Repo · Benchmarks & research
Jev-Style
Small calibrated decision models you run locally, with a systemone-compatible server, agent skills, Claude Code guard, and MCP tools—weights on…
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Small, calibrated decision models on your own machine: systemone-compatible local server, 6 agent skills, Claude Code guard, MCP tools. Weights on Hugging Face.
agent-skillscalibrationclaude-codedecision-modelggufguardrailsjevllm-routinglocal-llmmcpmlxqwen3
How builders describe it
Small calibrated decision models you run locally, with a systemone-compatible server, agent skills, Claude Code guard, and MCP tools—weights on Hugging Face; independent of hosted TypeSafe Jev.
Local Qwen3.5 decision models in 0.8B and 2B sizes with fitted temperatures, systemone-shaped server, playground, guard, MCP tools, and eval harness.
The decision Jev makes
Benchmark questions with known answers, to check accuracy and confidence.
Where it fits
Head-to-head tests, calibration studies and independent research into how well Jev decides, how fast, and at what cost. All 682 benchmarks & research projects →
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