Traditional FinOps frameworks fail to track the unpredictable token consumption of autonomous agents. These systems trigger recursive loops and multiple API calls that bypass static budget forecasts. Practitioners must implement granular, real-time monitoring to prevent runaway costs. This shift moves financial accountability from the infrastructure level to the specific agentic workflow.