Hamel Husain: public benchmark quality is abysmal — broken graders, sloppy harnesses

HamelHusain · x · 2026-10-21

After 48 straight hours reviewing public benchmark traces, Hamel Husain reports the quality is abysmal: misconfigured graders, sloppy harnesses that ding correct agents, half-specified environments with no error feedback so agents can't self-correct, flat-out wrong assertions, and agents not given sensible tools or proper API usage. He credits @xeophon with months of deep work on this. Key implication: some low agent benchmark scores may reflect benchmark bugs, not model failures.

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