• benchmark — A standard public test set for comparing AI models — the shared scoreboards behind every "model X beats model Y" claim.

Kernel generation results reported on translation-style benchmarks overstate what models do on real framework code, and this gives a harder target measured on end-to-end performance.

• articleAutoWorldModel-Bench: A State-Centric Benchmark for Automated World-Model ResearchMarjan Moodi, Xuankang Zhu, Fernando De Mesentier Silva, Harold Chaput, Mohammad Reza Taesiri
• clipParallel Kernel Bench: a benchmark designed to be overfitAI Engineer
• videoBenchmaxxing: The Gap Between Benchmark Scores and RealityAI Engineer

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