After reading 46 resources on agent evals, one author explains why her 95% score was misleading

blaizedsouza · x · 2026-11-02

After going through 46 resources on agent evals, the author wrote a comprehensive article triggered by a telling experience: her agent scored 95% on evals she wrote herself, yet she knew something was wrong before she could articulate it. The piece systematizes the core knowledge of agent eval design — why self-authored evals self-deceive, how to build eval sets that expose real weaknesses, and common pitfalls.

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