Paper page - Agentic AI Systems Should Be Designed as Marginal Token Allocators
… We follow a single request—a developer asking a coding agent to fix a failing test—through four economic layers that today are designed in isolation: a router that decides which model answers, an agent that decides whether to plan, act, verify, or defer, a serving stack that decides how to produce … …