AI Control Plane

This section defines how agents load context and enforce rules in this repository.

Core principle:

• Canonical engineering and product rules stay in existing docs.
• AI control docs define routing, prioritization, and enforcement.
• No rule source duplication.

Use these pages as the control layer:

• Root Gate
• Specializations
• Context Routing
• Active Rules and Gates
• Tool Mapping
• Approach and Rationale
• Multi-Agent Council

Machine-readable routing source:

• configs/ai/context-routing.json
• configs/ai/multi-agent-council.json

Operational commands:

• pnpm check:policies
• pnpm metrics:ai-control

Enforced rules

Recurring repository-wide rules are centralized in Root Gate. Other AI docs should reference that page instead of repeating the same rule text.

Naming convention

• Default Markdown filename pattern: lowercase-kebab-case.
• Keep tool-mandated filenames unchanged: AGENTS.md, PROMPT.md, PROMPTS.md, SKILL.md.