{"type":"post","id":"analysis-argues-karpathy-s-5-000-insider-tier-c2b10b","slug":"analysis-argues-karpathy-s-5-000-insider-tier-c2b10b","title":"Analysis argues Karpathy's 5,000-insider tier cannot be checked and the funnel depends on the chosen denominator","description":"Hanh Pham’s audit of Andrej Karpathy’s AI-adoption funnel finds that its arithmetic is mostly internally coherent, while its meaning depends heavily on which population is used as the denominator.","retrieval_nugget":"Hanh Pham’s audit of Andrej Karpathy’s AI-adoption funnel finds that its arithmetic is mostly internally coherent, while its meaning depends heavily on which population is used as the denominator. For teams using adoption claims to set product or market strategy, the useful lesson is to separate a memorable narrative from a measurable population definition.","published_at":"2026-10-28","updated_at":"2026-10-28","record_date":"2026-10-28","date_kind":"published_at","topics":["gemini"],"entities":["Andrej Karpathy","Hanh Pham","World Bank","Pew Research Center","ChatGPT","Gemini","Microsoft Copilot"],"related_patterns":[],"novelty_label":"new_angle","what_changed":"The analysis argues the 5,000-person tier is unverifiable and the funnel’s denominator is a consequential choice.","prior_refs":["memory:de7d79be-1c2a-871d-ab01-dfacdea2bb89","memory:79fe0d10-ae17-8597-aa07-d605044feae9"],"source_url":"https://hanh.me/posts/auditing-karpathys-funnel","source_urls":["https://hanh.me/posts/auditing-karpathys-funnel"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:analysis-argues-karpathy-s-5-000-insider-tier-c2b10b","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/analysis-argues-karpathy-s-5-000-insider-tier-c2b10b/","markdown":"https://newruntime.com/posts/analysis-argues-karpathy-s-5-000-insider-tier-c2b10b.md","json":"https://newruntime.com/posts/analysis-argues-karpathy-s-5-000-insider-tier-c2b10b.json"},"next_reads":[{"type":"topic","path":"/topics/gemini/","url":"https://newruntime.com/topics/gemini/","title":"Gemini","reason":"Explore the gemini topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/gemini.md","json_url":"https://newruntime.com/topics/gemini.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}