Local runtimes and serving with decision models

Browser arena where local Laya and hosted Jev race in Snake and fight in a Mortal-Kombat-style game, with every move a real decision.

Minimal FastAPI server exposing a /v1/systemone endpoint for Jev-style typed questions, with only run instructions documented.

Chrome T-Rex game where local Laya on MLX and hosted Jev choose moves side by side, with latency charts and crash replays.

Browser-only Jev-style decisions in Chinese or English using a zero-shot NLI model on ONNX Runtime Web, with honest limits.

Reads candidate logits from existing MLX-LM/VLM models on Apple Silicon to map state and a request to an allowed action.

Open System One-style playground: send state plus typed choice, score and noul questions to any of four backends via a UI or API.

Turns any local LLM into a Jev-style engine via masked-logit softmax, or proxies OpenAI-compatible APIs or Jev; includes a chat crush radar.

Single-script CLI and library for NLI classification and multiple-choice reranking with the AlexWortega/openjev Qwen3.5-4B cross-encoder.

Browser Pac-Man race comparing hosted Jev and self-hosted Laya choosing routes from the same board state, after code removes fatal routes.

Local-first typed decisions for pm-cli project items (triage, dedupe, ask, gate) via System One models, defaulting to Ollama tev1:4b.

Windows desktop gateway wrapping a local Qwen2.5-Coder 1.5B for agent loop-exit, extraction and scan checks plus a /v1/systemone shim.

Terminal UI for typed System One decisions that switches live between local laya on MLX and hosted Jev, logging every run.

Two-tier macOS decision engine: a MiniLM encoder on the Neural Engine decides, escalating unsure cases to Apple's on-device model.

Browser lane-racing demo where Jev, OpenAI Decisions and a local EmbeddingGemma model each choose a lane for the same obstacles.

Self-hosted encoder model giving Jev-compatible choice, score and noul answers in one pass, pitched as a better-calibrated Laya successor.

Open clinical text classifiers (0.8B-9B on Qwen3.5) with labels set at inference time, run locally and compared with Jev 1.13.

11 MB CPU-only model that answers choice, noul and score questions with fitted calibration and no LLM at inference.

Local server (xks) implementing Jev's /v1/systemone contract on an open-weight LLM, accelerated with Xeon Phi cards.

Repository serving CLM-8B, a contrastive System One model behind a TypeSafe-compatible API, aimed at humanoid robot decisions.

Educational C11 library and CLI that turns DiffusionGemma 26B into a CPU-first OpenJev-style decision engine reading candidate logits.

Open-weights Jev-style decision engine on Qwen2.5-1.5B with a decision head and QLoRA, answering Choice, Noul and Score in one pass.

Open 2B browser-agent decision model fine-tuned from MiniCPM5 that serves the System One protocol for jev-ultrafast.

Experimental engine that makes an existing LLM do Jev-like classification and scoring by reusing context and building JSON.

Inference engine for Jev-style decision models using segmented forwards with prefix reuse, serving the Jev wire contract.

OEV: 184M-parameter decision engine that scores options in one pass, reporting 0.7705 on typed-decisions and 22 ms per question.

Reads typed decisions from one forward pass of PrismML's 1.75-bit Bonsai 27B under llama.cpp, using the OpenJev/SemIf logit method.

Open JEV: local bilingual (English/Chinese) choice and binary decisions read from a frozen Qwen3-4B's next-token label distribution.

Java (llama.cpp via FFM) and Python engines that fill boolean/enum JSON schemas in two forward passes with per-field confidence.

Jev-class decision server on an RWKV-7 1B checkpoint that reads typed answers from a constrained softmax behind /v1/systemone.

Input layout optimizer that reorders rows and fields so a prefix-caching decision model judges every record in a big table faster.