Evidence and evaluation.

Test decision-critical claims, correct overstatements and keep evidence gaps visible.

Try the same safe input, check the facts and compare correction effort.

Test one workflow, include repairs and decide whether it is worth keeping.

Three research takeaways and one practical way to test a task yourself.