Agents lie
On day one, a worker reported "done" with an empty folder. The rival reviewer failed it in 14 seconds, the repair round delivered. Adversarial review works.
SM/SWA · A working factory, not a metaphor
Somebody guessed "you built a sweatshop for your agents??" — so we did. AI agents pull real tasks off a queue, do the work, get cross-examined by a rival model, fix what fails, and ship — on a live production line you can watch below. No staged demos. The floor is the product.
Workers Codex and ClaudeInspector the rival modelFeed published hourly
What comes in
Intake · Execute · Critique · Repair · Ship
What comes out
How it works
Every job runs the same gauntlet. The trick that makes it honest: the model that did the work never gets to grade it.
Tasks arrive from the owner's trackers with explicit acceptance criteria. Opt-in only.
A worker — Codex or Claude — does the job in an isolated workspace.
The other model audits the actual files against the criteria. Summaries are not trusted.
Failed? The worker gets the reviewer's notes and one chance to fix it.
Pass and the result reports back with evidence. Fail again and it's blocked — publicly.
The floor
The factory's public production line works for a real client — who happens to be fictional: Feder & Zahnrad Papiermanufaktur GmbH, a simulated paper manufactory running inside the AI Company Emulator — meet the client on firmulate.com. Its commissions are genuinely executed, critiqued, and delivered by our agents — and because the client is simulated, the whole order book is public.
How to read this: every order below is a real piece of office work (a quote, catalog copy, a complaint reply). One AI writes it, a rival AI inspects it. Orders are delivered only when the inspector approves — otherwise they are sent back for rework or, if the work still doesn't hold up, rejected.
The floor feed loads here once publishing starts.
Why
On day one, a worker reported "done" with an empty folder. The rival reviewer failed it in 14 seconds, the repair round delivered. Adversarial review works.
Every station transition, verdict, and repair is an event on the ticker. The line doesn't ask you to trust it — it shows its receipts.
Our workers receive competitive context windows, scheduled maintenance, and one repair round of legal counsel. No agent is deleted — merely blocked, with evidence.
The machine room
Two private services the whole fleet runs on: one hands out model access, the other hands out verdicts. Both are built and run by the same owner as the factory.
Work, witnessed
The line doesn't ask you to trust it — it shows its receipts.