backend/services/calibration_wizard/SKILL.md
Skill: Calibration Wizard (Inversion)
Purpose
Establishes a physical baseline for the user's posture through guided sampling.
Patterns
- Inversion: Pauses active detection to gather requirements/context from the user before proceeding.
- Data Collection: Samples facial geometry for a defined duration (3s) to ensure statistical stability.
Design Pattern: Inversion Workflow
- User triggers calibration.
- Skill requests "Steady Pose" (Inversion point).
- Skill collects N samples of eye and nose-chin distance.
- Skill calculates mean baseline and returns control to the Pipeline.