Kaizen Improvement

Transform analysis findings from .planning/kaizen/ into actionable improvements — hooks, agent patches, skill refinements, CLAUDE.md updates, and automation scripts.

Prerequisite: Analysis findings must exist in .planning/kaizen/ (generated by the transcript-analysis skill).

Improvement Types

Five categories of output, each with a delegation template:

1. Hook generation — PreToolUse deny/redirect, SubagentStart context injection, Stop quality gates
2. Agent prompt refinement — surgical fixes to agent system prompts via @subagent-refactorer
3. Skill patches — add missing knowledge to skills via /plugin-creator:skill-creator
4. CLAUDE.md updates — project-wide behavioral rules
5. Script automation — replace repeated manual workflows with scripts or skills

For detailed templates and examples, see Improvement Templates.

For the Autonomous Refinement Loop (ARL) knowledge base — Layer 3 implementation details, prerequisites, and research synthesis — see ARL Knowledge.