tev1: Open-weight, Jev-inspired decision model finetuned on top of Qwen3.5 4B

by togethercomputer · AI Tool · ★ 248

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 59/100

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.

Quick Facts

Stars248
Forks30
LanguagePython
CategoryAI Tool
LicenseMIT
Quality Score59/100
Open Issues1
Last Updated2026-10-22
Created2026-09-23
Platformspython
Est. Tokens~14k

About tev1

tev1-4B-experimental We fine-tuned Qwen3.5-4B on Together AI to make decisions: give it context, a question, and 2–24 options, and it returns one answer letter. We're calling it tev1-4B-experimental. This repo contains the data recipe, training example, and saved results so you can fine-tune your own decision model.

Compatible Skills

These tools work well together with tev1 for enhanced workflows:

  • awesome-jev — semantic(0.31)+complementary+same_lang+similar_pop+shared_platform (61%)

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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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