Evals as the Spine
Evals connect intent to evidence:
- Shaping defines desirable and unacceptable behaviour.
- AI application engineering converts this into datasets, graders and traces.
- Software engineering automates the checks in release and monitoring workflows.
- Coding agents use the same checks to implement, verify and improve work.