Iterate and improve any skill using eval-grounded autoresearch. Combines v2.0 design audit, Hamel's Three Gulfs eval methodology, and Karpathy-style mutation optimization. Use when you want to assess skill quality, build evals from scratch, run error analysis, or optimize a skill through experiments.
2026-07-07