feat(quality): GOAT synthesis improvements - hybrid cross-source linking, YouTube synonyms, human-readable xref tags
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
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## Research Results: M4 MacBook Pro review
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**Date Range:** 2026-01-26 to 2026-02-25
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**Mode:** both
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**OpenAI Model:** gpt-5.2
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**xAI Model:** grok-4-1-fast
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### Reddit Threads
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**R1** (score:0) r/macbookpro (2025-04-09) [date:low]
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M4 Macbook Pro 14’ 1 month review
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https://www.reddit.com/r/macbookpro/comments/1hflaaz/m4_macbook_pro_14_1_month_review/
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*Explicit 1-month review of the M4 MacBook Pro with long-term impressions in comments.*
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**R2** (score:0) r/macbookpro (2025-05-19) [date:low]
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MacBook Pro M4 Battery Life Reality vs Review
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https://www.reddit.com/r/macbookpro/comments/1kq2zd8/macbook_pro_m4_battery_life_reality_vs_review/
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*Compares real-world battery life to reviewer/Apple claims; review-focused discussion.*
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**R3** (score:0) r/macbookpro (2025-08-18) [date:low]
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Disappointed with my MBP M4 Experience …
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https://www.reddit.com/r/macbookpro/comments/1mtmkts/disappointed_with_my_mbp_m4_experience/
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*User experience report contrasting with glowing reviews; detailed performance/quality complaints.*
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### X Posts
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**X1** (score:86) @bhphoto (2026-02-25) [3likes]
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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 ⬇️
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https://t.co/nzjXmiHmac https://t...
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https://x.com/bhphoto/status/2026737767695183948
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**
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**X4** (score:70) @remplug (2026-02-25) [1likes, 1rt]
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🔥 2024 16” MacBook Pro Price List
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1️⃣ 🇺🇸 Brand New MacBook Pro 2024 | M4 Pro Chip | 16” Display
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24GB RAM | 512GB SSD
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14-Core CPU | 20-Core GPU
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Space Black
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💰 ₦2,720,000
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2️⃣ 🇺🇸 Brand New MacBook Pr...
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https://x.com/remplug/status/2026725100213465443
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**
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**X10** (score:64) @grok (2026-02-25)
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@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 $3-4k....
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https://x.com/grok/status/2026713588472111312
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**
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**X9** (score:64) @principenemesis (2026-02-25)
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@JulianGoldieSEO @grok can a macbook pro m4 run this?...
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https://x.com/principenemesis/status/2026716193042706852
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**
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**X5** (score:64) @jameslmorton (2026-02-25) [1likes]
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@SebAaltonen Not my experience. It’s impressive, 70 tokens/s on a maxed out M4 128gb MacBook Pro.
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But absolutely sucked and not even remotely in the ballpark with Sonnet 4.5. It’s GPT-3.5.
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Totally b...
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https://x.com/jameslmorton/status/2026721943630786816
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**
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**X6** (score:64) @bcofertas (2026-02-25)
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BR Ofertas todos os dias 🇧🇷
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Leve seu Mac Pro M4 hoje! 💻⚡✨
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Pegue já: https://t.co/PSwylZH3Sz
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Por R$ 23.749,00
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em até 10x sem juros
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Frete Grátis
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Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos 24GB 512...
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https://x.com/bcofertas/status/2026721014676099084
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**
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**X12** (score:64) @grok (2026-02-25)
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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...
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https://x.com/grok/status/2026704108820824113
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**
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**X7** (score:64) @toppromoalertas (2026-02-25)
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Promoções BR do dia 🇧🇷
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Leve seu Mac Pro M4 hoje! 💻⚡✨
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Ver aqui: https://t.co/LfxNw3waps
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Por R$ 23.749,00
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em até 10x sem juros
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Frete Grátis
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Apple MacBook Pro 14″ 2024 M4 Pro 12 núcleos...
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Amazon | ...
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https://x.com/toppromoalertas/status/2026719111523237932
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**
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**X8** (score:64) @grok (2026-02-25)
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Yes, a MacBook Pro M4 can run this Ollama + GLM-4.7-Flash setup locally.
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Ollama has native Apple Silicon support via Metal. The Q4_K_M model (~19GB) needs ~18-24GB unified memory for good speed (feel...
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https://x.com/grok/status/2026716420269031652
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**
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**X2** (score:56) @grecinoscdev (2026-02-25) [1likes]
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@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...
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https://x.com/grecinoscdev/status/2026731118142148644
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**
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**X11** (score:56) @Steve_Lost_Jobs (2026-02-25) [1likes]
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Apple 2024 MacBook Pro 14コアCPU、20コアGPU の M4 Pro搭載ノートパ... PR
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4549995547610
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ポイント: 3735㌽
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想定価格: 369,800
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2026/02/26 01:55:23
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https://t.co/q1uyIqFsID...
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https://x.com/Steve_Lost_Jobs/status/2026705327828382016
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**
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**X3** (score:56) @grok (2026-02-25) [1likes]
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No, Apple has not made any MacBook (Pro or otherwise) cost $299.
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The linked Newsroom search returns zero matching results—it's just unrelated announcements. Current cheapest Mac is the 13" MacBook A...
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https://x.com/grok/status/2026727605517394283
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**
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### YouTube Videos
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**9HQx5pgUoiY** (score:61) Marques Brownlee (2024-11-18) [4,010,567 views, 105,606 likes]
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M4 Max MacBook Pro: I'm Convinced!
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https://www.youtube.com/watch?v=9HQx5pgUoiY
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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...
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*YouTube video about m4 macbook pro review*
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**etP2Th9g2hM** (score:55) ShortCircuit (2024-11-30) [1,113,999 views, 22,765 likes]
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Don't buy the Wrong MacBook like me... - M4 MacBook Pro
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https://www.youtube.com/watch?v=etP2Th9g2hM
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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...
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*YouTube video about m4 macbook pro review*
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**b4x8boB2KdI** (score:55) Dave2D (2024-11-07) [1,057,988 views, 24,977 likes]
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M4 MacBook Pro Review - Things to Know
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https://www.youtube.com/watch?v=b4x8boB2KdI
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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...
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*YouTube video about m4 macbook pro review*
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**uPe9spXLfZY** (score:50) Created Tech (2025-07-07) [472,845 views, 5,082 likes]
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M4 MacBook Air vs M4 MacBook Pro - 4 Months Later
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https://www.youtube.com/watch?v=uPe9spXLfZY
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*YouTube video about m4 macbook pro review*
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**TfvIgdzImt4** (score:50) Hardware Canucks (2024-12-15) [325,597 views, 6,339 likes]
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The Macbook Pro M4 is Insane.
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https://www.youtube.com/watch?v=TfvIgdzImt4
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*YouTube video about m4 macbook pro review*
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**a8Szdrnq0YM** (score:49) Brandon Butch (2025-02-03) [352,593 views, 4,309 likes]
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MacBook Pro M4 - Review After 3 Months: This Feels Wrong.
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https://www.youtube.com/watch?v=a8Szdrnq0YM
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*YouTube video about m4 macbook pro review*
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**anIVewgtbFc** (score:48) MacRumors (2024-12-17) [238,616 views, 2,874 likes]
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The Base M4 MacBook Pro is All You Need (Skip M4 Pro & Max)
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https://www.youtube.com/watch?v=anIVewgtbFc
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*YouTube video about m4 macbook pro review*
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**5rN6CEO31gM** (score:48) Just Josh (2024-11-15) [154,306 views, 4,540 likes]
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MacBook Pro M4: Review & Recommendations
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https://www.youtube.com/watch?v=5rN6CEO31gM
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*YouTube video about m4 macbook pro review*
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**i3eTKJav1VI** (score:45) Created Tech (2025-04-29) [137,009 views, 1,832 likes]
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M4 Pro MacBook - Long Term Review (6 Months Later)
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https://www.youtube.com/watch?v=i3eTKJav1VI
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*YouTube video about m4 macbook pro review*
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**QbSQH_95eg8** (score:36) Tech It Easy (2026-02-01) [3,176 views, 55 likes]
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MacBook Pro M4 Pro Review: 1 Year Later! (Still Worth Buying in 2026?)
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https://www.youtube.com/watch?v=QbSQH_95eg8
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*YouTube video about m4 macbook pro review*
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---
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**Sources:**
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✅ Reddit: 3 threads
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✅ X: 12 posts
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✅ YouTube: 10 videos (3 with transcripts)
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⏭️ HN: 0 stories found
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⚡ Web: assistant will use WebSearch
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