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snake-arena-jev-vs-llms

angelgalvisc/snake-arena-jev-vs-llms

Jev vs six LLMs: decisions per minute and cost in Snake.

Evaluation & Benchmarking69%Runner-up: Game & Simulation

What it is

A benchmark racing Jev, TypeSafe's System One decision model, against six general-purpose LLMs on Snake. Each player gets sixty seconds and its own board; the repo measures decisions per minute and cost per point.

How it uses Jev

Jev answers Choice questions about the Snake board state, returning the option, a probability per option, and a confidence. The chosen option is the move. The repo also uses output_shape.py to probe how output tokens scale with question shape.

Primitives:choice

Technique worth stealing

Fix the answer space in the question so output size is constant and no parsing is needed.

Try it

python race.py --seed 1 --seconds 60 --lineup jev,haiku,opus,luna,sol,kimi-fast,kimi --out race_seven.jsonl

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-centricunclear0.46
  • Shows a System One patternyes0.82
  • Handles uncertaintyno0.04
  • Measuredno0.10
  • Runnableno0.06
  • Worth recommendingno0.21
  • Model replicano0.10
  • Problem scopescore on a 0–2 scale0.86
  • About Jevyes0.97

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