Context Engineering for Agentic Workflows: Task-Aware Token Budget Forecasting

The first time I looked closely at a running agent session, I was not worried about accuracy. Accuracy was fine. What bothered me was the shape of the token curve. The agent was doing something ordinary: answering a data question by…