Replicating Jev's parallel decision-making approach
Builder replicated Jev's parallel decision approach so a 0.6B model outputs a full probability distribution in one forward pass without token decoding.
The original post, translated
Replicating Jev's parallel decision-making approach, letting a 0.6B small model directly output the complete probability distribution in a single forward pass, without decoding output tokens. https:// github.com/TianyuCodings/ NanoJev …
Show the original post in its source language ▾
复刻 Jev 的并行决策思路,让 0.6B 小模型一次前向直接输出完整概率分布,不做输出 token 解码。 https:// github.com/TianyuCodings/ NanoJev …
The post above is a machine translation from zh; the untranslated text is in the fold-out.
Engagement when collected
Numbers are a snapshot taken from X when the case was added to the library (schema v1, collected 2026-09-19); they will not match today.
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.
Related Jev cases
The gains aren’t free: Jev can't generate text Comparing
Dev toolsClassification
Jev VS Fable 5.1 VS GPT-6 Astra: chess typesafe's new Jev
GamesDev tools
The open-source local version Laya's response speed crushes
Dev tools
Whose Codex still hasn't installed Jev's batch ultimate
AgentsDev tools
Keep browsing: all 1173 Jev cases · more from @QingQ77 · builders · what Jev is
Last updated: 2026-09-22 · sources & corrections · every card links to its author's original post