One deterministic loop for every kind of thing your AI makes. It reads the output and shows you what it is, checks it the same way every run, and keeps the rules you confirm as your own. Not another AI grading an AI - a tool you can read and reproduce. Loops that work on the same kind of thing share one surface. Six surfaces, by what you are making.
The surface for anything your AI writes. Two checks: one catches slop, filler, and insider jargon; the other catches dead prose - flat cadence, power words, hedging.
Open the writing surface →
The surface for pulling data out of documents. One check:
WYSIWYD catches the numbers an AI invents when it reads a PDF, by tying every
cell back to the page. Live today.
The surface for the code your AI writes. The check reads your whole codebase, infers the conventions it already keeps, and blocks a commit only where a change breaks one, with the line and the rule. Live today.
Open the code surface → Legacy modernization →The surface for your own site. The check reads every page, infers your site's own header, navigation, and voice, and flags every page that drifts. We ran it on this site first. Live today.
Open the website surface →Each surface is the one doloop machine pointed at that kind of work: connect your own AI and the checks run inside a deterministic acceptance loop. Building agent loops?.
Because it's everything the LLM isn't. The model is the clever one, and clever is exactly what makes it cut corners, improvise, and make things up when it gets bored. You'd never want your adversary to be clever: clever can be reasoned with, flattered, gamed. A deterministic check can't.
A dumb check hauls the load the smart one won't stoop to: the tedious, exact checking, every line, every time. No part of the job is beneath it.
Sure-footed and plodding. That is determinism, made literal: it doesn't get bored, doesn't improvise, doesn't have an off day.
Stubborn by construction. The one counterparty your AI can't charm, bluff, or talk into agreeing. It holds the standard because it is too stubborn to be talked out of it.
You bring the genius; we bring the resistance machine that won't let it get away with anything.
Routes you to a real doloop page, asks when your question is ambiguous, or tells you when there is no answer. No model runs on the answer path, so it cannot invent one.