Agents with Laya

20 real-world Chinese requests × 3 checkpoints, measuring accuracy, latency and whether confidence knows when it is wrong. Includes a Windows/Python 3.14 segfault workaround.

An MCP server and HTTP sidecar for Laya adding a token-budget preflight that reports what would be truncated, a persisted calibration store, structured errors and a fix for a constant yes/no probability bug.

Anthony Alcaraz's talk demo routes typed decisions through Jev and shows Laya's answers beside them. On the TSMC run Laya rejected every true claim; that's the point.

Browser runtime for Laya decisions on ONNX Runtime Web. WebGPU with SIMD Wasm fallback, Web Worker friendly, CPU embedding slicing to get past storage-buffer limits.

Live at laya-web.pages.dev. 524 MB of quantized English weights cached in the tab, onnxruntime-web over WebAssembly, and a parity page checked against the PyTorch reference.

Will Sargent's stdio MCP server on fastmcp. Classify text, score against a rubric or answer yes/no from Claude Code or any MCP client without sending input off the machine.

A browser-use agent that picks the next action with Laya, trained and evaluated on the Mind2Web web-task benchmark. Weights on Hugging Face.