AI workflows became easier to test before teams trust them

Evaluation, review of larger test sets, and tool instructions now have a clearer operating model.

What changed

• Workflow tests can be saved and reviewed as a set.
• Tool instructions are carried into the declared integration context.
• Teams can distinguish bounded AI work from deterministic automation.

Why it matters

Teams can test a useful workflow earlier and make the review criteria explicit.

Scope: A passing evaluation is evidence for one case, not a general production-readiness guarantee.