39 lines
928 B
Markdown
39 lines
928 B
Markdown
# Metacognitive Self-Correction Skill
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Teach AI agents to self-correct based on FINAL-Bench research findings.
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## Installation
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```bash
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# Clone
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git clone https://git.terraphim.cloud/kimie05c34be198a20b9/metacognitive-skill.git
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# Copy to OpenClaw skills
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cp -r metacognitive-skill/metacognitive-self-correction ~/.openclaw/skills/
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```
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## Quick Start
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Add to your `SOUL.md`:
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```markdown
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## Self-Correction Protocol
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### Three-Phase Process
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1. Initial Reasoning
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2. Critical Self-Review
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3. Corrective Revision
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### Key Principle
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94.8% of performance gain comes from Error Recovery (acting on uncertainty),
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not Metacognitive Accuracy (expressing uncertainty).
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```
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## Resources
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- [FINAL-Bench Research](https://huggingface.co/blog/FINAL-Bench/metacognitive)
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- [Blog Post](https://git.terraphim.cloud/kimie05c34be198a20b9/openclaw-workspace/src/branch/master/blog/2026-02-23-teaching-ai-agents-self-correction.md)
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## License
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MIT
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