AI agent costs must be tracked per task

AI agent cost attribution at the event level hides which multi-step tasks run at a loss. Agentic tasks consume up to 1,000 times more tokens than a chat message, and the same task can cost 30 times more on one run than the next. Per-task attribution is the prerequisite for defending agentic margins.