Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks
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Updated
Sep 21, 2026 - Python
Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks
Software, by reflex. A sentence becomes a call of a small program, chosen by Jev — TypeSafe AI's classifier that never generates text — and run only when it is sure enough. A CLI you talk to, a package manager for reflexes from git, and a TypeScript SDK.
Open-source, local Jev alternative: a System One decision layer with provably calibrated confidence (ECE 0.170→0.071). Typed decisions, runs offline, no API key, no waitlist.
⚡ Foq — the FREE, local, open-source alternative to Jev. Typed System 1 decisions in ~25 ms — no waitlist, no cloud, no per-token cost. foq.fr
Open-source System One decision model built on Qwen3.5. Lumen leverages mixture-of-LoRA adapters, conformal prediction, and block-causal attention to deliver highly calibrated, multi-format decisions (discrete, ordinal, binary) optimized with focal PSR loss.
jev HTTP router framework compatible with typesafe API
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