From Plan Mode to Eval-first Engineering

The shift

Plan-driven engineering gives human-AI work a visible structure. Eval-first engineering makes that structure accountable by asking what evidence will prove the work is correct, useful, and reproducible.

Practical effect

In a COG workflow, plans are not only task lists. They define expected outputs, review points, failure signals, and the evidence that should survive across sessions.