ConvAI Innovations· Released Sep 18
Open-source (Apache 2.0) non-autoregressive System 1 decision engine from ConvAI Innovations. It returns typed choice, score and yes/no answers with calibrated probabilities in one forward pass of about 33 ms, across 100+ languages, as an open-weights counterpart to TypeSafe AI's closed Jev.
Validated Core ML ports of all Laya checkpoints. One short multilingual decision in 4.98 ms P50 on M3 Max with ANE FP16, at 2.78x better energy per decision than MLX FP16.
Repo · 1.6K stars
The port announcement: Laya on MLX, under 1 GB RAM, choosing the snake’s next move 60 times a second on a local M3 Max.
Build · 14.1K likes
Atomic.chat ran Laya on a 16 GB MacBook Air against Jev over the API on a Grok-built Tetris. Local won on speed: 11x faster decisions.
Build · 6.2K likes
Video by AI WITH Rithesh covering Laya: Laya Is INSANE… Open-Source AI Just Challenged Jev!. Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 73.6K views
Viraj Bhartiya wired both models into the Chrome T-Rex game: Laya local on MLX, Jev over the API, same track and physics, side-by-side latency. Code in virajbhartiya/laya-vs-jev.
Build · 1.8K likes
A port of the jev-ultrafast browser agent that decides with local laya-mlx instead of the hosted Jev API, covering DOM snapshot, executor and safety checks. Runs free on Apple Silicon.
Repo · 247 stars
Video by RUNTIME. covering Laya: Open-Source Jev? Install Laya Locally + 3 Useful Demos. Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 50.2K views
Swift package that reads a form in a running Mac app through the Accessibility API, asks an on-device model what belongs in each field, and types it in. ~1 ms per decision.
Repo · 235 stars
Video by Nick Automates covering Laya: Laya is a Free and Opensource alternative to Jev AI but faster. Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 27.5K views
FluidInference ported Laya to CoreML with 99.5% of ops running on the ANE and benchmarked it at 3.7 ms per decision on an M5 Pro.
Build · 1.3K likes
Video by Tonbi's AI Garage covering Laya: Laya: Fine-tuning the Open Jev-style Decision Model on Skill Routing. Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 22.9K views
Video by Automate with Marc | AI Automation covering Laya: Beginner's Guide to Laya (Free Jev) Local Run on Your Laptop (Claude). Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 12.3K views
Video by Singularity Feed | AI Models , Agents & Robotics covering Laya: I Tested Laya: An Open-Source JEV Alternative. Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 17.8K views
Video by Kev Builds Apps covering Laya: Open-Source JEV AI is HERE! Install Laya Locally in 5 Minutes. Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 17.7K views
Video by Data Science in your pocket covering Laya: Laya : Bye TypeSafe Jev AI . Part of the early wave of tutorials and head-to-head tests after the open release.
Video · 16.5K views
Ggml-based C++ runtime for all three checkpoints. Native tokenization, decision heads and JSON output; optimized FP16/BF16 CUDA on RTX with FP32 accumulation, plus Vulkan.
Repo · 119 stars
Openlayer's library packs every eval for a trace into one decision request: tool choice, grounding, scope, injection, PHI. Runs on Jev, or on Kev or Laya locally on a Mac.
Repo · 102 stars
