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Skills2026-06-28 · source-backed

Audit your eval harness against the five-rule checklist.

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Story

Isolate the agent from the evaluator, never pass reference answers into the agent's context, never eval() untrusted model output, sanitize LLM-judge inputs against injection, and adversarially test the evaluator before trusting its scores (AI Agent Insights). A leaking or injectable evaluator silently inflates your pass rate and hides real failures.

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Story unit
2026-06-28-audit-your-eval-harness-against-the-five-rule-checklist
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source-backed, canonical briefing excerpt