The End of SWE-Bench Verified — Mia Glaese & Olivia Watkins, OpenAI Frontier Evals
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youtube.com
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Latent Space
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Why it matters
SWE-benchThe standard benchmark for AI coding agents: real GitHub issues from real repositories, scored by whether the agent's patch passes the project's own tests.Full definition → progress has stalled because the benchmarkA standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.Full definition → is saturated and contaminated, so scores on it no longer separate coding models. Check what replaces it before trusting leaderboard claims.
Terms in this piece · Glossary
eval — A repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.
SWE-bench — The standard benchmark for AI coding agents: real GitHub issues from real repositories, scored by whether the agent's patch passes the project's own tests.
benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.