「Jev ではなくて無料の仕分けAI」 をアップロードしました。
www.youtube.com/watch?v=3vPw...

「Jev ではなくて無料の仕分けAI」 をアップロードしました。
www.youtube.com/watch?v=3vPw...
Run System One models locally with Spring AI! In this recipe, see how Nimble and Laya deliver fast, focused AI judgments without a general-purpose LLM.
OpenAI released their own implementation of a decision endpoint to match Jev. The difference with Laya is running it on device so there is no network latency. With the Go port it has even less latency.
What would you do with it? #laya #system1model
Can we use a System One model in the browser? I tested Laya, an open Jev alternative:
• 330–480 MB first load, then 2–5 s
• ~0.4 s per call on CPU, 0.13–0.21 s on GPU
• 7–14× slower in background Chrome tabs
Jev's open-source alternative Laya-MLX runs on Apple Silicon with 1GB RAM and 7ms decisions. Could local decision models replace cloud LLMs for structured tasks?
#Jev #Laya #LayaMLX #AppleSilicon #LLMs
pythonlibraries.substack.com/p/jev-open-s...
With all this hype around #Jev and open source derivatives like #Laya I wanted to see how these kinds of decision models would work in Agentic Workflows with #LangChain4j. (tl;dr it's pretty intuitive!)
And yes, this project is directly positioned as a Jev-compatible alternative, while being open-source and Apache 2.0 licensed.
#Laya #Jev #AI #LLM #AIAgents #MachineLearning #OpenSource #Python #AIInfrastructure #Developers
System 1 Arcade - An agent plays Tetris, Frogger and Space Invaders and an agent using Laya decides every action.
github.com/brennanMKE/S...
#Jev #Laya #System1
“I Built Non-Autoregressive Decision Models With RL A Year Ago. Then A Frontier Lab Called It A ‘Breakthrough’.”, Nandakishor Mukkunnoth (laya.convaiinnovations.com).
On HN: news.ycombinator.com/item?id=4976...
On Lobsters: lobste.rs/s/kaqsr5/i_b...
it looks like this project might have been the predecessor to #Jev??? github.com/NandhaKishor...
#laya
open-source JEV; KEV:
- github.com/jaredpalmer/...
open-source JEV for #code use-case
- github.com/bespokelabsa...
As a next experiment of mine using Jev, I made this chess playing bot using #jev like open-source model: github.com/mizorewww/la... running locally.
Can play in human-vs-bot and bot-vs-bot mode.
I Built Non-Autoregressive Decision Models with RL a Year Ago https://laya.convaiinnovations.com/
comments #laya.convaiinnovations.com
Interesting alternative to Jev: "Our models run in 32.8 milliseconds on a single GPU (7.2 ms/question batched), making it 6 to 8 times faster than Jev, with full support for over 100 languages" laya.convaiinnovations.com #jev #laya #ai
New on SoulBounce: LAYA Wants To See A Man About A Horse In ‘Yeeha’
🔗 soulbounce.com/2026/09/laya...
#LAYA #Yeeha #SoulBounce #BlackSky #BlackMusicSky #MusicSky #RnBSky