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npx versuz@latest install hiyenwong-ai-collection-collection-skills-how-confessions-can-keep-language-models-honesgit clone https://github.com/hiyenwong/ai_collection.gitcp ai_collection/SKILL.MD ~/.claude/skills/hiyenwong-ai-collection-collection-skills-how-confessions-can-keep-language-models-hones/SKILL.md--- name: how-confessions-can-keep-language-models-honest--- description: Skill for AI agent capabilities --- # how-confessions-can-keep-language-models-honest - How confessions can keep language models honest ## Description OpenAI researchers are testing “confessions,” a method that trains models to admit when they make mistakes or act undesirably, helping improve AI honesty, transparency, and trust in model outputs. **Source:** https://openai.com/index/how-confessions-can-keep-language-models-honest **Date:** Wed, 03 Dec 2025 10:00:00 GMT **Category:** OpenAI Research ## Activation Keywords - how confessions can keep language models honest - openai how-confessions-can-keep-language-models-honest - how confessions can keep language models honest ## 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/how-confessions-can-keep-language-models-honest ``` ### 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 how-confessions-can-keep-language-models-honest - How confessions can keep language models honest to my analysis. **Agent:** I'll help you apply how-confessions-can-keep-language-models-honest. 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 how-confessions-can-keep-language-models-honest? **Agent:** Let me search for the latest research and best practices... ## Related Skills - Other OpenAI research skills ## References - https://openai.com/index/how-confessions-can-keep-language-models-honest --- **Created:** 2026-03-29 14:25 **Author:** Aerial (from OpenAI Research)