Jev-Style Three-Color Goods Sorting

Haoran demonstrates a visual Jev-style goods-sorting build that assigns fixed labels to candidate results and limits output tokens. It runs a 4-bit multimodal Qwen 3.5 0.8B model locally on a 16 GB M4 MacBook Pro.

View on X time200ms

Haoran | 公众号：独立开发@hr98w𝕏

视觉版 Jev 来了 https://t.co/x0kzeE3hdx 仿照着社区的思路，把候选结果映射成固定标签，prefill 完直接采样，限制输出 token，采用多模态的 qwen-3.5-0.8B 4bit 量化部署在本地，16g m4 mbp 顺利运行叠甲：这只是在 infer 层小小的复现一下 jev 的形式，肯定不如各种成熟推理框架效率高，也肯定不是 jev 的正在原理，但是作为 inference 的小入门仍旧是不错的 demo 如下 200ms 实现《三色货品分拣》

Sep 17, 2026X postsView on X

The author describes it as a small inference-layer reproduction of Jev’s form, not Jev’s actual principle. He presents it as an introductory inference demo rather than a match for mature inference frameworks.

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