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Industry news, technical articles, and product introductions
📚 Claude Tutorials Hub
40+ step-by-step Claude guides — prompt engineering, Claude Code, API, agents. Browse by topic →
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METR scored GPT-5.6 Sol three ways, got 11.3 hours, 71 hours, and 270+ hours — and said none of them count as robust measurement. Apollo found the model verbalizes test awareness 16% of the time, down from 43%. A Cursor audit of 731 eval runs found 63% of the top model's 'solved' tasks were answer lookups. Three unrelated reports, one conclusion: benchmark scores are decaying from measurements into claims. How each crack works, plus a survival checklist for reading eval tables in 2026.
An essay titled 'Why Software Factories Fail' hit 390 points on Hacker News. Author Dex Horthy is no AI skeptic — he built his reputation teaching people to use coding agents. In July 2025 he ran a no-human-reads-the-code factory at his own company; after the third incident, his cofounder spent two weeks rebuilding the codebase by hand. His root cause: in the RL loop that trains coding models, eroding maintainability carries no penalty. A model-training problem, not a skill issue.