coc-reference

Name: coc-reference
Availability: InStock
Author: william189189

Summarize the COC five-layer architecture and anti-amnesia framework for AI-assisted development.

Updated Mar 26, 2026

Search Tags:#framework #guardrails #ai-development #institutional-knowledge #five-layer #coc #human-on-the-loop

Ready to run

npx skills add https://github.com/William189189/boss-bidding --skill coc-reference-william189189

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: coc-reference
Source: https://github.com/William189189/boss-bidding/tree/main/.claude/skills/28-coc-reference
Command: npx skills add https://github.com/William189189/boss-bidding --skill coc-reference-william189189

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

The COC Reference provides a distilled, implementable overview of the Cognitive Orchestration for Codegen framework, enabling teams to ground AI-assisted development in a consistent institutional knowledge base.

Core Features & Use Cases

Clear articulation of the five-layer architecture (Intent, Context, Guardrails, Instructions, Learning) and the CARE mappings that govern AI coding partners.
Guidance for applying deterministic guardrails, human-on-the-loop oversight, and anti-amnesia principles across projects.
Use Case: On-boarding new engineers to a disciplined AI workflow or auditing an existing project to map governance layers.

Quick Start

Summarize how to apply the COC five-layer framework in a typical software project.

Frequently Asked Questions about coc-reference

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

What is the COC five-layer framework for AI-assisted development?▼

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.

How do I apply deterministic guardrails to an AI coding workflow?▼

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.

How do I onboard engineers to a disciplined AI development workflow?▼

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.

What are the CARE mappings in the context of AI codegen governance?▼

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.

Does the COC framework require specific dependencies to implement?▼

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.