Typed judgment tools for MCP agents. TypeSafe's Jev model as verify, screen, find, classify, rerank, decide, compare, extract, review, gate, and score: the model judges, policy decides auto, review, or escalate.
Open reproduction of TypeSafe Jev: a 150M typed decision engine (noul/choice/score in one non-autoregressive pass, calibrated confidence). 0.697 vs Jev's 0.727, 2.5x better calibrated, 4x faster, free. Trains on a Colab T4 in 30 min.
An agent skill to discover TypeSafe Jev opportunities, design typed questions, and learn from recent community experiments.
Self-evolving cognitive decision engine & TypeSafe Jev alternative. Deliberative decision flywheel ('explore first, crystallize later' System 2β1) with 100% option-order invariance. Typed probabilistic API (Choice, Noul, Score) for Open LLMs, Laya (ModernBERT), & commercial Jev with calibrated logprobs and adaptive safety guards.
Evidence-backed knowledge graph construction with typed Jev relation decisions
Nerve is a supervisory nervous system for Hermes agents, adding typed System One decisions, ranking, verification, token-aware oversight, and an opt-in tool gate powered by TypeSafe Jev or Open Source Laya
Typed JSON inference with DiffusionGemma, with Every and Jev benchmark results
Open, calibrated, single-pass typed-decision models (4B & 27B) for finance and trading
Open replica of TypeSafe's Jev: typed calibrated decisions in one forward pass, on Gemma 4 E2B / Gemma 3 270M (Modal)
Typed Python SDK integration patterns for configured clients, streaming, image inputs, video polling, errors, and provider boundary design.
Open, calibrated System 1 decision models: typed choice / score / yes-no answers with a probability for every option. 400M to 80B; CPU, NVIDIA, Apple Silicon, LM Studio, Ollama and vLLM.
Provider-neutral, user-controlled research workflow core with typed artifacts and deterministic validators
Unofficial PoC: a BERT-style encoder decision engine behind a typed-decision (noul / choice / score) HTTP API. Not affiliated with TypeSafe.
Typed decisions from frozen Gemma-4-12B-it: one-token option-letter readout over stock vLLM 0.30.0 (JevBench package)
ComfyUI custom nodes for Anima Native Reference V2 E180 two-reference generation.
Ask an open vision-language model typed questions about an image and get probabilities back, on your own machine.
离线ε―η¨ηζ¬ε°η±»εεε³ηοΌ4 ζ Έ CPU ει’ 15.6msγLocal & offline Jev / System One inference on CPU β ONNX + INT8, no torch at runtime. ζ―ζ laya / kev / PlayJev
MoJev: typed, calibrated decisions in one forward pass.
Python compatible client guide for Argolink text and image APIs using base URL configuration, typed requests, authentication, errors, and supported capabilities.
DuplexJev-32B and DuplexJev-4B: speech decision models for full-duplex voice agents. Typed single-token readout from a frozen speech LLM, served with vLLM. Try it: api.adventists.cn/duplexjev
SIA β the Omarchy Brain: a persistent, associative, self-consolidating memory for your Linux desktop. Local embeddings, typed knowledge graph, deterministic cognitive core, outcome learning with an audited judge, mission-control cockpit, MCP for every agent.
Local typed decisions, chat and vision with Winnow-12B and llama.cpp
A tiny jev-like model that answers Choice, Score and Noul questions in one forward pass and returns calibrated probabilities. MLX or PyTorch, fully offline, System One compatible.
Typed long-term memory for AI agents. One core, an MCP server, and a Hermes plugin.
Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.
Unofficial study: Jev-style parallel typed decisions on stock 1.5B-8B models on an Apple Silicon laptop. Benchmarks, research notes, and a Hugging Face Space demo.
MCP server for TypeSafe Jev: typed classify, score, check, match and screen for any agent, with confidence on every answer