sawz/last30days-skill
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

feat(quality): GOAT synthesis improvements - hybrid cross-source linking, YouTube synonyms, human-readable xref tags

Browse Source 
Ran 15-way blinded comparison (5 topics x 3 versions). CROSS won all 5 topics
(4.74/5.0 avg vs HN 4.10, Base 3.73). Then improved CROSS further:

- dedupe.py: hybrid similarity (token+trigram Jaccard) at 0.40 threshold,
  cross-source links went from 3 to 13 items across 5 topics
- render.py: [xref: HN5, HN4] -> [also on: HN, Reddit] for human-readable tags
- youtube_yt.py: SYNONYMS dict so "hip hop" matches "rap" (0.33 -> 0.71 score)
- SKILL.md: instruction #7 tells Claude to lead with cross-platform signals

Validation: improved CROSS scores 4.38/5.0 vs original 3.98 (+0.40), wins 4/5
topics. Biggest gains in specificity (+0.8) and format compliance (+1.0).

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
This commit is contained in:
Matt Van Horn
2026-02-25 16:06:53 -08:00
parent 0591f55f0e
commit bed0557b65
72 changed files with 17077 additions and 13 deletions
Download Patch File Download Diff File Expand all files Collapse all files
docs/comparison-results/synthesis/base-4-rap.md
+25
View File
@@ -0,0 +1,25 @@
# 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.