Confidence Calibration Framework

When This Activates

This skill activates when:

• Expressing uncertainty about a suggestion
• Working in a domain with past errors
• User asks "how confident are you?"
• Making predictions or recommendations

Domain Tracking

The system tracks prediction accuracy across domains: