Hamel Husain: private evals must measure your real system, not abstract proxies

HamelHusain · x · 2026-11-06

Replying in a discussion, Hamel Husain stresses that 'private evals' aren't about privacy but about your specific tasks: stop building another private benchmark that abstractly represents what you care about, and measure your real system instead. He adds that private benchmarks usually suck too — what he means is high-quality tests on your real system that are constantly maintained.

Related event: Hamel Husain: Private Evals Should Test Real Systems, 10-20 Cases Suffice(3 posts)→

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