Cost Budget Allocation overview

Allocate a token or monetary budget to a task or batch of tasks before dispatch. The primitive computes per-task budget ceilings from a global run budget, per-model pricing, estimated task complexity, and historical cost data. Allocated budgets are handed to the budget-stop primitive which enforces them at runtime, and to cost-tracking which accounts actuals against the allocation.