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Search: typed-decisions Β· clear

NandhaKishorM / laya

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.

β˜… 34k Python 1d ago
YaoApp / yao

✨ All your agents and workspaces in one place, on every device you own. Track tasks on a board, accessible from desktop, mobile, browser, or API. Self-hosted.

β˜… 8.2k Go 1d ago
mizorewww / laya-mlx

Native MLX runtime for Laya typed decision models β€” 7–14 ms short decisions on M3 Max. No text generation, PyTorch, or cloud API.

β˜… 7.0k Python today
mizorewww / laya-coreml

Local Laya typed decisions on Apple Core ML and Neural Engine. Validated ports, ~5 ms short decisions on M3 Max, reproducible speed and energy benchmarks.

β˜… 1.6k Python today
angel291592 / Intent-Router

Intent compiler for AI agents β€” converges vague requests into typed IntentSpec contracts (probe, ask, or halt before routing), the input layer for routers and typed-decision models like Jev & Laya

β˜… 718 Python today
AnotiaWang / awesome-decision-models

A curated list of decision models (System One / typed decision models): hosted APIs, open-weight models, runtimes, SDKs, applications, benchmarks, and papers.

β˜… 654 Python 2d ago
AbdelStark / awesome-typesafe-jev

Awesome Jev: a source-backed field guide to TypeSafe's System One model, with SDKs, live demos, agent tools, and independent evaluations.

β˜… 598 HTML 1d ago
OmniJev / awesome-jev-gallery

πŸ”₯πŸ”₯ Awesome Jev: open-source models, projects, benchmarks, and independent evaluations for Jev and System One models.

β˜… 508 Python today
Heman10x-NGU / openJev-verdict-2.0

Calibrated 151M Non-Autoregressive Decision Engine beating TypeSafe Jev & Laya on LocalLLaMA/typed-decisions (77.10% acc, 0.0636 Brier, 0.0144 ECE)

β˜… 297 Python 1mo ago
Phocinae / Phocinae-Largha-150M-v1

ζ–‘ζ΅·θ±Ή β€” Phocinae-Largha-150M-v1: a 144.3M bilingual decision model. Tiny model. Big decisions. ε°ζ΅·θ±ΉοΌŒε€§ε†³ζ–­γ€‚

β˜… 215 Python today
allebee / jevk5

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

β˜… 156 Python 22d ago
Shanghua-Gao / RSI-Jev

Typed-decision models (noul / choice / score) trained by a self-improving loop of AI agents β€” checkpoints, the code that produced them, and every version that failed.

β˜… 119 HTML 10d ago
HITsz-TMG / JevEmbed

Meet JevEmbed β€” turn embeddings into decisions. Choose, score, and judge with your choice of embedding model.

β˜… 71 Python 8d ago
bladedevoff / stuntd

Local proxy that learns your app's typed LLM decisions and answers them with a Laya head. Jev and OpenAI compatible.

β˜… 70 Python 9d ago
ikermoel / open-alternative-jev

Open-source alternative to TypeSafe's Jev: a System One style model layer that gives typed, calibrated decisions from any open-weights LLM in one forward pass (HF + vLLM), with honest benchmarks

β˜… 69 Python 25d ago
intikhab49 / open-jev-typed-decision-engine

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.

β˜… 46 Python 14d ago
manjunathshiva / opendecider

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.

β˜… 36 Python 3d ago
yzfly / edgejev

η¦»ηΊΏε―η”¨ηš„ζœ¬εœ°η±»εž‹εŒ–ε†³η­–οΌš4 ζ Έ CPU ε•ι’˜ 15.6ms。Local & offline Jev / System One inference on CPU β€” ONNX + INT8, no torch at runtime. ζ”―ζŒ laya / kev / PlayJev

β˜… 30 Python 29d ago
ankit-aglawe / tinyjev

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.

β˜… 27 Python 19d ago
Jev-Engineering / cookbook

Sixty notebook recipes for typed decisions with Jev: Choice, Noul and Score patterns from a first classification to closed-loop control