jevfire: JEV-inspired parallel decisions for CUDA LLMs

by kikoncuo · LLM Plugin · ★ 76

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How to install jevfire

git clone https://github.com/kikoncuo/jevfire.git

Taken from the project's README on GitHub. Check the security audit before running it.

Security audit verdict: SAFE · quality 64/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

cudagame-aiinferencejevllmparallel-decodingstructured-outputvllm

Quick Facts

Stars76
Forks8
LanguageJavaScript
CategoryLLM Plugin
LicenseMIT
Quality Score64/100
Open Issues2
Last Updated2026-09-18
Created2026-09-16
Platformsnode
Est. Tokens~18k

About jevfire

JEVfire assigns typed variables from finite choices, batching independent fields through vLLM for parallel execution and reuse of their shared instruction/context prefix when the engine cache permits it. Inspired by JEV / RLCD, it uses the pretrained model's existing language-model head to score verified single-token labels, maps the winners to allowed values, and assembles JSON in code.

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How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

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