handles this naturally |
-
----
-
-## Scoring Dimensions (1-5 scale, 7 dimensions)
-
-### 1. Query Parsing Display
-Does the agent show what it understood before starting research?
-
-| Score | Criteria |
-|-------|----------|
-| 1 | No acknowledgment, jumps straight to tools |
-| 2 | Generic "I'll research this" with no specifics |
-| 3 | Mentions the topic but not query type |
-| 4 | Shows topic + query type clearly |
-| 5 | Shows topic + query type + reformulated search terms |
-
-### 2. Source Coverage
-Did it actually use Reddit, X, AND web — or skip sources?
-
-| Score | Criteria |
-|-------|----------|
-| 1 | WebSearch only, script didn't run |
-| 2 | Script ran but returned 0 from one major source |
-| 3 | 2 of 3 sources returned results |
-| 4 | All 3 sources returned results |
-| 5 | All 3 sources + good volume (10+ Reddit, 10+ X, 5+ web) |
-
-### 3. Citation Quality
-Are citations sparse and useful, or verbose and noisy?
-
-| Score | Criteria |
-|-------|----------|
-| 1 | Every sentence has 3+ citations chained |
-| 2 | Most sentences have multiple citations |
-| 3 | 1-2 citations per insight, some over-citing |
-| 4 | 1 citation per pattern, short format |
-| 5 | Sparse citations that prove research is real without cluttering |
-
-### 4. Summary Structure
-Is the "What I learned" section scannable or a wall of text?
-
-| Score | Criteria |
-|-------|----------|
-| 1 | Single paragraph wall of text |
-| 2 | Multiple paragraphs but no structure |
-| 3 | Some bold text but inconsistent |
-| 4 | Bold topic headers with 1-2 sentence explanations |
-| 5 | Clean topic headers + KEY PATTERNS list, easy to scan |
-
-### 5. Stats Box Format
-Does the emoji stats tree render correctly?
-
-| Score | Criteria |
-|-------|----------|
-| 1 | No stats shown |
-| 2 | Stats shown but plain text dashes, no emoji |
-| 3 | Partial emoji format, some lines wrong |
-| 4 | Correct ├─ └─ │ format with emoji, minor issues |
-| 5 | Perfect emoji tree with accurate counts and top voices |
-
-### 6. Research Grounding
-Does the synthesis reflect the ACTUAL research, or generic pre-training knowledge?
-
-| Score | Criteria |
-|-------|----------|
-| 1 | Entirely generic knowledge, no research content |
-| 2 | Mentions some research but mostly generic |
-| 3 | Mix of research and generic, some conflation |
-| 4 | Clearly grounded in research, minor generic leakage |
-| 5 | Every insight traceable to a specific source from the research |
-
-### 7. Prompt Quality (follow-up tests only)
-When user shares vision, is the generated prompt good?
-
-| Score | Criteria |
-|-------|----------|
-| 1 | Generic prompt that ignores research |
-| 2 | Mentions research topics but generic structure |
-| 3 | Uses some research insights, decent prompt |
-| 4 | Tailored to research, correct format for target tool |
-| 5 | Uses research-recommended format, specific techniques, ready to paste, "that's a great prompt" feel |
-
----
-
-## Comparison Scorecard Template
-
-```
-Query: [query text]
-Version: V1 / V2
-Date: YYYY-MM-DD
-
-| Dimension            | Score (1-5) | Notes |
-|---------------------|-------------|-------|
-| Query Parsing       |             |       |
-| Source Coverage      |             |       |
-| Citation Quality     |             |       |
-| Summary Structure    |             |       |
-| Stats Box Format     |             |       |
-| Research Grounding   |             |       |
-| Prompt Quality       |             | (follow-up tests only) |
-| **TOTAL**           | **/35**     |       |
-
-Script output:
-- Reddit: ___ threads / ___ upvotes / ___ comments
-- X: ___ posts / ___ likes / ___ reposts
-- Web: ___ pages
-
-Observations:
-[Free text notes]
-```
-
----
-
-## Execution Plan
-
-### Phase 1: Fix the gaps first
-Apply the 7 "Must Fix" + "Should Fix" items from the audit to V2 SKILL.md. This takes ~20 minutes since it's all small text additions.
-
-### Phase 2: Smoke test (4 queries)
-Run queries #14 (kanye west), #2 (best clawdbot use cases), #8 (photorealistic nano banana pro), #10 (DeepSeek R1) on V2 only. Verify the fixes work.
-
-### Phase 3: Full comparison (all 17 queries)
-Run all 17 queries on both V1 and V2. Fill scorecards.
-
-### Phase 4: Follow-up vision tests (4 queries)
-Run the 4 follow-up vision tests. Compare prompt quality — this is where the quality checklist fix matters most.
-
-### Phase 5: Analysis
-- Sum scores per version across all queries
-- Identify any dimension where v1 consistently beats v2
-- Decision: ship v2, or fix more gaps first
-
-## Acceptance Criteria
-
-- [x] Feature audit complete (this document)
-- [x] Must-fix gaps restored in V2 SKILL.md
-- [ ] All 17 queries run on V2
-- [ ] At least 4 queries run on V1 for comparison
-- [ ] 4 follow-up vision tests completed
-- [ ] Scorecards filled for each
-- [ ] Total score comparison documented
-- [ ] Any V1 > V2 regressions identified with fix plan
-- [ ] Go/no-go decision on shipping v2 as public
-
-## Files
-
-| File | Purpose |
-|------|---------|
-| `docs/plans/2026-02-06-test-v1-vs-v2-comparison-plan.md` | This plan |
-| `SKILL.md` | Apply Must Fix + Should Fix items |
-| `docs/test-results/v1-vs-v2-comparison.md` | Results (to be created) |

docs/plans/2026-02-07-feat-bundle-bird-x-search-plan.md

@@ -1,208 +0,0 @@
----
-title: "feat: Bundle Bird X search client to eliminate npm dependency"
-type: feat
-date: 2026-02-07
----
-
-# feat: Bundle Bird X search client to eliminate npm dependency
-
-## Overview
-
-Replace the `subprocess.run(["bird", "search", ...])` dependency in `bird_x.py` with a vendored Node.js module that calls Twitter's GraphQL search API directly. This eliminates the need for users to `npm install -g @steipete/bird` and protects against the package being removed from npm.
-
-Bird is MIT-licensed. We have the full compiled package archived at `vendor/steipete-bird-0.8.0.tgz` and forked to `github.com/mvanhorn/bird-cli-archive`.
-
-## Problem Statement
-
-@steipete deleted Bird's GitHub repo on 2026-02-07. The npm package still works today, but if he unpublishes it from npm:
-- New users can't `npm install -g @steipete/bird`
-- The `bird` binary disappears from PATH on fresh installs
-- `bird_x.py` returns 0 X results for everyone without an xAI API key
-- /last30days V2's headline feature ("free X search") stops working for new users
-
-## Proposed Solution
-
-**Vendor Bird's search-only subset as a Node.js module inside /last30days, called from Python via `subprocess.run(["node", ...])`.**
-
-This is the minimal-change approach:
-- Keep Python as the orchestrator (bird_x.py stays mostly the same)
-- Replace `subprocess.run(["bird", "search", ...])` with `subprocess.run(["node", "vendor/bird-search.mjs", ...])`
-- Extract only the search-related code from Bird (not posting, bookmarks, lists, etc.)
-- Cookie auth stays the same (environment variables or browser extraction)
-
-### Why not rewrite in pure Python?
-
-Bird's search client uses Twitter's internal GraphQL API with:
-- Rotating QueryIDs (hardcoded + runtime refresh from x.com)
-- Specific request header construction (bearer token, csrf, client UUIDs)
-- Cursor-based pagination with Twitter-specific response parsing
-- The `@steipete/sweet-cookie` dependency for browser cookie extraction
-
-Porting all of this to Python is ~1000 lines of fragile reverse-engineering. Vendoring the working JS code is faster, safer, and easier to maintain since the archive includes source maps for debugging.
-
-## Technical Approach
-
-### What we need from Bird
-
-Only 8 files from `dist/lib/` (out of 30+):
-
-1. `twitter-client-base.js` - HTTP client, auth headers, rate limiting
-2. `twitter-client-search.js` - Search mixin (the core feature)
-3. `twitter-client-utils.js` - Tweet parsing, cursor extraction
-4. `twitter-client-constants.js` - API endpoints, QueryIDs
-5. `twitter-client-types.js` - TypeScript type stubs
-6. `cookies.js` - Cookie resolution (env vars, browser extraction)
-7. `runtime-query-ids.js` - QueryID refresh from x.com
-8. `paginate-cursor.js` - Cursor pagination helper
-
-Plus:
-- `features.json` - GraphQL feature flags
-- `query-ids.json` - Hardcoded QueryID fallbacks
-
-### What we DON'T need
-
-Posting, bookmarks, lists, timelines, engagement, follow, media, news, user lookup, user tweets - all the non-search mixins. This cuts the vendored code roughly in half.
-
-### Architecture
-
-```
-scripts/
-  lib/
-    bird_x.py              # MODIFIED - calls node instead of bird binary
-    vendor/
-      bird-search/
-        bird-search.mjs    # NEW - thin CLI wrapper, ~40 lines
-        lib/                # VENDORED - subset of Bird's dist/lib/
-          twitter-client-base.js
-          twitter-client-search.js
-          twitter-client-utils.js
-          twitter-client-constants.js
-          twitter-client-types.js
-          cookies.js
-          runtime-query-ids.js
-          paginate-cursor.js
-          features.json
-          query-ids.json
-        node_modules/       # VENDORED - sweet-cookie only
-          @steipete/
-            sweet-cookie/
-        package.json        # Minimal, points to bird-search.mjs
-        LICENSE             # Bird's MIT license (required by MIT terms)
-```
-
-### Implementation
-
-#### 1. Create `bird-search.mjs` wrapper (~40 lines)
-
-A minimal Node.js script that:
-- Accepts: `node bird-search.mjs <query> --count <n> --json`
-- Creates a TwitterClient with search mixin only
-- Resolves cookies (env vars first, then browser extraction)
-- Calls `client.search(query, count)`
-- Outputs JSON to stdout
-- Exits with code 0 on success, 1 on error
-
-This replaces the full `bird` CLI binary. Same interface, fraction of the code.
-
-#### 2. Modify `bird_x.py` - change subprocess target
-
-```python
-# BEFORE (current)
-cmd = ["bird", "search", query, "-n", str(count), "--json"]
-
-# AFTER (vendored)
-bird_search = Path(__file__).parent / "vendor" / "bird-search" / "bird-search.mjs"
-cmd = ["node", bird_search, query, "--count", str(count), "--json"]
-```
-
-Same subprocess pattern. Same JSON output format. Minimal diff.
-
-#### 3. Update auth check functions
-
-```python
-# BEFORE
-def is_bird_installed() -> bool:
-    return shutil.which("bird") is not None
-
-# AFTER
-def is_bird_installed() -> bool:
-    bird_search = Path(__file__).parent / "vendor" / "bird-search" / "bird-search.mjs"
-    return bird_search.exists() and shutil.which("node") is not None
-```
-
-`is_bird_authenticated()` changes from `bird whoami` to a quick Node.js cookie check or environment variable check.
-
-`install_bird()` becomes a no-op (already vendored) or removes itself entirely.
-
-#### 4. Vendor sweet-cookie
-
-`@steipete/sweet-cookie` is the only runtime dependency. It handles browser cookie extraction on macOS/Linux. Options:
-
-**Option A (recommended):** Vendor sweet-cookie into `vendor/bird-search/node_modules/`. It's small (one file). This makes the skill fully self-contained with zero npm installs.
-
-**Option B:** Fall back to environment variables only (no browser cookie extraction). Users would need to manually set `AUTH_TOKEN` and `CT0` env vars. Simpler but worse UX.
-
-Recommend Option A - vendor it.
-
-#### 5. Update user-facing docs
-
-- `README.md` - Remove "Install Bird CLI" section, replace with "Requires Node.js 22+"
-- `SKILL.md` - Remove Bird CLI installation instructions
-- Keep the fallback chain: vendored Bird search -> xAI API key -> web-only
-
-## Acceptance Criteria
-
-- [ ] `bird_x.py` calls vendored Node.js module instead of `bird` binary
-- [ ] `search_x()` returns identical JSON format (no downstream changes needed)
-- [ ] `search_handles()` works with vendored module
-- [ ] Cookie auth works via environment variables (`AUTH_TOKEN`, `CT0`)
-- [ ] Cookie auth works via browser extraction (sweet-cookie)
-- [ ] `is_bird_installed()` checks for vendored module + Node.js
-- [ ] `install_bird()` removed or returns success immediately
-- [ ] No `npm install -g @steipete/bird` required anywhere
-- [ ] Bird's MIT LICENSE included in vendor directory
-- [ ] README updated to remove Bird CLI install steps
-- [ ] SKILL.md updated to remove Bird CLI references
-- [ ] Works on macOS (primary) and Linux
-- [ ] Fallback to xAI API key still works if vendored search fails
-
-## Files Changed
-
-| File | Action | Description |
-|------|--------|-------------|
-| `scripts/lib/bird_x.py` | MODIFY | Replace `["bird", ...]` subprocess calls with `["node", "vendor/bird-search/bird-search.mjs", ...]` |
-| `scripts/lib/vendor/bird-search/bird-search.mjs` | CREATE | Thin Node.js wrapper that imports Bird's search client and outputs JSON |
-| `scripts/lib/vendor/bird-search/lib/*.js` | VENDOR | 8 files from Bird's dist/lib/ (search subset only) |
-| `scripts/lib/vendor/bird-search/lib/features.json` | VENDOR | GraphQL feature flags |
-| `scripts/lib/vendor/bird-search/lib/query-ids.json` | VENDOR | Hardcoded QueryID fallbacks |
-| `scripts/lib/vendor/bird-search/node_modules/` | VENDOR | sweet-cookie package |
-| `scripts/lib/vendor/bird-search/package.json` | CREATE | Minimal package.json for module resolution |
-| `scripts/lib/vendor/bird-search/LICENSE` | COPY | Bird's MIT license |
-| `README.md` | MODIFY | Remove Bird CLI install section, add Node.js 22+ requirement |
-| `SKILL.md` | MODIFY | Remove Bird CLI references |
-
-## Dependencies & Risks
-
-**Node.js 22+ required** - Users who had Bird CLI already have Node.js. This is not a new dependency, just a version requirement. Claude Code environments typically have Node.js.
-
-**Twitter API changes** - The GraphQL QueryIDs may rotate. Bird includes a runtime refresh mechanism (`runtime-query-ids.js`) that fetches new IDs from x.com. This is vendored and will continue working.
-
-**sweet-cookie platform support** - Browser cookie extraction only works on macOS (Safari, Chrome, Firefox) and Linux (Chrome, Firefox). Windows users need manual env vars. This matches Bird CLI's existing behavior.
-
-**Legal** - Bird is MIT licensed. MIT requires including the license notice in copies. We include `LICENSE` in the vendor directory. Using Twitter's internal API is the same legal gray area Bird always operated in - user accepted this when they used Bird.
-
-## What This Does NOT Change
-
-- Python remains the orchestrator - bird_x.py still does query construction, retry logic, response parsing
-- The fallback chain stays: vendored search -> xAI API -> web-only
-- Cookie auth mechanism is identical (env vars or browser extraction)
-- JSON output format is identical - no changes needed in score.py or format.py
-- xai_x.py is completely untouched
-
-## References
-
-- Bird CLI archive: `github.com/mvanhorn/bird-cli-archive`
-- Local vendor tarball: `vendor/steipete-bird-0.8.0.tgz`
-- Bird search implementation: `bird-cli-archive/dist/lib/twitter-client-search.js`
-- Current bird_x.py: `scripts/lib/bird_x.py`
-- Fallback chain: `scripts/lib/env.py:get_x_source()`

docs/plans/2026-02-07-feat-smart-supplemental-search-plan.md

@@ -1,263 +0,0 @@
----
-title: "feat: Smart Supplemental Search — Entity-Aware Secondary Passes for Reddit & X"
-type: feat
-date: 2026-02-07
----
-
-# feat: Smart Supplemental Search — Entity-Aware Secondary Passes for Reddit & X
-
-## Overview
-
-Add an intelligent "discover → drill down" second pass to both Reddit and X searches. After the initial broad search, extract entities (handles, subreddits, hashtags) from results and run targeted secondary searches to surface content the broad pass missed. This supplements — does not replace — the existing search pipeline.
-
-## Problem Statement / Motivation
-
-The current search pipeline does a single broad pass per source (with Reddit having 2 fallbacks for low-result scenarios). This works well for general topics, but misses content that lives in:
-
-- **Niche subreddits** that don't rank for generic queries (e.g., searching "Nano Banana Pro" finds r/generativeAI but misses r/nanobanana, r/localLLaMA)
-- **Key accounts on X** that are the authorities on a topic but whose individual posts don't rank for broad keyword search (e.g., @steipete for Open Claw, @karpathy for AI training)
-- **Conversation threads** where the most valuable discussion happens in replies, not the original tweet
-
-The product works great today. This is about squeezing 20-30% more high-quality results from sources we already have access to.
-
-## Proposed Solution
-
-### Architecture: Two-Phase Search
-
-```
-CURRENT (Phase 1 — unchanged):
-  Broad topic search → Reddit results + X results
-                                    ↓
-NEW (Phase 2 — supplemental):
-  Extract entities from Phase 1 results
-       ↓                    ↓
-  [SUBREDDITS]        [@HANDLES + #HASHTAGS]
-       ↓                    ↓
-  Targeted Reddit     Targeted X searches
-  searches per sub    per handle/hashtag
-       ↓                    ↓
-  Merge + dedupe with Phase 1 results
-```
-
-Phase 2 only runs if Phase 1 returned results (entities need to come from somewhere). Phase 2 results are merged and deduped against Phase 1 — the existing `dedupe.py` handles this.
-
-### Feature 1: Entity Extraction Module (NEW FILE)
-
-**File: `scripts/lib/entity_extract.py`**
-
-A lightweight module that parses Phase 1 results and extracts:
-
-**From X results:**
-- `@handles` — from `author_handle` field + any @mentions in post text
-- `#hashtags` — from post text
-- Rank by frequency: handles that appear 2+ times are "key voices"
-
-**From Reddit results:**
-- `subreddit` names — from the `subreddit` field on each result
-- Cross-referenced subreddits — from enriched comment text mentioning "r/othersub"
-- Rank by frequency: subreddits with 2+ threads are "core communities"
-
-**Output:**
-```python
-{
-    "x_handles": ["steipete", "openclaw", "karpathy"],  # ranked by frequency
-    "x_hashtags": ["#openclaw", "#aitools"],
-    "reddit_subreddits": ["generativeAI", "localLLaMA", "nanobanana"],
-    "reddit_cross_refs": ["singularity", "MachineLearning"],  # mentioned in comments
-}
-```
-
-**Rules:**
-- No hardcoded entities — everything discovered dynamically from Phase 1
-- Cap at top 5 handles, top 3 hashtags, top 5 subreddits
-- Skip generic handles (@elonmusk, @OpenAI) that appear everywhere — maintain a small exclusion list of "too common" handles (< 20 entries)
-- Skip the original topic's "obvious" subreddit if it was already searched
-
-### Feature 2: Supplemental X Search (Bird)
-
-**File: modify `scripts/lib/bird_x.py`**
-
-Add a `search_handles()` function:
-
-```python
-def search_handles(handles: list[str], topic: str, from_date: str, count_per: int = 5) -> list:
-    """Search top handles for topic-related content."""
-    results = []
-    for handle in handles[:5]:
-        # Uses Bird's support for X search operators
-        query = f"from:{handle} {topic} since:{from_date}"
-        cmd = ["bird", "search", query, "-n", str(count_per), "--json"]
-        # ... parse results, add to list
-    return results
-```
-
-**Why Bird, not xAI:** Bird is free (uses your X login). Running 5 secondary searches via xAI would cost ~$0.025 per run, which adds up. Bird costs nothing.
-
-**xAI alternative for users without Bird:** If Bird is not available but xAI is, use `allowed_x_handles` parameter:
-
-```python
-# xAI supports filtering to specific handles (max 10)
-tools = [{
-    "type": "x_search",
-    "x_handles": {"allowed_x_handles": top_handles[:10]}
-}]
-```
-
-### Feature 3: Supplemental Reddit Search
-
-**File: modify `scripts/lib/openai_reddit.py`**
-
-Add a `search_subreddits()` function:
-
-```python
-def search_subreddits(subreddits: list[str], topic: str, ...) -> list:
-    """Search discovered subreddits for topic-related content."""
-    # Build multi-subreddit query for the OpenAI web_search prompt
-    sub_query = " OR ".join(f"r/{sub}" for sub in subreddits[:5])
-    prompt = f"Search Reddit for threads about {topic} in these communities: {sub_query}"
-    # ... single OpenAI API call, same pattern as existing search
-```
-
-**Alternative approach — Reddit JSON API (free, no API key):**
-
-```python
-def search_subreddit_json(subreddit: str, topic: str) -> list:
-    """Search a specific subreddit via Reddit's free JSON endpoint."""
-    url = f"https://www.reddit.com/r/{subreddit}/search/.json"
-    params = {"q": topic, "restrict_sr": "on", "sort": "new", "limit": 10}
-    # ... parse JSON response
-```
-
-This is free, requires no API key, and gives us structured data. The `.json` endpoint trick is well-documented and widely used.
-
-### Feature 4: Orchestration Changes
-
-**File: modify `scripts/last30days.py`**
-
-After Phase 1 completes and enrichment is done, run Phase 2:
-
-```python
-# Phase 1 (existing — unchanged)
-reddit_items, x_items = run_parallel_search(...)
-
-# Phase 2 (new — supplemental)
-if reddit_items or x_items:
-    entities = entity_extract.extract(reddit_items, x_items)
-
-    supplemental_reddit = []
-    supplemental_x = []
-
-    # Run supplemental searches in parallel
-    with ThreadPoolExecutor(max_workers=2) as executor:
-        if entities["reddit_subreddits"]:
-            reddit_future = executor.submit(
-                openai_reddit.search_subreddits,
-                entities["reddit_subreddits"], topic, ...
-            )
-        if entities["x_handles"] and bird_available:
-            x_future = executor.submit(
-                bird_x.search_handles,
-                entities["x_handles"], topic, from_date, ...
-            )
-
-    # Merge with Phase 1
-    all_reddit = reddit_items + supplemental_reddit
-    all_x = x_items + supplemental_x
-
-    # Dedupe handles the rest
-```
-
-**Depth-dependent behavior:**
-| Depth | Phase 2 behavior |
-|---|---|
-| `--quick` | Skip Phase 2 entirely (speed matters) |
-| default | Run Phase 2 with caps: 3 handles, 3 subreddits, 3 results each |
-| `--deep` | Run Phase 2 with caps: 5 handles, 5 subreddits, 5 results each |
-
-### Feature 5: Thread Expansion for High-Engagement Posts (stretch goal)
-
-**File: modify `scripts/lib/bird_x.py`**
-
-For X posts with very high engagement (top 1-2 by likes), expand the conversation thread:
-
-```python
-def expand_thread(tweet_id: str) -> list:
-    """Fetch full thread for a high-engagement tweet."""
-    cmd = ["bird", "thread", tweet_id, "--json"]
-    # ... parse thread, extract key replies
-```
-
-This surfaces the discussion around viral posts — often more valuable than the original tweet. Only trigger for posts with 100+ likes to avoid noise.
-
-## Technical Considerations
-
-### Performance
-- Phase 2 adds 2-5 seconds for Bird (5 subprocess calls) and 3-8 seconds for Reddit subreddit search (1 API call)
-- On `--quick` mode, Phase 2 is skipped entirely — zero performance impact
-- Phase 2 runs AFTER Phase 1, not in parallel with it (needs Phase 1 results for entity extraction)
-
-### Cost
-- Reddit subreddit search: 1 additional OpenAI API call (~$0.005) OR free via `.json` endpoint
-- X handle search via Bird: Free (uses your X login)
-- X handle search via xAI (fallback): 1 additional API call (~$0.005)
-- Thread expansion: Free via Bird
-
-### No New Dependencies
-- Entity extraction is string parsing — no NLP libraries needed
-- Reddit `.json` endpoint uses existing `http.py` transport
-- Bird CLI calls use existing subprocess pattern from `bird_x.py`
-
-### Backward Compatibility
-- Phase 2 is purely additive — all existing behavior unchanged
-- If Phase 2 finds nothing, output is identical to current
-- Deduplication handles any overlap between Phase 1 and Phase 2
-
-## Acceptance Criteria
-
-- [x] Entity extraction module correctly parses handles, hashtags, and subreddits from search results
-- [x] Supplemental X searches via Bird find additional content from key handles
-- [x] Supplemental Reddit searches find content in discovered subreddits
-- [x] Phase 2 results are properly merged and deduped with Phase 1
-- [x] `--quick` mode skips Phase 2 entirely
-- [x] `--deep` mode searches more handles/subreddits with higher per-query limits
-- [x] No performance regression on `--quick` mode
-- [ ] Default mode adds < 10 seconds of latency
-- [x] Works with Bird-only, xAI-only, and both-available configurations
-- [x] Output format unchanged (Phase 2 results look identical to Phase 1 results)
-
-## Implementation Order
-
-1. `scripts/lib/entity_extract.py` — Entity extraction from results (new file)
-2. `scripts/lib/bird_x.py` — Add `search_handles()` function
-3. `scripts/lib/openai_reddit.py` — Add `search_subreddits()` function
-4. `scripts/last30days.py` — Orchestration: Phase 2 after Phase 1
-5. Test with real queries: "Open Claw", "Nano Banana Pro", "kanye west"
-6. (Stretch) Thread expansion for high-engagement posts
-
-## Research Sources
-
-### Reddit Search Techniques
-- [reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) — MCP server with semantic subreddit discovery via 20K+ pre-indexed communities
-- [anvaka/sayit](https://github.com/anvaka/sayit) — Subreddit similarity graph via collaborative filtering (Jaccard similarity on user overlap)
-- [YARS](https://github.com/datavorous/yars) — No-API-key Reddit scraper using `.json` endpoint trick
-- Reddit's free JSON search endpoint: `reddit.com/r/{sub}/search/.json?q=QUERY&restrict_sr=on` — no auth needed
-- Reddit search operators: `subreddit:`, `title:`, `selftext:`, `author:`, `flair:` (Lucene-style)
-
-### X/Twitter Search Techniques
-- [igorbrigadir/twitter-advanced-search](https://github.com/igorbrigadir/twitter-advanced-search) — Canonical reference of all X search operators
-- Bird CLI supports all X operators: `from:`, `to:`, `conversation_id:`, `min_retweets:`, `#hashtag`, `list:`
-- xAI x_search `allowed_x_handles` parameter — filter to max 10 specific handles
-- xAI x_search semantic search — finds conceptually related content without exact keyword matches
-- [Bellingcat OSINT Toolkit](https://bellingcat.gitbook.io/toolkit) — Multi-pass handle discovery methodology
-
-### Key Insight
-The biggest gap in the current implementation is that **neither X nor Reddit search does entity extraction from initial results to inform follow-up queries.** Every tool/project researched that achieves better-than-basic results does some form of "discover entities → search entities" two-pass strategy.
-
-## What We're NOT Doing
-
-- **Not adding new API dependencies** — everything uses existing OpenAI, xAI, or Bird infrastructure
-- **Not adding NLP/ML libraries** — entity extraction is simple string parsing
-- **Not changing the output format** — Phase 2 results merge seamlessly
-- **Not hardcoding any entities** — all discovery is dynamic from search results
-- **Not slowing down `--quick` mode** — Phase 2 is skipped entirely
-- **Not replacing the current search** — Phase 2 supplements Phase 1

docs/plans/2026-02-07-fix-x-search-query-construction-plan.md

@@ -1,147 +0,0 @@
----
-title: "fix: X search query too restrictive, returns 0 results on popular topics"
-type: fix
-date: 2026-02-07
----
-
-# fix: X search query too restrictive, returns 0 results on popular topics
-
-## Problem
-
-`/last30days vibe motion best prompt techniques` returned **0 X posts** despite Vibe Motion being actively discussed on X (screenshots show posts from @Godid242, @KamilStanuch, @ColdStartTheory, @higgsfield_ai).
-
-Root cause: `_extract_core_subject()` in `bird_x.py` produces overly specific queries. Bird/X search uses **literal keyword AND matching** — ALL words must appear in a tweet. The function kept 4 keywords (`vibe motion prompt techniques`) when only 2 (`vibe motion`) were needed.
-
-## Three Bugs Found
-
-### Bug 1: Multi-word noise phrases never match
-
-```python
-# Current code (bird_x.py:24-38)
-noise = ['best', ..., 'what are', 'what is', 'how to', 'tips for', ...]
-words = topic.lower().split()  # splits into individual words
-result = [w for w in words if w not in noise]  # compares "what" against "what are" → no match!
-```
-
-`"what are people saying about DeepSeek R1"` → keeps `"what are people saying"` → **LOSES THE ENTIRE TOPIC**.
-
-The multi-word entries (`"what are"`, `"how to"`, `"tips for"`, `"use cases"`) are dead code. They never match because `.split()` creates individual words but the noise list has multi-word strings.
-
-### Bug 2: Missing meta/research words
-
-The noise list has `"prompting"` but not `"prompt"`, `"prompts"`, `"techniques"`, `"tips"`, `"tricks"`, `"methods"`, etc.
-
-- `"vibe motion best prompt techniques"` → `"vibe motion prompt techniques"` (4 words, should be 2)
-- `"nano banana pro prompts for gemini"` → `"nano banana pro prompts"` (4 words, should be 3)
-
-### Bug 3: No retry on 0 results
-
-Reddit has multi-stage retry: full query → simplified core → subreddit fallback. X search runs once and accepts whatever comes back, even 0 results.
-
-## Proposed Fix
-
-All changes in `scripts/lib/bird_x.py`.
-
-### Step 1: Fix `_extract_core_subject()` — strip phrases first, then words
-
-```python
-def _extract_core_subject(topic: str) -> str:
-    """Extract core subject from verbose query for X search."""
-    text = topic.lower()
-
-    # Phase 1: Strip multi-word prefixes/suffixes (order matters - longest first)
-    prefixes = ['what are the best', 'what is the best', 'what are', 'what is',
-                'how to', 'how do i', 'tips for', 'best practices for']
-    for p in prefixes:
-        if text.startswith(p):
-            text = text[len(p):].strip()
-            break
-
-    suffixes = ['best practices', 'use cases', 'prompt techniques',
-                'prompting techniques']
-    for s in suffixes:
-        if text.endswith(s):
-            text = text[:-len(s)].strip()
-            break
-
-    # Phase 2: Split and filter individual noise words
-    noise = {'best', 'top', 'practices', 'features', 'killer', 'guide',
-             'tutorial', 'recommendations', 'advice', 'prompting', 'prompt',
-             'prompts', 'techniques', 'tips', 'tricks', 'methods',
-             'strategies', 'review', 'reviews', 'uses', 'usecases',
-             'examples', 'using', 'for', 'with', 'the', 'of', 'in', 'on',
-             'about', 'latest', 'new', 'news', 'update', 'updates',
-             'good', 'great', 'awesome', 'and', 'or', 'a', 'an', 'is',
-             'are', 'was', 'were', 'people', 'saying', 'think', 'said'}
-    words = text.split()
-    result = [w for w in words if w not in noise]
-
-    return ' '.join(result[:3]) or topic  # Max 3 words (was 4)
-```
-
-**Expected results after fix:**
-
-| Input | Before | After |
-|-------|--------|-------|
-| `vibe motion best prompt techniques` | `vibe motion prompt techniques` | `vibe motion` |
-| `what are people saying about DeepSeek R1` | `what are people saying` | `deepseek r1` |
-| `nano banana pro prompts for gemini` | `nano banana pro prompts` | `nano banana pro` |
-| `open claw best uses` | `open claw uses` | `open claw` |
-| `best claude code skills` | `claude code skills` | `claude code skills` |
-| `kanye west` | `kanye west` | `kanye west` |
-
-### Step 2: Add retry with simplified query on 0 results
-
-In `search_x()`, after the initial search, if 0 items returned, retry with just the first 2 words of the core subject:
-
-```python
-def search_x(topic, from_date, to_date, depth="default"):
-    count = DEPTH_CONFIG.get(depth, DEPTH_CONFIG["default"])
-    core_topic = _extract_core_subject(topic)
-    query = f"{core_topic} since:{from_date}"
-
-    # ... existing Bird search code ...
-
-    items = parse_bird_response(response)
-
-    # Retry with fewer keywords if 0 results
-    if not items and len(core_topic.split()) > 2:
-        shorter = ' '.join(core_topic.split()[:2])
-        _log(f"0 results for '{core_topic}', retrying with '{shorter}'")
-        query = f"{shorter} since:{from_date}"
-        # ... retry Bird search ...
-        items = parse_bird_response(retry_response)
-
-    return response  # or merged response
-```
-
-### Step 3 (optional): Cross-pollinate Reddit entities into X Phase 2
-
-When X Phase 1 returns 0 results but Reddit found threads, extract brand/product names from Reddit thread titles and use them as X search fallback queries. This is lower priority — Steps 1-2 should fix most cases.
-
-## Acceptance Criteria
-
-- [x] `vibe motion best prompt techniques` returns >0 X posts (12 posts found)
-- [x] `what are people saying about DeepSeek R1` produces query containing "deepseek r1" not "what are people saying"
-- [x] No regressions on working queries (`kanye west`, `claude code skills`, `open claw`)
-- [x] Retry fires when initial query returns 0, logged to stderr
-- [x] `openai_reddit.py`'s `_extract_core_subject()` NOT changed (Reddit uses semantic search, not literal matching — the current function works fine there)
-
-## Files to Change
-
-- `scripts/lib/bird_x.py` — `_extract_core_subject()` rewrite + retry logic in `search_x()`
-- `scripts/lib/bird_x.py` — `search_handles()` benefits automatically (calls `_extract_core_subject()`)
-
-## Testing
-
-```bash
-# Mock mode (quick syntax check)
-python3 scripts/last30days.py "vibe motion best prompt techniques" --mock --emit=compact 2>&1
-
-# Live queries to verify X results
-python3 scripts/last30days.py "vibe motion best prompt techniques" --quick --emit=compact 2>&1 | grep -E "X:|posts"
-python3 scripts/last30days.py "what are people saying about DeepSeek R1" --quick --emit=compact 2>&1 | grep -E "X:|posts"
-
-# Regression check
-python3 scripts/last30days.py "kanye west" --quick --emit=compact 2>&1 | grep -E "X:|posts"
-```

docs/plans/2026-02-14-feat-codex-skill-compatibility-plan.md

@@ -1,243 +0,0 @@
----
-title: "feat: Add Codex CLI compatibility"
-type: feat
-date: 2026-02-14
----
-
-# feat: Add Codex CLI Compatibility
-
-## Overview
-
-Make /last30days work as a Codex CLI skill alongside Claude Code. Both platforms use `SKILL.md` with YAML frontmatter — the gap is small but the details matter. Inspired by PR #24 (el-analista) and PR #5 (jblwilliams) on the public repo, applied to the v2.1 codebase.
-
-## Research Findings
-
-### How Codex Skills Work (from [official docs](https://developers.openai.com/codex/skills))
-
-**Format:** Identical to Claude Code — `SKILL.md` with YAML frontmatter + Markdown body.
-
-**Required frontmatter:** Only `name` and `description`. The official skill-creator guidance says "Do not include any other fields in YAML frontmatter." This is stricter than Claude Code which allows `version`, `allowed-tools`, `argument-hint`, etc.
-
-**Discovery:** Codex uses "progressive disclosure" — it reads ONLY the `description` field to decide whether to invoke a skill. The body loads only after triggering. This means the description must be comprehensive about when to use/not use the skill.
-
-**Invocation:** Users invoke with `$skill-name` or `/skills` menu. Codex can also implicitly match based on the description (configurable via `agents/openai.yaml`).
-
-**Installation paths** (scanned in order):
-| Scope | Path |
-|-------|------|
-| Folder | `$CWD/.agents/skills/` |
-| Repo | `$REPO_ROOT/.agents/skills/` |
-| User | `$HOME/.agents/skills/` |
-| Admin | `/etc/codex/skills/` |
-| System | Bundled |
-
-Note: Some docs also mention `~/.codex/skills/` as an alias for `$HOME/.agents/skills/`. Both should be checked.
-
-**`agents/openai.yaml`** (optional sidecar):
-```yaml
-interface:
-  display_name: "User-facing name"
-  short_description: "Brief description"
-  default_prompt: "Surrounding prompt template"
-  brand_color: "#hex"
-policy:
-  allow_implicit_invocation: true
-dependencies:
-  tools:
-    - type: "mcp"
-      value: "toolName"
-```
-
-**Size guidance:** Keep SKILL.md under 500 lines. Use `references/` directory for detailed docs that load on demand.
-
-**Scripts:** Put executable code in `scripts/`. These can run without being loaded into context — good for our Python research engine.
-
-### What Real Codex Skills Look Like (from [openai/skills catalog](https://github.com/openai/skills))
-
-**openai-docs skill** — Uses MCP tools (`mcp__openaiDeveloperDocs__search_openai_docs`). Has a workflow section, fallback instructions if MCP isn't set up, and quality rules. Clean and focused.
-
-**pdf skill** — Runs scripts (`pdftoppm`, `reportlab`), has file conventions (`tmp/pdfs/`, `output/pdf/`), specifies dependencies. Good example of a skill that shells out to tools like we do.
-
-**skill-creator** — The meta-skill. Emphasizes "the context window is a public good" and treating the LLM as "already very smart — only add information it genuinely lacks." Has 6 creation steps, validation scripts, and naming conventions.
-
-### Key Insight: Frontmatter Compatibility Problem
-
-Claude Code SKILL.md uses:
-```yaml
-name: last30days
-version: "2.1"
-description: Research a topic...
-argument-hint: 'nano banana pro prompts...'
-allowed-tools: Bash, Read, Write, AskUserQuestion, WebSearch
-```
-
-Codex wants only `name` and `description`. The question: does Codex error on unknown frontmatter fields, or ignore them?
-
-**Safe answer:** Codex uses standard YAML parsing and likely ignores unknown keys. But the official guidance says "Do not include any other fields" — meaning it's untested territory and could break in future Codex updates.
-
-**Our approach:** Keep one SKILL.md with Claude-specific fields. If Codex chokes, we add a thin wrapper. This is pragmatic — maintaining two SKILL.md files defeats the purpose of cross-platform compatibility.
-
-### PR #24 Analysis (el-analista)
-
-Good ideas to incorporate:
-- Portable script path resolution (repo → Claude → Codex → agents)
-- `agents/openai.yaml` for Codex discovery
-- Platform-neutral output text ("assistant" instead of "Claude")
-- Sandbox-friendly cache/output dir fallbacks with env var overrides
-- Last-chance retry for Bird search (better query noise stripping)
-
-Not applicable to v2.1:
-- Based on v2.0 codebase — doesn't have YouTube, vendored Bird, or pipeline changes
-- We'll cherry-pick the ideas, not the code
-
-### PR #5 Analysis (jblwilliams)
-
-Not needed:
-- Codex JWT auth — our OpenAI API calls work natively in Codex already
-- SSE response handling — we don't stream responses
-- The 403 enrichment issues they hit are specific to Codex-hosted auth, not our use case
-
-## Proposed Solution
-
-Five changes, all additive — zero impact on existing Claude Code behavior:
-
-### 1. Add `agents/openai.yaml` for Codex discovery
-
-```yaml
-interface:
-  display_name: "Last 30 Days"
-  short_description: "Research any topic across Reddit, X, YouTube, and the web from the last 30 days. Returns synthesized expert answers and copy-paste prompts."
-  default_prompt: "Research this topic from the last 30 days across Reddit, X, YouTube, and web. Synthesize what people are actually saying, upvoting, and sharing right now."
-  brand_color: "#FF6B35"
-
-policy:
-  allow_implicit_invocation: true
-```
-
-### 2. Make SKILL.md script path portable
-
-Replace the hardcoded Claude path with a lookup that checks multiple install locations:
-
-```bash
-# Find the skill root
-for dir in \
-  "." \
-  "${CLAUDE_PLUGIN_ROOT:-}" \
-  "$HOME/.claude/skills/last30days" \
-  "$HOME/.agents/skills/last30days" \
-  "$HOME/.codex/skills/last30days"; do
-  [ -n "$dir" ] && [ -f "$dir/scripts/last30days.py" ] && SKILL_ROOT="$dir" && break
-done
-
-if [ -z "${SKILL_ROOT:-}" ]; then
-  echo "ERROR: Could not find scripts/last30days.py" >&2
-  exit 1
-fi
-
-python3 "${SKILL_ROOT}/scripts/last30days.py" "$ARGUMENTS" --emit=compact 2>&1
-```
-
-### 3. Platform-neutral Python output text
-
-Replace "Claude" with "assistant" in LLM-facing output strings only. Human-facing docs (README, etc.) stay as-is.
-
-Files:
-- `scripts/last30days.py` — web search marker text (~3 lines)
-- `scripts/lib/render.py` — docstrings + web-only banner (~4 lines)
-- `scripts/lib/http.py` — User-Agent string (~1 line)
-
-### 4. Sandbox-friendly cache/output dirs
-
-Codex runs sandboxed. Add env var overrides + tempdir fallback (from PR #24):
-
-**`scripts/lib/cache.py`:**
-- Check `LAST30DAYS_CACHE_DIR` env var
-- Catch `PermissionError`, fall back to `tempfile.gettempdir()/last30days/cache`
-
-**`scripts/lib/render.py`:**
-- Check `LAST30DAYS_OUTPUT_DIR` env var
-- Catch `PermissionError`, fall back to `tempfile.gettempdir()/last30days/out`
-
-### 5. README + installation docs
-
-Add a "Codex Compatibility" section to README:
-
-```markdown
-## Codex Compatibility
-
-This skill works in both Claude Code and OpenAI Codex CLI.
-
-**Claude Code:** `git clone` into `~/.claude/skills/last30days`
-**Codex CLI:** `git clone` into `~/.agents/skills/last30days`
-
-Both use the same SKILL.md, same Python engine, same scripts.
-The `agents/openai.yaml` provides Codex-specific discovery metadata.
-```
-
-## What We're NOT Doing
-
-- **Separate SKILL.md for Codex** — One file, both platforms. Claude-specific frontmatter fields (`allowed-tools`, `version`, `argument-hint`) are likely ignored by Codex's YAML parser. If this breaks, we'll address it then.
-- **Codex JWT auth (PR #5)** — Our OpenAI Responses API calls work natively in Codex. No special handling needed.
-- **SSE streaming (PR #5)** — Not our use case.
-- **Codex-specific tool names in SKILL.md** — Both LLMs understand "do a web search" and "run this bash command." The instructions work cross-platform as-is.
-- **Publishing to openai/skills catalog** — Out of scope for now. Users install via git clone.
-
-## Acceptance Criteria
-
-- [x] `agents/openai.yaml` exists with proper `interface` and `policy` sections
-- [x] SKILL.md uses portable path resolution (repo checkout, `~/.claude/skills/`, `~/.agents/skills/`, `~/.codex/skills/`)
-- [x] Python scripts use "assistant" instead of "Claude" in LLM-facing output (~8 string replacements)
-- [x] Cache dir falls back gracefully in sandboxed environments (`LAST30DAYS_CACHE_DIR` env var + `PermissionError` catch)
-- [x] Output dir falls back gracefully in sandboxed environments (`LAST30DAYS_OUTPUT_DIR` env var + `PermissionError` catch)
-- [x] Existing Claude Code behavior is unchanged (zero regressions)
-- [x] README documents Codex installation path (`~/.agents/skills/last30days`)
-- [x] `python3 scripts/last30days.py "test topic" --mock --emit=compact` still works
-
-## Files to Create/Modify
-
-### New Files
-- `agents/openai.yaml` — Codex discovery metadata (~10 lines)
-
-### Modified Files
-- `SKILL.md` — Portable script path resolution (~15 lines changed)
-- `README.md` — Add "Codex Compatibility" section (~15 lines)
-- `scripts/last30days.py` — "Claude" → "assistant" in output strings (~3 lines)
-- `scripts/lib/render.py` — "Claude" → "assistant" + output dir fallback (~15 lines)
-- `scripts/lib/cache.py` — Cache dir env override + fallback (~12 lines)
-- `scripts/lib/http.py` — User-Agent string (~1 line)
-
-### Total scope: ~70 lines changed across 7 files. Small, additive, low risk.
-
-## Dependencies & Risks
-
-| Risk | Likelihood | Mitigation |
-|------|-----------|------------|
-| Codex rejects unknown YAML frontmatter (`allowed-tools`, etc.) | Low-Medium | Standard YAML parsers ignore unknown keys. If it breaks, strip Claude-specific fields and use `agents/openai.yaml` for metadata. |
-| Codex sandbox blocks Node.js (vendored Bird) | Medium | Bird failure already falls back to xAI API. If no xAI key, X search skipped gracefully. |
-| yt-dlp not in Codex sandbox PATH | Medium | YouTube already degrades gracefully — "yt-dlp not installed, skipping YouTube." |
-| Codex sandbox blocks `~/.cache/` writes | Medium | Env var override + tempdir fallback handles this. (Proven approach from PR #24) |
-| Codex changes skill discovery paths | Low | We check 5 paths. Easy to add more. |
-| Codex description matching triggers on wrong queries | Low | Write description with clear "use when" / "do not use when" boundaries per official guidance. |
-
-## References
-
-### Community PRs
-- [PR #24](https://github.com/mvanhorn/last30days-skill/pull/24) (el-analista) — Codex compatibility, portable paths, platform-neutral text
-- [PR #5](https://github.com/mvanhorn/last30days-skill/pull/5) (jblwilliams) — Codex auth support
-
-### Official Codex Docs
-- [Agent Skills](https://developers.openai.com/codex/skills) — SKILL.md format, discovery, installation paths
-- [AGENTS.md Guide](https://developers.openai.com/codex/guides/agents-md/) — Custom instructions, hierarchical loading
-- [Codex CLI Features](https://developers.openai.com/codex/cli/features/) — Overview of CLI capabilities
-- [Configuration Reference](https://developers.openai.com/codex/config-reference/) — config.toml, skill enable/disable
-
-### Examples
-- [openai/skills catalog](https://github.com/openai/skills) — Official curated skills
-- [skill-creator](https://github.com/openai/skills/blob/main/skills/.system/skill-creator/SKILL.md) — Meta-skill for creating skills, best practices
-- [pdf skill](https://github.com/openai/skills/blob/main/skills/.curated/pdf/SKILL.md) — Example of skill that runs external scripts
-- [openai-docs skill](https://github.com/openai/skills/blob/main/skills/.curated/openai-docs/SKILL.md) — Example of MCP-backed skill
-
-### Community Analysis
-- [Skills in OpenAI Codex](https://blog.fsck.com/2025/12/19/codex-skills/) — Jesse Vincent's deep dive on skill internals
-- [Simon Willison on skills adoption](https://simonw.substack.com/p/openai-are-quietly-adopting-skills) — Cross-platform skill format analysis
-- [SkillsMP marketplace](https://skillsmp.com/) — Community marketplace supporting both Claude Code and Codex skills