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jev-from-scratch

从零开源复刻 Jev(System One)决策模型范式,基于 Qwen 基座训练,支持 Choice / Noul 原语,包含推理、微调、ECE 概率校准完整工程链路。

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GITHUB · launched Oct 25, 2026 · 24 upvotes (top 50%) · 0 views

Niche: machine learning developer tools · 303 launches, 11 in the last 7 days ▼ -45% · Explore this niche →

Category and tags

  • Horizontal
  • Model & infra
  • Developer
  • AI-native
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

No This is a from-scratch reproduction of a decision model, trained on a Qwen base with fine-tuning and probability calibration. It requires ML research and training compute, and the model design is novel rather than wrapping an existing API.

What it would actually take: Building it requires a training pipeline on a Qwen-family base, custom data for the Choice and Noul language formats, and reasoning and calibration work such as ECE-based calibration. That needs ML engineers who can run fine-tuning on GPUs and evaluate results rigorously. The original System One design also has to be understood well enough to reproduce.

Competitors

Other products that read as similar to this one : 342 launches clear the similarity bar, closest 8 shown.

Attention rank: #234 of 343 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 46 days after the earliest competitor.

  • Jev-Quantum · github · 2026-09-21 · 31 upvotes · similarity 0.57
  • awesome-jev-zh · github · 2026-09-18 · 60 upvotes · similarity 0.57
  • jev-arena · github · 2026-09-19 · 98 upvotes · similarity 0.56
  • jev-to-answer · github · 2026-09-21 · 17 upvotes · similarity 0.55
  • Jev Model · ph · 2026-10-05 · 1 upvotes · similarity 0.55
  • jev · github · 2026-09-18 · 9 upvotes · similarity 0.54
  • Jev · github · 2026-09-20 · 18 upvotes · similarity 0.54
  • jev-explained · github · 2026-09-19 · 27 upvotes · similarity 0.54

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.