Agentic Eval Use structured evaluation loops to improve important outputs before you call them done. - Leverage native parallel subagent dispatch and 200k+ context windows where available. When to Use Use symptom - action triggers: when one matches, apply this skill and verify with the protocol below. - A task is quality-critical and a single pass is too risky. - You need repeatable acceptance criteria for code, docs, analysis, or plans. - You want a reviewer or judge step that is separate from generation. - You need to compare multiple candidate outputs against the same rubric. Core Loop 1.…