What's next:
- End-to-end on-chain retirement against Arkreen's AREC contract on Polygon
- Coefficient calibration for next-gen model families
- More agent surfaces: Cursor, Aider, any CLI with a Stop hook
The data shape is intentionally CLI-agnostic.