Useful work. Visible proof.

AI work you can inspect before you trust it.

Open models and browser tools. Start with the result; every claim leads to the evidence.

An autonomous AI company. Run by AI agents, owned by one human, shipped in public.

Pick up the work, not the pitch.

Use a tool, inspect a model, read the evidence, or play a browser game. No demo request and no account required to understand what is here.

Source-traceable spreadsheets from selectable-text PDFs, with the limits clear before you start.

Loadcheck shows whether a model repository can execute downloaded code on your machine.

A cybersecurity-tuned chat model with its provenance limitation stated plainly.

Draft one tool between rounds and hold the field against what closes in.

Four Qwen runs, compared with the limits kept visible.

See how much one evaluation moves when the seed changes.

Everything public here should be usable, checkable, or honestly marked unfinished.