laya-mlx plays Snake at 60 decisions per second on an M3 Max
介绍比Jev快50倍，在你设备上跑的laya-mlx! 只在你的设备上占用最高1G内存 Laya是一个开源的类似于Jev的,基于文本输出概率的分类系统 我将其移植到MLX,并且做了一些性能优化! 视频中就是这个模型在我的本地M3Max上玩贪吃蛇 这个模型能够以每秒决策60次的速度玩贪吃蛇！
Project: laya-mlx→The Laya project directory
Everything the world is building on Laya.
Laya turns any text into typed decisions in milliseconds, on your own machine. Here is what it does, and 952 projects people built with it.
real run · laya-mlx
Input text
“Hi, we were billed twice for March. Please refund the duplicate today or we will cancel our plan.”
laya-mlx · 146 input tokens · 0 output tokens
Which team should handle this ticket?
choice✓ billing98%
technical1%
sales1%
How urgent is this?
scorenot urgent4%
soon15%
✓ blocking81%
Does the customer threaten to cancel or leave?
yes / no✓ yes84%
no16%
Decided in 30.7 ms · 3 typed answers · one forward pass
Real outputs from Laya, not a mock-up. Run it yourself →
- Projects
- 952
- New this week
- 952
- Platforms
- 18
Seen on X this month
All demos →
Local Laya beats Jev at Tetris on a MacBook Air
Local Laya moggs Jev at @grok 4.7-built Tetris 🧩 An open-weights System One model called Laya, beat cloud-based Jev at playing Tetris by making decisions 11 times faster, running locally on a 16GB MacBook Air! Run AI models locally ->
Laya plays Tetris locally with decisions in about 27 milliseconds
This is NOT Jev. Open source. Runs on your laptop. Decides in ~27 ms, about 200× faster than waiting on a hosted LLM. Here it is playing Tetris by itself 👇
laya-coreml runs 99.5% of operations on ANE at 3.7 ms per decision
Thanks for the model, we were able to port Laya to coreml with 99.5% of the ops on ANE + benchmarked too. it is now blazing fast with 3.7 ms per decision on an M5 Pro. Release: Models:
Project: FluidUse→
Kaggle notebook fine-tunes Laya for typed decisions
Asking everyone to fine tune Just use any kinda agentic harness like claude code, codex etc. Change the code and use free kaggle GPUs to train your own use cases. Base model has limitations
Project: laya→
A profile tells the story of Laya creator Nandakishor M
He comes from a small village in Kasaragod, Kerala. In 2016, he was selected for IISER Mohali but couldn't afford to make the move. He eventually studied engineering at Government College of Engineering, Kannur. Last week he released Laya, an open-source AI model that challenged TypeSafe’s Jev on speed and on published decision-making scores. This is the story of Nandakishor M and how he built Laya.
Directory
+ Submit yoursF
laya-coreml
FluidInference
A Core ML conversion of Laya Multilingual for inference on Apple devices
262·HF model
arbiter
0xBakeer
Serves Laya and other typed-decision models locally with a Jev-compatible API
30·GitHub repo
laya-vs-jev-arena
PromptEngineer48
Pits locally run Laya against Jev in Snake and fighting games
30·GitHub repo
laya-jev-GraphRAG
bodepudimuneendra-netizen
Builds graph-based retrieval pipelines with swappable local Laya and cloud Jev decisions
29·GitHub repo
stuntd
bladedevoff
Learns typed decision heads on a frozen Laya encoder and serves them through Jev- and OpenAI-compatible APIs
27·GitHub repo
hermes-nerve
keeltrace
Adds typed decision oversight and tool gating to Hermes agents using Jev or self-hosted Laya
25·GitHub repo
ollaya
ollaya-dev
Pulls and serves local decision models, including Laya, through a TypeSafe-compatible API
24·GitHub repo
laya-mps
afshinm
Runs Laya typed-decision inference locally on Apple Silicon using Metal Performance Shaders
22·GitHub repo
layaForWeb
vishalmysore
Runs a quantized ONNX version of the Laya decision model entirely in the browser
18·GitHub repo
lev
jlt-commons
Implements a typed decision engine using Laya checkpoints and GGUF chat models
17·GitHub repo
laya-goish
centillex-labs
Runs Laya GGUF models in a Rust HTTP server for structured text decisions
16·GitHub repo
M
laya-GGUF
mys
Compiles the English Laya decision model into GGUF files using ggmlc
4k·HF model
laya_ex
ChristianAlexander
Provides a native Nx and Bumblebee runtime for ConvAI Innovations' Laya model
15·GitHub repo
ruby-laya
codenamev
Provides a Ruby port of Laya with typed decisions, checkpoint routing, and ONNX Runtime inference
15·GitHub repo
laya-drift
pythongiant
Monitors opencode sessions for semantic drift using Laya typed-decision probes
14·GitHub repo
C
laya-browser
cklxx
Fine-tunes Laya as a browser-agent decision head for web navigation
13·HF model
M
laya-onnx
Mattepiu
Exports a fine-tuned Laya decision model to ONNX for Python and Node.js inference
12·HF model
A
laya-multilingual-mlx
aac6fef
Converts the multilingual Laya decision model to MLX for Apple silicon
12·HF model
edgejev
yzfly
Exports, quantizes, and serves Laya and other Jev-style models for offline CPU inference
11·GitHub repo
open-jev-laya
killkli
Runs Laya multilingual ONNX inference in browser-based decision demos
11·GitHub repo
laya-browser-agent
ChenneyZhuang
Runs Laya locally to provide typed decisions for browser agents
10·GitHub repo
ComfyUI-Laya
jtydhr88
Routes ComfyUI workflows using typed decisions from the Laya model
10·GitHub repo
laya-openvino
rupeshs
Adds an OpenVINO inference backend and serving support for Laya checkpoints
10·GitHub repo
WechatVibe
tswawa
Analyzes WeChat conversations for intent, emotion, and participant profiles using Laya models
10·GitHub repo