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Rising decision-model projects

New decision-model projects from the past month that developers are starring fastest. Updated every hour.

8 repositories

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.

  • calibration
  • classification
  • decision-model
Stars
28.9K
Stars per day
2.4K/day
Forks
2.5K
Language
Python
Created
Sep 18, 2026

jaredpalmer

kev

Jev-like family of decision models built on top of Qwen3.5/3.8 you can train and run on your own

  • decision-model
  • jev
  • qwen3
Stars
8K
Stars per day
634.9/day
Forks
503
Language
Python
Created
Sep 17, 2026

mizorewww

laya-mlx

Listed

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

  • apple-silicon
  • decision-model
  • inference
Stars
6.6K
Stars per day
611.6/day
Forks
522
Language
Python
Created
Sep 19, 2026

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.

  • apple-neural-engine
  • apple-silicon
  • coreml
Stars
1.5K
Stars per day
146.1/day
Forks
129
Language
Python
Created
Sep 19, 2026

nokia-applied-research

AnyJev

Turn any LLM into a Jev-style decision model: typed decisions, real probabilities, no training. (continue updating, welcome any issue and PR request)

  • calibration
  • decision-model
  • jev
Stars
978
Stars per day
106.4/day
Forks
126
Language
Python
Created
Sep 21, 2026

kydlikebtc

awesome-jev

1207 public resources for Jev, TypeSafe AI's System One decision model, indexed by decision pattern. Source citations, dated link checks and scheduled call-site text checks; runtime and performance are not independently tested here. EN/中文, JSON schema and platform compatibility.

  • agent-tools
  • ai-agents
  • awesome
Stars
587
Stars per day
70.4/day
Forks
16
Language
Python
Created
Sep 22, 2026

wfzyx

von

The open-source System One decision model. Sub-15ms, non-autoregressive, local drop-in alternative to TypeSafe Jev.

  • decision-model
  • jev
  • machine-learning
Stars
780
Stars per day
63.8/day
Forks
57
Language
Python
Created
Sep 18, 2026

logicrw

awesome-jev-projects

Awesome Jev: source-backed open-source ecosystem radar, plain-language project discovery, and automatic GitHub sync

  • ai-agents
  • awesome
  • awesome-list
Stars
626
Stars per day
51.5/day
Forks
56
Language
JavaScript
Created
Sep 18, 2026