This skill should be used for building deterministic evaluation frameworks for agent systems — assertion-based checks, regression testing, pass/fail criteria, metric design, and structured evaluation pipelines. Route LLM-as-judge techniques, rubric generation, and evaluator bias mitigation to advanced-evaluation. Route agent harness design to harness-engineering.
