๐Ÿง  Quilt ML โ€” Browser Training Substrate

Browser-native ML training on the substrate. Real gradient descent in your browser. WebGPU โ†’ WebNN โ†’ WASM โ†’ pure JS, falling back through each tier.

๐Ÿ”ฌ Backend Detection Detecting...

WebGPU โ€”
WebNN โ€”
WebAssembly โ€”
Web Workers โ€”
WebGPU Adapter โ€”

๐Ÿ“ˆ Linear Regression

Train y = wยทx + b on synthetic data. Watch loss decrease live.

Awaiting training...

๐Ÿง  XOR Neural Network

Train a 2-4-1 MLP to learn XOR. Should converge with enough epochs.

Awaiting training...

๐ŸŒŠ Navier-Stokes 1D (Burgers)

Solve Burgers' equation in browser. Witness-log every timestep.

Awaiting solve...

๐Ÿ” SAT Solver

Pigeonhole problem on substrate. PHP(n) needs (n+1) pigeons in n holes.

Awaiting solve...

๐Ÿ“œ Witness-log Audit

Real-time tamper-evident log. Every computation appends a hash-chained witness.

No witnesses yet

โš™๏ธ Performance Benchmark

Compare GPU vs CPU for matrix multiply (JEV similarity kernel).

Awaiting...

๐Ÿ’พ Persistence

Save / load substrate state from IndexedDB.

No save yet