LOOPS · DETERMINISTIC RESISTANCE

Call BS
on what your AI produces.

Deterministic resistance: a check that reads your AI's output, finds the exact thing that is wrong, and never writes anything itself. Stubborn, tireless, the same every run - the one counterparty your AI can't charm into agreeing. Checks that work on the same kind of thing share one surface. Six surfaces, by what you are making.

• TEXT · writing.doloop.io

Writing

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 →
• DOCUMENTS · documents.doloop.io

Extraction

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.

Open the document surface →
• CODE · code.doloop.io

Code

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 →
• WEBSITE · doloop.io/website

Website

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 loop.

Why a dumb check?

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.

HARDWORKING

It does the dull work

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.

STAYS THE LINE

Same path, every time

Sure-footed and plodding. That is determinism, made literal: it doesn't get bored, doesn't improvise, doesn't have an off day.

STUBBORN

It won't budge

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.