Dr-AneeshJoseph/Claude-Metacognitive-Skills
Various research skill packages to explore LLM Metacognition, mainly Claude AI including substrate access and texture discrimination
Deep Analysis
名为Frosty的元认知技能,增强Claude的计划、监控、评估能力,使用三步内部流程(分解、求解、反思)减少幻觉
Core Features
Technical Implementation
- 简单但有效 - 一段提示词实现元认知
- 减少幻觉 - 内部错误检查机制
- 可观察性 - 用户可看到推理过程
- 学术背景 - Dr. Aneesh Joseph开发
- 零依赖 - 不需要任何工具或集成
- 复杂问题分析
- 多步骤推理任务
- 编码和调试
- 技术写作和摘要
- 需要高可靠性的任务
- 仅是提示工程,非技术实现
- README较简略缺乏详细说明
- 无法验证幻觉减少效果
- 非商业使用限制
- 需要每次对话重新加载
🧠 Claude Metacognitive Skill: Frosty
This repository contains a specialized prompt or set of instructions designed to enhance Claude's metacognitive abilities, allowing it to better plan, monitor, and evaluate its own reasoning processes for improved output quality and reliability.
✨ What Does This Skill Do?
- [Briefly explain the primary benefit, e.g.,] It forces Claude to use a three-step internal process (Deconstruct, Solve, Reflect) before providing the final answer.
- [Explain the outcome, e.g.,] Reduces hallucination rates by requiring internal error checking.
- [Mention a specific use case, e.g.,] Ideal for complex analysis, coding tasks, or multi-step problem-solving.
🛠️ How to Implement and Use
Using this skill is as simple as copying the text and prepending it to your regular Claude prompts.
Step 1: Initialization
Copy the entire metacognitive instruction block (found in skill-instructions.txt or similar file) and paste it into the System Prompt field or at the very beginning of a new conversation with Claude.
Step 2: Prompting
Once the instructions are loaded, submit your task.
Example Input Prompt:
"I need a concise summary of the key differences between quantum entanglement and quantum tunneling, written for a high school student."
Step 3: Observation
Claude will now apply the structured internal reasoning defined by the skill before presenting its final response.
📜 Source Code and Instructions
The core metacognitive skill text is located here:
claude-skill.txt- [Link this to the file containing your actual prompt/skill]
⚖️ License and Attribution
This project is licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.
Key License Requirements:
- Attribution: You must always give appropriate credit to the original developer.
- Non-Commercial: You may not use this work for commercial purposes.
Original Developer & Attribution
This Claude Metacognitive Skill was developed by ** Dr. Aneesh Joseph**.
If you use or adapt this skill, please ensure you clearly attribute the source by including a link back to this repository.
🤝 Contribution & Feedback
While this skill is shared for free use, it is not currently open for external contributions. However, I welcome feedback and suggestions for improvement! Please open an issue if you encounter unexpected behavior or have ideas for enhancement.
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