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Evals as the Spine

Evals connect intent to evidence:

  1. Shaping defines desirable and unacceptable behaviour.
  2. AI application engineering converts this into datasets, graders and traces.
  3. Software engineering automates the checks in release and monitoring workflows.
  4. Coding agents use the same checks to implement, verify and improve work.