Deployment Metrics
Local-first
Learning posture
Technician corrections stayed inside approved infrastructure boundaries
Measured
Promotion confidence
Updates only moved after validation and rollback conditions were satisfied
Faster
Repeat issue handling
Approved corrections fed later support interactions
Secured Capabilities
- Approval-gated adaptation
- Evaluation handshake
- Rollback-ready promotion