jevbench: six classifiers compared, calibration included
Jev against GPT-5-mini, Claude Sonnet 5, fine-tuned DistilBERT, BART NLI and Laya on SST-2, AG News and more, reporting accuracy, macro-F1, ECE, latency, throughput and cost.
BUILDS
113 builds made with System One models.
Agents, routers, scorers and games — built on models that decide. Every entry links to the models it uses, so you can pull the same one and start from there.
63 builds · page 1 of 3
laya-zh-eval: Chinese skill routing across all three checkpoints
Twenty real Chinese requests on every checkpoint, measuring accuracy, latency and whether the model's confidence drops when it is wrong.
Laya Unity: decisions for game AI in Unity
A Unity-native client for local Laya servers and compatible endpoints: game state goes in, typed choices and scores come out.
PacmanLocalJev: the stock 322M Laya plays Pac-Man on Windows
A native Windows demo on CUDA or CPU showing live probabilities, chosen moves, inference timing and how often the planner stepped in.
Before You Send: tone, formality and conflict risk while you type
A local prototype that reads a draft and updates three signals live — tone as a choice, formality as a 1–5 score and the risk it starts a fight — in 40–110 ms per check.
Chat Seek: find old coding-agent conversations from VS Code
Describe a past Claude Code, Codex or OpenCode session in plain words; Chat Seek searches the local histories and reranks the matches with Laya.
Moroccan Darija sentiment: Jev vs self-hosted Laya
A reproducible zero-shot benchmark on informal Darija reviews written in both Arabic script and Arabizi.
Chinese workplace-chat classification: Jev 64/64, Laya 20/64
A frozen benchmark of synthetic Feishu scenarios with fixed inputs, prompts and labels. Laya answered in 151 ms against Jev's 253 ms but got far fewer right.
Fine-tune Laya on free Kaggle GPUs
Laya's author recommends fine-tuning for real use cases and shares a 2×T4 Kaggle notebook that any agentic coding tool can adapt.
FluidUse: on-device computer use for Mac apps
A Swift package that reads forms in running Mac apps through the Accessibility API and decides what to fill with Laya on the Neural Engine, around 1 ms per decision.
IOCArena: threat-intel classification with System One models
A self-hosted console that runs VirusTotal lookups for IPs, domains and file hashes through Jev, Von or Laya and scores the models against each other.
Japanese business judgment: Jev 97.6 vs Laya 36.9
Forty questions on automotive, embedded, enterprise software and product decisions, three trials each, published with expected answers, raw responses and an HTML report.
Fine-tuned Laya vs Jev: Banking77 from 51.3% to 79.4%
Matched-budget fine-tunes on Banking77 and five more public tasks — prompt injection, SMS spam, emotion and request routing — with about 1,000 examples each.
Ranking Danish job listings with multilingual Laya
Collects vacancies from jobnet.dk and jobindex.dk, filters them against a candidate profile and ranks the matches locally.
kevala: Laya in any web page with Rust, WebAssembly and WebGPU
A zero-dependency Rust runtime compiled to Wasm with WebGPU kernels; one import loads a pinned int8 model and nothing leaves the browser tab.
laya-browser-agent: local decisions for browser automation
Give it a numbered list of the page's controls and it picks the action and target — a drop-in for jev-ultrafast tooling that needs no screenshots.
laya-go: a Go server, agent CLI and MCP bridge
One process serves the model API and an admin UI; agents ask for decisions over MCP, HTTP or the CLI and act on the top choice.
Laya on a simulated home energy system: fast, not the winner
Four controllers ran the same minutes of a Swedish house. Laya with a safety clip cut the bill, but a tariff-aware energy manager did better; p95 was 179 ms per decision.
Laya Serve: a macOS menu-bar server for n8n
A Homebrew-installed menu-bar app exposing an OpenAI-compatible endpoint, so n8n's Text Classifier gets Laya decisions in about 40 ms.
laya-mcp (PerryLink): a hardened MCP sidecar for Laya
Adds a token-budget preflight that reports what would be truncated, a persistent calibration store and structured output to a warm MCP and HTTP server.
Play Gomoku against Laya-MLX
A local 15×15 Gomoku game: you play black, and every white move is one Laya choice among up to six candidate points.
Laya MLX Swift: Laya inside a native macOS app
A Swift library on Apple MLX with no Python or helper process: download the weights once, then call predict with choice questions.
Laya MPS: decisions on a Mac GPU through PyTorch Metal
Runs the checkpoint on Metal Performance Shaders at about 32 ms median and 2.1 GiB of memory on an M5 Pro.
Laya Router Skill for coding agents
An Agent Skill and MCP tool that gives Codex, Claude Code, OpenCode and Pi a local decision capability for routing work.
Many of the first builds here were collected by madewithlaya.com. Every entry links to its creator’s own post, repository or site.