Hamel Husain: Private Evals Should Test Real Systems, 10-20 Cases Suffice

Hamel Husain argues that private evals should measure your real system rather than abstract proxy benchmarks, and that a small set of 10-20 cases examined atomically beats relying on aggregate scores or statistical significance.

2026-11-06 ~ 2026-11-06 · 3 related posts