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Yinsongxu / LLM2Jev

Turn local language models into Jev-style structured decision models. Get results from text and images with prefill alone—no token-by-token decoding required.

Why this job: works in the areas we cover, but does not say which job it does

What it does

  • No training or fine-tuning. use existing model weights to make Jev-style decisions with models supported by SGLang, Transformers, or MLX on Apple Silicon.
  • Chat and decisions share a service and model. with the SGLang backend, chat and /v1/systemone use the same inference engine and loaded model.
  • Chat and decisions share a client. Client and AsyncClient extend the OpenAI Python SDK with systemone.create(), preserving its existing interfaces, authentication, timeouts, and retries. Endpoint availability depends on the backend.
  • Prefill-only scoring. Choice, Score, and Noul read yes/no logits without generating answers. Box generates normalized image coordinates.
  • Text and image decisions. combine text and images in state or instructions for classification, evaluation, and action selection.

Get started

No single install command. Read the steps in the README (opens in new tab)

Maintenance
Active
Last commit 27 days ago
Stars
491
+10 this week
Licence
Apache-2.0
Allows business use
Downloads for
None listed
No release files
Latest version
v0.2.0
Released 28 days ago
Built with
Python
91% of the code

Is it looked after?

Contributors
Not stated
Last 90 days
Issues
100% closed
0 still open
Pull requests
4 merged
1 waiting
Releases
2
2 in the last year
  • No contributing guide
  • No security policy
  • No code of conduct

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More: languages, topics and project record

Languages

  • Python 91%
  • CSS 4%
  • Vue 3%
  • TypeScript 1%

Topics

  • jev
  • llm
  • mllm

Project record

  • JobOther AI tools
  • StatusListed
  • Commits40
  • Forks55
  • Watching2
  • Stars in 28 days+47
  • CreatedSep 19, 2026
  • First seen by usNov 7, 2026
  • CheckedNov 8, 2026

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