Standalone Python stdlib pipeline that reads an agent's past sessions,
compares them against installed skills, and generates structured
improvement proposals gated by an evaluation framework before anything
mutates. Host-agnostic via HostAdapter (Hermes, Claude Code).
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>