coc-reference

The COC five-layer framework structures AI-assisted development through Intent, Context, Guardrails, Instructions, and Learning layers. It provides an anti-amnesia architecture to ground AI codegen in a consistent institutional knowledge base with deterministic enforcement and human-on-the-loop oversight.

Deterministic guardrails are applied within the COC framework's Layer 3 to enforce strict boundaries on AI codegen. This ensures consistent governance across software projects by preventing AI deviations from established institutional knowledge and project rules.

Onboard engineers by referencing the COC five-layer architecture to map project governance layers. This establishes shared understanding of intent, context, guardrails, instructions, and learning, enabling consistent human-on-the-loop oversight across AI-assisted software projects.

CARE mappings govern AI coding partners by aligning their operations with the COC five-layer architecture. They translate cognitive orchestration principles into actionable guardrails and instructions, ensuring AI codegen remains aligned with institutional knowledge and intent.

The COC framework requires no specific external dependencies to implement. It serves as a conceptual reference and architectural model that you apply directly to your software projects to establish intent, context, and guardrails for AI codegen.