All decision model projects

Pure-Rust Laya inference on candle for CPU, Metal or CUDA, with a CLI and a local web console showing close calls.

CLI and Claude Code skill that turns one typed decision into a fine-tuned, calibrated, evaluated Laya checkpoint you can serve.

Self-hosted Docker service and web console that serves Laya's multilingual model on Jev's /v1/systemone format behind API keys.

Open System One decision model (LoRA on Qwen3.5-4B) that reads typed answers from logits in one pass, with its benchmark harness.

Zero-training toolkit that turns local LLMs and multimodal models into Jev-style decision services via prefill-only scoring.

Open recipe: describe a decision task, have an LLM write training data, and train a Qwen LoRA plus decision head with calibrated outputs.

HTTP server for Mica, a 4B open decision model with 32k context serving yes/no, choice and score in TypeSafe's /v1/systemone format.

TokenRhythm's NeoHorse repo: open 4B/9B agent models plus NeoHorse-Jev-4B, a prefill-only Choice/Noul/Score decision model.

Hugging Face card for NeoHorse-Jev-4B: Apache-2.0 4B decision model for text or image-plus-text, served at /v1/systemone.

Serves the Jev request shape from any OpenAI-compatible endpoint by reading single-letter option probabilities from logprobs.

Ollama-style runtime that pulls System One decision models from Hugging Face and serves them locally behind /v1/systemone.

OneJev: open multimodal System One model (0.8B-27B) answering typed questions about screenshots, photos, video and text in one pass.

Open-Jev: open typed-decision models (2B, 9B, 27B v1.1) returning candidate probabilities without generation, with a no-code workbench.

Open calibrated decision models from 400M to 80B with Jev-compatible server, MCP server and clients, benchmarked against Jev.

OpenJev 1.7B-8B: open decision models distilled for general decisions and browser-agent steps, served behind /v1/systemone.

OpenJev on Hugging Face: open-weights decision model for text, web pages and screenshots with up to 52 options per forward pass.

Jev- and OpenAI-Decisions-compatible System One server on DiffusionGemma 26B-A4B, also serving Laya, Clef and other open models.

Local Jev-compatible API on a Mac: Qwen via llama.cpp/Metal reads one output token per question for text and image decisions.

Native Swift port of OpenJev: a Jev-compatible /v1/systemone server on Apple Silicon Macs and libraries for on-device iPhone decisions.

Open Thai and English System One model: Qwen3.5-0.8B with a 256-way slot-softmax head, served with a /v1/systemone-compatible API.

Jev-style choice-plus-probabilities from GLM-5.3-Flash in one forward pass, in Edgeless Systems' confidential-computing API.

Family of open decision models from 153M to 31B that pick one option per question with calibrated probabilities in the /v1/systemone shape.

GGUF-native Rust and CUDA engine tuned for cold starts, with a system1 command that scores candidate answers in one forward pass.

Open, local Jev-style server on llama.cpp that returns typed decisions from a fine-tuned Spark-X2.5-4B without generating tokens.

Local Jev-compatible /v1/systemone server that reads typed answers from the logits of any MLX or OpenAI-compatible model, no training.

Standard Thinking's Apache-2.0 3B and 8B decision models on Ministral 3 that score bounded answers via /v1/systemone, with vision.

Rust server on candle that serves open decision models like Laya and Clef behind a System One-compatible API with dynamic batching.

Runs Laya System 1 models on a Mac's GPU in Rust with custom Metal kernels, serving the same /v1/systemone API as laya serve.

Open 596M and 4B decision models that answer Choice, Score and Noul in one pass locally, with calibrated confidence for escalation.

Apache-2.0 118M multilingual decision model for Choice, Score and Noul on the System One API, with conformal abstain.