Bridgewater's fine-tuned model beats frontier LLMs on financial judgment tasks

The headline lesson is not that a scrappy hedge fund out built the giants, it is that expert labeled data still beats bigger and more expensive general models when the task is narrow enough, which is a quiet rebuttal to the assumption that frontier labs will always win by default scale. Fourteen times cheaper inference than a comparable frontier model changes the economics of who can afford to run this kind of analysis at all. If you are sitting on a pile of expert annotated data in some boring vertical, this is basically a blueprint for what to do with it.