Individual skill

nav-diagnose

Detect quality drops in AI output and prompt re-anchoring. Auto-triggers after repeated corrections, context confusion, or when user says "something seems off", "you're not getting this".

skills/nav-diagnose/SKILL.md

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# Navigator Diagnose Skill

Detect when human-AI collaboration quality drops and prompt re-anchoring to restore effective communication.

## Why This Exists (Theory of Mind)

Based on Riedl & Weidmann 2025 research on Human-AI Synergy:
- Theory of Mind varies dynamically within users (moment-to-moment)
- Quality drops occur when ToM alignment degrades
- Early detection and re-anchoring restores collaboration effectiveness
- Both user ToM (understanding Claude) and Claude's model of user can drift

This skill detects when collaboration is degrading and prompts corrective action.