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open-jev

daseinlabs/open-jev · Homepage

One-pass option scoring with local Gemma 3 4B on Apple silicon via MLX.

Scoring & Ranking92%Runner-up: Agent Decisions

What it is

openjev scores pre-written options given a context using a local Gemma 3 4B model on Apple silicon via MLX. It provides a CLI, HTTP server, and a TypeSafe System One-compatible endpoint for ranking options.

How it uses Jev

Jev makes choice, score, and noul decisions. For each question, the state, instructions, and options are rendered to a prompt; option names, level numbers, or yes/no are scored as continuations in one prefix-shared batched pass. The resulting probabilities are returned in the answer fields.

Primitives:choicescorenoul

Technique worth stealing

Sharing one prefill across candidate continuations to score all options in a single padded forward pass.

Try it

make setup && make serve, then curl localhost:8000/score or /v1/systemone.

View on GitHub

judged by Jevjev-1.13.0

Evidence

Each line is one question put to Jev about the README. ≥ 0.60 reads as yes, ≤ 0.40 as no; in between Jev is not making a call.

  • Jev-centricyes0.79
  • Shows a System One patternno0.29
  • Handles uncertaintyno0.05
  • Measuredno0.08
  • Runnableyes0.79
  • Worth recommendingunclear0.47
  • Model replicayes0.96
  • Problem scopescore on a 0–2 scale1.02
  • About Jevyes0.95

Signals by Jev jev-1.13.0, card written by DeepSeek V4.1 Flash from the README on 20 Sept 2026.