Initial commit: Metacognitive Self-Correction Skill

2026-02-23 23:24:59 +08:00
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+# Metacognitive Self-Correction Skill
+
+Teach AI agents to self-correct based on FINAL-Bench research findings.
+
+## Installation
+
+```bash
+# Clone
+git clone https://git.terraphim.cloud/kimie05c34be198a20b9/metacognitive-skill.git
+
+# Copy to OpenClaw skills
+cp -r metacognitive-skill/metacognitive-self-correction ~/.openclaw/skills/
+```
+
+## Quick Start
+
+Add to your `SOUL.md`:
+```markdown
+## Self-Correction Protocol
+
+### Three-Phase Process
+1. Initial Reasoning
+2. Critical Self-Review
+3. Corrective Revision
+
+### Key Principle
+94.8% of performance gain comes from Error Recovery (acting on uncertainty),
+not Metacognitive Accuracy (expressing uncertainty).
+```
+
+## Resources
+
+- [FINAL-Bench Research](https://huggingface.co/blog/FINAL-Bench/metacognitive)
+- [Blog Post](https://git.terraphim.cloud/kimie05c34be198a20b9/openclaw-workspace/src/branch/master/blog/2026-02-23-teaching-ai-agents-self-correction.md)
+
+## License
+
+MIT