Normalize agent instructions and workplan frontmatter (STATE-WP-0067)
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- Align agent files with on-disk workplan prefixes (infer from workplan ids) - Set workplan domain to registered domain_slug; add topic_slug where applicable - Repair frontmatter delimiter formatting; migrate legacy task status literals - Regenerate AGENTS.md, CLAUDE.md, and .claude/rules from State Hub templates
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## Architecture
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kaizen-agentic has two distinct layers:
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<!-- TODO: Describe the key design decisions and component structure.
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Key modules, data flows, external integrations, state machines, etc. -->
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### 1. Python framework (`src/kaizen_agentic/`)
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## Quick Reference
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- **`core.py`** — `Agent` (abstract base) + `AgentConfig` (dataclass). Tracks performance, supports config updates, implements kaizen interface.
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- **`optimization.py`** — `OptimizationLoop` (runs improvement cycles, detects trends, generates recommendations) + `PerformanceMetrics` (execution time, success rate, quality scores).
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- **`metrics.py`** — `MetricsStore` + `OptimizerStore` (project-scoped `.kaizen/metrics/` per ADR-004).
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### 2. Agent definitions (`agents/` — 20 files)
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Markdown instruction sets read and followed by Claude. Not executables. Naming convention: `agent-{name}.md`.
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Packaged copies live in `src/kaizen_agentic/data/agents/` for `pip install` distribution.
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| Category | Agents |
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|----------|--------|
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| Testing | `tdd-workflow`, `test-maintenance`, `testing-efficiency` |
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| Quality | `code-refactoring`, `datamodel-optimization` |
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| Process | `requirements-engineering`, `keepaTodofile`, `keepaChangelog`, `keepaContributingfile`, `project-assistant`, `priority-evaluation`, `scope-analyst` |
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| Infrastructure | `setupRepository`, `tooling-optimization`, `sys-medic` |
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| Release | `releaseManager` |
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| Docs | `claude-documentation` |
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| Support | `wisdom-encouragement` |
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| Meta | `coach`, `optimization` |
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### Custodian integration
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The state-hub MCP resolves the agents directory via `host_paths[hostname]` → `local_path`. Tools: `list_kaizen_agents(category?)`, `get_kaizen_agent(name)`.
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`~/state-hub/mcp_server/TOOLS.md` — MCP tool reference
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