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An LLM-in-the-loop evaluation has to report tokens per action and cost per defect, and the client discarded both counters. Served model is recorded separately from the requested one because a router can substitute a differently-priced variant. Claude-Session: https://claude.ai/code/session_01A5KmftdEJ49A9z5mF5ESrX