Evolve Skill · taneltaluri bundle Evolve Skill: measurement-first skill optimizer. Evaluates SKILL.md files against an anchored 9-dimension rubric, validates that the rubric itself is stable (test-retest), optimizes with a hill-climbing loop that only accepts improvements larger than measurement noise, protects against overfitting with train/holdout prompt splits, and preserves original function via semantic diff checks. Use when user mentions: optimize skill, skill review, skill audit, improve SKILL.md, skill score, skill rubric, skill quality, make my skill better, rate my skills, evolve skills, skill hill climbing, automated skill improvement.
