How is an AI agent evaluated before production?

“Build a representative evaluation set covering normal tasks, edge cases, refusal behaviour, tool selection, argument accuracy and recovery from failure. Measure task completion and harmful side effects, then keep regression evaluations and trace review in the release process.”