Jev 对比自训模型做费用分类

Marcelo Lebre @marcelolebre原推发布于 2026.09.29

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This is freaking cool. Everyone is talking about Jev right now. Mattias Svedhem on our team put it head to head with an open model he fine-tuned in less than two days, on one very specific job: classifying expenses. Accuracy came out close. The difference is that his model knows when it's right, so it can safely approve more on its own and send less to review. It's also faster for this particular task. For a lot of other work, Jev is still a better fit. It's an experiment, not something in the product. But I love that this is how things happen at @Remote: someone gets curious, and a couple of days later there's a demo.