Free SKILL.md scraped from GitHub. Clone the repo or copy the file directly into your Claude Code skills directory.
npx versuz@latest install hiyenwong-ai-collection-collection-skills-evaluating-chain-of-thought-monitorabilitygit clone https://github.com/hiyenwong/ai_collection.gitcp ai_collection/SKILL.MD ~/.claude/skills/hiyenwong-ai-collection-collection-skills-evaluating-chain-of-thought-monitorability/SKILL.md--- name: evaluating-chain-of-thought-monitorability---evalu description: Skill for AI agent capabilities --- # evaluating-chain-of-thought-monitorability - Evaluating chain-of-thought monitorability ## Description OpenAI introduces a new framework and evaluation suite for chain-of-thought monitorability, covering 13 evaluations across 24 environments. Our findings show that monitoring a model’s internal reasoning is far more effective than monitoring outputs alone, offering a promising path toward scalable control as AI systems grow more capable. **Source:** https://openai.com/index/evaluating-chain-of-thought-monitorability **Date:** Thu, 18 Dec 2025 12:00:00 GMT **Category:** OpenAI Research ## Activation Keywords - evaluating chain-of-thought monitorability - openai evaluating-chain-of-thought-monitorability - evaluating chain of thought monitorability ## Core Concepts ### Key Points - Extract from OpenAI research paper - See original paper for detailed methodology ## Step-by-Step Instructions ### 1. Background ```python # Research background # See original paper: https://openai.com/index/evaluating-chain-of-thought-monitorability ``` ### 2. Implementation ```python # Implementation details # Refer to OpenAI's official implementation ``` ## Tools Used - `read` - Read research papers - `web_fetch` - Fetch online resources - `exec` - Run implementation code ## Example Use Cases ### 1. Basic Usage ```python # Example usage based on research ``` ## Instructions for Agents Follow these steps when applying this skill: ### Step 1: Background ## Examples ### Example 1: Basic Application **User:** I need to apply evaluating-chain-of-thought-monitorability - Evaluating chain-of-thought monitorability to my analysis. **Agent:** I'll help you apply evaluating-chain-of-thought-monitorability. First, let me understand your specific use case... **Context:** Apply the methodology ### Example 2: Advanced Scenario **User:** Complex analysis scenario **Agent:** Based on the methodology, I'll guide you through the advanced application... ### Example 2: Advanced Application **User:** What are the key considerations for evaluating-chain-of-thought-monitorability? **Agent:** Let me search for the latest research and best practices... ## Related Skills - Other OpenAI research skills ## References - https://openai.com/index/evaluating-chain-of-thought-monitorability --- **Created:** 2026-03-29 12:42 **Author:** Aerial (from OpenAI Research)