Hard Caps and Soft Hints: Two Ways to Budget an AI Agent
Two mechanisms are both called budgets and behave nothing alike. A session budget is a dollar ceiling the platform enforces by refusing new requests; a task budget is a token countdown only the model can see. Here is what each guarantees and where each breaks.
