Why it matters

Capability evals ground claims. Benchmarks + real tasks + private evals.

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The architecture

Public benchmarks.

Real-task tests.

Private held-out.

AI capability evaluationsPublic benchmarksMMLU, HumanEvalReal tasksSWE-bench, GAIAPrivateheld-out setsMMLU, HumanEval, GSM8K, SWE-bench standard; contamination is real concern
AI capability evaluations.
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How it works end to end

MMLU, HumanEval, GSM8K.

SWE-bench for coding agents.

Private evals.