Verification-driven self-evolution loop: failure logs become verified AGENTS.md rules; in-session plugin (evolve_learn / evolve_apply / evolve_touch / evolve_recall), tool-verify gate, rule lifecycle, local recall.
dsh plugin --profile web add github:zoahdev/dsh-rule-evolve#path:plugin