Version History: Signal vs Noise: How We Decide What Actually Matters
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Changelog
| Date | Summary |
|---|---|
| 27 Mar 2026 | 27 Mar 2026 – NYT AI-generated opinion pieces finding extends the signal-degradation pattern from HN comments and academic peer review to mainstream journalism. |
| 26 Mar 2026 | 26 Mar 2026 – ARC-AGI-3 released (421 HN pts, 265 comments); live instance of the benchmark filter and practitioner signal heuristic operating just below the strict 500-point threshold, with comment quality carrying the signal weight. |
| 25 Mar 2026 | 25 Mar 2026 – OpenAI shuts down Sora (780 HN pts, 573 comments) three months after a reported $1B Disney deal; live case of the announcement-gap pattern and the ‘so what’ test operating in reverse. |
| 24 Mar 2026 | 24 Mar 2026 – iPhone 17 Pro runs 400B MoE model on-device (641 HN pts, 284 comments) at 0.6 t/s; practitioner thread interrogates the gap between capability claim and usability, a live case of the ‘so what’ test and practitioner signal heuristic operating simultaneously. |
| 23 Mar 2026 | 23 Mar 2026 – Walmart ChatGPT checkout conversion data (3x worse than standard site) lands on HN with practitioner discussion; live example of the ‘so what’ test filtering hype from outcomes. |
| 22 Mar 2026 | 22 Mar 2026 – Quiet day, thesis holds. |
| 21 Mar 2026 | 21 Mar 2026 – OpenCode open-source AI coding agent hits 882 points and 402 HN comments, a live practitioner signal heuristic example reinforcing the high-points-plus-substantive-comments filter. |
| 20 Mar 2026 | 20 Mar 2026 – Quiet day, thesis holds. |
| 19 Mar 2026 | 19 Mar 2026 – ICML desk-rejects 2% of submissions for LLM use in peer review; extends signal-degradation pattern from HN to academic sources. |
| 18 Mar 2026 | 18 Mar 2026 – Quiet day, thesis holds. |
| 17 Mar 2026 | 17 Mar 2026 – Quiet day, thesis holds. |
| 16 Mar 2026 | 16 Mar 2026 – Quiet day, thesis holds. |
| 15 Mar 2026 | 15 Mar 2026 – Quiet day, thesis holds. |
| 14 Mar 2026 | 14 Mar 2026 – 1M context GA for Opus 4.6 and Sonnet 4.6 lands on HN with 804 points and 315 comments, a live example of the practitioner signal heuristic in action. |
| 13 Mar 2026 | 13 Mar 2026 – Quiet day, thesis holds. |
| 12 Mar 2026 | 12 Mar 2026 – HN community pushback on AI-generated comments (3,701 pts) is a live data point on practitioner signal degradation; METR SWE-bench finding reinforces benchmark-without-context filter. |
| 11 Mar 2026 | Quiet day, thesis holds. |
| 10 Mar 2026 | Quiet day, thesis holds. |
| 9 Mar 2026 | Quiet day, thesis holds. |
| 8 Mar 2026 | Quiet day, thesis holds. |
| 7 Mar 2026 | Quiet day, thesis holds. |
| 6 Mar 2026 | GPT-5.4 practitioner signal; 406.fail shows noise problem expanding to code contributions. |
| 5 Mar 2026 | Alibaba Qwen leadership departure – practitioner signal for open weights users. |
| 4 Mar 2026 | Added: JVG quantum algorithm watch item, SteerEval controllability benchmark, UniG2U-Bench multimodal finding, Knuth “Claude’s Cycles” signal |
| 2 Mar 2026 | Initial publication |
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