Science

Software & automation

Research engines built local-first, tested and open.

Our scientific tools are small engines: a transcription pipeline, a standards reasoner, a web walker, a render engine. Each runs on a laptop or a home server, has tests, and leaves a receipt.

Local-first engines

Tools that run on the owner's hardware with no cloud dependency.

  • Home server and private network
  • Same answer every run

Courteous web walkers

Reading manufacturer and distributor sites slowly and openly.

  • Product page capture
  • Acquisition record

Tests, receipts & releases

Every engine proves itself before it ships.

  • Website stand-up pipeline
  • Self-test receipts