Local runtimes and serving with decision models

Local System One-compatible server that reads option probabilities from a small MLX LLM, with measured calibration.

Rust binary marketed as an offline drop-in for Jev, claiming under 18 ms CPU decisions with an identical REST API.

Swift package for typed decisions (probability, choice, score) over local MLX or Core AI models, Clef decision heads, or the Jev API.

Self-hosted Rust LLM gateway that puts OpenAI, Anthropic and Jev-style /v1/systemone backends behind one endpoint with load balancing.

Rust CLI that sends typed questions to Jev, Cloudflare Clef, Ollama Clef, OpenAI Decisions or other System One providers.

PRAXEON runtime supervisor for autonomous agents: actions are checked by policy, a LAYA or TypeSafe semantic judge, signed and sandboxed.

MCP server, CLI and Claude Code skill with Choice, Score and Noul primitives and a confidence gatekeeper, hosted or offline.

Python wrapper that answers System One and OpenAI Decisions API questions using any OpenAI-compatible chat model.

C++20 library for typed routing, classification and scoring with compile-time enum schemas, local Laya and optional System One.

Open-source, self-hosted System One decision engine (NotJev : Kev) with a Jev-style API on top of Ollama or any OpenAI-compatible model.

Command-line tool for Laya typed decisions with presets, batch streaming, shortlisting, evaluation and a resident daemon.

Laravel-ready PHP SDK for self-hosted Laya that returns typed decisions as PHP enums, ints and bools, with a test fake.

Python client that sends one Choice/Score/Noul request down a fallback chain of hosted and local decision models with confidence gates.

Self-hosted Go gateway for LLMs and decision models that prunes context, and audits and calibrates Jev or open-rlcd decisions.

Local Jev-compatible proxy that records an app's typed decisions, distils a head per decision site on Laya, and answers when confident.

Swift 6 bridge putting System One models behind Apple's Foundation Models API, with Jev, Laya (incl. on-device Core ML), Clef and OpenAI.

Vendor-neutral Python SDK for System One models with one ask(state, questions) contract over hosted APIs or local ONNX.

.NET 10 client for TypeSafe Jev and Jev-compatible Laya servers returning typed Choice, Score and Noul answers.

Community JVM SDK for System One with Java core, Kotlin DSL, Spring Boot and Spring AI; works with Jev and LAYA.

MCP gateway that trims noisy tool output and offers task classification and review advice, splitting work between local Laya and Jev.

.NET 10 client and examples for Ollama's System One decision API, covering ticket classification and tic-tac-toe.

Research preview: Python client and pinned adapters for running System One decision models on your own Modal GPUs.

Rust client, CLI, terminal UI and eval harness for asking System One questions of a local model served on Xeon Phi cards.

Ollama-style single binary that pulls and runs open decision models locally, with a TypeSafe-compatible API and playground.

LM Studio-style desktop app and local server for open Jev-like decision models, with a playground, templates, API and LoRA training.

48-requirement spec and conformance suite for Jev-compatible servers, with a normalising proxy; shows confidence is not portable.

Local, deterministic Rust decision engine reading single-letter answer logits from one llama.cpp pass, wire-compatible with Jev.

Self-hosted Jev-compatible /v1/systemone server using an encoder with decision heads for parallel noul, choice and score answers.

Runs the open LAYA decision model under Bun with native ONNX inference behind a TypeSafe-compatible API, plus an English/Persian playground.

Bulgarian blog categoriser comparing Jev and local Laya on 50 posts, with a small local LLM naming new topics.