care-reference

Reference the CARE framework's governance philosophy, Dual Plane Model, and Mirror Thesis.

1|Updated Mar 7, 2026

Search Tags:#ai governance #enterprise ai #care framework #dual plane model #human-on-the-loop

Ready to run

npx skills add https://github.com/terrene-foundation/kailash-coc-claude-rs --skill care-reference

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: care-reference
Source: https://github.com/terrene-foundation/kailash-coc-claude-rs/tree/main/.claude/skills/27-care-reference
Command: npx skills add https://github.com/terrene-foundation/kailash-coc-claude-rs --skill care-reference

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill provides a clear and concise reference for the CARE (Collaborative Autonomous Reflective Enterprise) framework, addressing the challenges of AI governance in enterprise settings.

Core Features & Use Cases

CARE Framework Explanation: Details the Dual Plane Model, Mirror Thesis, and Human-on-the-Loop principles.
Human Competencies: Outlines the six essential human competency categories relevant to AI collaboration.
Governance Dilemma: Explains how CARE offers a solution to the traditional human-in-the-loop vs. human-out-of-the-loop problem.
Use Case: When discussing the ethical considerations of deploying AI in a business context, or when defining the roles and responsibilities of humans and AI within an organization, this Skill provides the foundational knowledge.

Quick Start

Use the care-reference skill to explain the Dual Plane Model.

Frequently Asked Questions about care-reference

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

FAQPage Schema

What is the CARE framework for enterprise AI governance?▼

The CARE framework is a governance philosophy for enterprise AI that defines roles and responsibilities using the Dual Plane Model and Mirror Thesis to structure human-AI collaboration.

How does the Human-on-the-Loop model solve AI governance dilemmas?▼

The Human-on-the-Loop model resolves the governance dilemma between human-in-the-loop and human-out-of-the-loop systems by defining oversight mechanisms for autonomous AI operations.

What are the six human competency categories for AI collaboration?▼

The six human competency categories outline the essential skills required for humans to effectively collaborate with and govern AI systems within an enterprise context.

When do I need the Dual Plane Model for AI deployment?▼

You need the Dual Plane Model when defining the ethical considerations, roles, and responsibilities of humans and AI during enterprise AI deployment.

Does the CARE framework apply to human-out-of-the-loop systems?▼

Yes, the CARE framework addresses autonomous systems by transitioning traditional human-out-of-the-loop architectures into a Human-on-the-Loop oversight model.

What are the eight CARE principles for enterprise AI?▼

The eight CARE principles provide the foundational rules for implementing Collaborative Autonomous Reflective Enterprise governance in business contexts.