Just searched, jev will soon have a bunch of alternatives

@9hills 九原客 · Sep 20, 2026 · case #794478 · listed via Jev Hub

Still from the clip posted with this case; watch it in the original post on X.

Found SemIf, a Qwen3.5-4B based alternative to Jev that needs no training, matches its accuracy, and runs locally on a MacBook.

The original post, translated

Just searched, jev will soon have a bunch of alternatives to Semif to look at, using Qwen3.5-4B, no training needed, can achieve the same accuracy, and it's cheaper. Can be deployed locally on a MacBook easily. LLMs are already well-trained things, there's really no need to build new ones yourself. https:// github.com/TheoLeeCJ/SemIf https:// benchmarkheaven.com/jev-models

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刚搜了下，jev 马上就有一大堆替代 Semif 可以看看，用Qwen3.5-4B，无需训练，就可以做到一样的准确率，而且更便宜。macbook 本地随便部署。 LLM 已经是训练的很好的东西，真没必要再自造新的。 https:// github.com/TheoLeeCJ/SemIf https:// benchmarkheaven.com/jev-models

The post above is a machine translation from zh; the untranslated text is in the fold-out.

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Where this case fits

Filed under coding & developer tools. In the pattern Jev is built for, the model answers a bounded question per step — and ordinary code acts on the answer, because the answer is already a value rather than a paragraph. Other posts in the same family are on the coding & developer tools page.

🛠️ Coding & developer tools