Every agent behaves perfectly in isolation. It responds to clean prompts, follows the patterns you designed for it, and performs exactly as expected. In a controlled environment, behavior is predictable because the inputs are predictable. Evaluation gives you confidence that the agent can perform the work it was designed to do.