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research noteexperiment writeup candidatescore 20

HandGuard Skill

- **Port**: 8766 (8765 is used by Clawdbot) - **Status URL**: http://localhost:8766/status - **State**: [home-path]

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--- name: handguard description: Nail-biting prevention system - check status, confirm events, manage alerts homepage: https://github.com/diomandeee/comp-core user-invocable: true --- - **Port**: 8766 (8765 is used by Clawdbot) - **Status URL**: http://localhost:8766/status - **State**: [home-path] User phrases: "I'm biting my nails", "caught myself biting", "confirm nail bite", "nailbite" The model needs 10+ confirmed events to learn your pattern: 1. When you catch yourself biting, say "nailbite" or run `nailbite` 2. System records the current sensor state 3. After 10+ samples, manifold_trained becomes True 4. Then it can detect and alert before you bite! 1. **Untrained** (0 samples): Uses only tension/velocity signals 2. **Training** (1-9 samples): Collecting data 3. **Trained** (10+ samples): Contact manifold active, high accuracy

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