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
Laya turns any text into typed decisions in milliseconds, on your own machine. Here is what it does, and 1048 projects people built with it.
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?
choiceHow urgent is this?
scoreDoes the customer threaten to cancel or leave?
yes / noDecided in 30.7 ms · 3 typed answers · one forward pass
Real outputs from Laya, not a mock-up. Run it yourself →
Seen on X this month
All demos →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→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 ->
jev + opus 5.5... i simply can't comprehend why everyone isn't building this yet. in my workflow, this cut costs and time by ~80%. i think it's one of the best ways to use it. → pick relevant project notes before loading the context → route suitable tasks to a faster worker → choose a recovery path when a tool fails → run focused checks before the full test suite opus handles the hard reasoning. jev picks from options the harness prepares and validates. i explain how to build the decision layer in the article below:
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 👇
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→
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.
laya-plane-battle
wjw1-Evan
A browser-based plane battle game uses a local Laya model to make real-time gameplay decisions
loop.laya.btc
thomasperdana
An autonomous BTC/USD trading system combines Laya decisions with market-making and directional strategies
IC-Laya-Standalone
humandebri
A Rust implementation runs Laya checkpoints for inference in Internet Computer canisters
laya-classifier-finetuning
sallout
Fine-tunes Laya for custom text classifiers and optionally exports models to Core ML
laya-document-classifier
AshutoshKY
A local web app uses Laya for zero-shot classification of documents and uploaded files
jev-vs-laya-dino
RodolfoBonis
A Chrome Dino game demo compares Jev and Laya on gameplay, latency, cost, and performance
laya-stock-analysis-agent
sandeepj15
A stock analysis pipeline uses Laya to screen setups before Gemini synthesizes trade alerts
laya-system1-snake
Kamandlou
A terminal Snake game uses Laya MLX to choose moves from structured game-state features
laya-browser-use-skill
xnetsc
A portable decision skill bundles a local Laya model with a WebGPU runtime and browser adapter
jev-laya-case-study
Takuakira
A controlled case study compares Jev and Laya decision responses as repair costs change
Jev-Laya-Use-Cases-
majidansari786
Examples demonstrate Laya for classification, routing, scoring, and structured workflow decisions
morning-agent
shauryajain07
A macOS morning briefing CLI uses local Laya-MLX for typed decisions
finetuning-laya-for-browser-agents
kp-algomaster
Code, datasets, and evaluations fine-tune Laya for structured browser automation decisions
custom-voice-activator
M47HIS
Provides local macOS voice dictation and desktop control with Laya decisions
frontdoor
debojitroy
Screens messages with Laya inference, specialization experiments, and reproducible evaluations
local-ai-tetris
jaredjlg2
Runs local Tetris games with Laya and other AI models making inspectable decisions
CatalogMesh
debojitroy
Maps supplier catalog products to marketplace categories using Laya inference
hekla-spjall
Hekla-dev
A Chrome side panel pairs on-device Gemma text generation with local Laya decisions
Decision-Models-Are-Not-Calculators
AnthusAI
A preregistered study compares Jev, Kev, and Laya on fair-die predictions
jev-mcp
nik1tsyganov
MCP stdio servers expose TypeSafe Jev and a separate local Laya decision model
chess-system-one
aalekhpatel07
A chess frontend lets users play against decision models including Laya
jev-decision-layer
qualixar
A decision layer routes coding-agent tasks through Jev with optional local Laya
decision-model-eval
relevan-dev
An evaluation compares Laya, Jev, and Claude on search-index configuration decisions
flickering-sign
tienef
An autonomous-agent experiment combines Laya decisions with an LLM and simulated brain systems