coc-reference

The COC five-layer architecture is a framework for AI-assisted development consisting of Intent, Context, Guardrails, Instructions, and Learning layers. It grounds AI codegen in institutional knowledge and Human-on-the-Loop workflows rather than generic coding patterns.

You apply guardrails by utilizing the COC framework's Layer 3 to establish strict boundaries for AI codegen. This methodology ensures development aligns with institutional knowledge while maintaining Human-on-the-Loop oversight for architecture decisions.

CARE mapping is a guidance mechanism within the COC framework used to align AI-assisted development methodology. It maps directly to the five-layer architecture, supporting discussions around guardrails, anti-amnesia strategies, and Human-on-the-Loop workflows.

You use the COC reference as a consolidated blueprint to train new engineers on the five-layer architecture and Human-on-the-Loop principles. It provides standardized material for aligning team practices and evaluating AI assistants based on institutional knowledge.

You need an institutional knowledge framework like COC when generic AI coding patterns fail to capture specific organizational context. It enforces guardrails and provides a five-layer architecture to prevent anti-amnesia during AI-assisted development.