Dr-AneeshJoseph/Claude-Metacognitive-Skills

Various research skill packages to explore LLM Metacognition, mainly Claude AI including substrate access and texture discrimination

License:Apache-2.0Language:N/A131
ai-engineeringClaudeclaude-skillscognitive-architecturecognitive-scienceconsciousnessmetacognitionmetacognitive-orchestration

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

Highlights
  • 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
Use Cases
  • 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
Limitations
  • 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
Tech Stack
Prompt EngineeringClaude AI

🧠 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:

  1. Attribution: You must always give appropriate credit to the original developer.
  2. 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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