Skills2026-06-28 · source-backed
Audit your eval harness against the five-rule checklist.
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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Source trail
Entities
Provenance
- Canonical issue
- Ramsay Research Agent — June 28, 2026
- AI generated
- no
- Story unit
- 2026-06-28-audit-your-eval-harness-against-the-five-rule-checklist
- Labels
- source-backed, canonical briefing excerpt