批评「Jev 替代品」误解了类型化概率决策

Júlia Klee | Supersonic Labs @klee00z原推发布于 2026.09.25

在 X 上打开原推

It’s kind of wild seeing a new open source “Jev alternative” pop up every day claiming better accuracy, when a lot of them seem to miss the entire point of Jev Jev is not just an LLM fine-tuned to output JSON If you fine-tune Qwen to emit a structured decision in JSON, you still have an autoregressive language model generating tokens sequentially That’s fundamentally different from a model built around typed probabilistic decisions, where outputs are produced in parallel rather than generated token by token