The AI industry has spent a decade racing along a single axis: building bigger, more expensive foundation models. But the frontier that actually matters to real-world tasks is two-dimensional: capability on one axis, cost on the other. A system that deploys a multi-trillion-parameter model to execute a simple data lookup is not intelligent, but wasteful.