Agent eval metrics that actually matter

Accuracy is the wrong metric for an agent. Use task-completion (did it finish), escalation rate (how often did it ask for help), and time-to-resolve (end-to-end, including handoff).

Those three numbers tell you whether the agent is actually replacing work or just generating new work for the humans behind it.