Calibration GitHub Repositories (2026) · Open Source Tools

Non-autoregressive System 1 decision engine. Typed choice, score and yes/no decisions over any text in a single forward pass, in 100+ languages, with a router that picks the right checkpoint per request.

🚀🚀 A multimodal System One decision model that gives calibrated answers to typed questions about screens, photos, video and text in one forward pass.

JevK5: open-weight alternative to TypeSafe Jev. Typed decisions with probabilities in one forward pass; Apache-2.0 weights and code.

Unofficial skill that teaches coding agents to build with TypeSafe AI's Jev: typed decisions, calibrated confidence, and prior art from 150+ community projects.

Full-weight Qwen decision model with calibrated probabilities, training code, REST API, and playground.

Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)

Open decision models from 0.8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. Engine for vLLM, llama.cpp and MLX.

Run open decision models locally: pull and serve Laya, decider, NLI and GLiClass behind a TypeSafe-compatible API. Ollama for decision models.

Full-color flat FDM printing with calibrated filament layer mixing. Reproduce image colors and tonal detail, fine-tune local recipes, and export slicer-ready 3MF files.

[Public preview] Externally scored agentic ML research benchmark: 60 tasks, real competition ground truth. Open protocol, operated evaluation.

Proteomics search software with integrated calibration, PTM discovery, bottom-up, top-down and LFQ capabilities

Remove ads from the Google TV / Android TV home screen and speed the TV up over ADB, no root. Claude Code skill: debloat, clean launcher, picture and sound calibration, YouTube throttling bypass. One command undoes every change.