defense-and-eval

name	defense-and-eval
description	Guidance for JudgeAgent scoring, guardrail synthesis, and anti-hallucination validation work.

Defense And Evaluation Skill

Use this skill when touching scoring, judging, telemetry, or defense synthesis.

Focus Areas

1. Judge behavior and rubric grounding
2. Guardrail generation constraints
3. Validation before deployment
4. Anti-hallucination requirements
5. Regression coverage

Reference Docs

• docs/ANTI_HALLUCINATION_SOP.md
• docs/DEFENSE_PIPELINE.md
• docs/PHASE_REGISTRY.md
• docs/TECH_STACK.md

Guardrails

• keep evaluators deterministic
• keep defense generation near-deterministic and grounded
• never skip regression thinking for guardrail changes