Capture high-value feedback from agent work and turn recurring corrections, failures, reusable patterns, and validated outcomes into review-gated skill improvement proposals. Use when a user corrects an agent, a skill repeatedly underperforms, a workflow should become reusable, a successful technique should be preserved, or the user asks to review, improve, optimize, or maintain Agent Skills or SKILL.md files.