Continuum Labs, early access

Is my AI-built app safe to launch?

Not built yet. We are setting this up by hand for a first small group, and this page is how we find out who wants it. There is nothing to buy.

Your app works when you click through it. The question is what happens when a stranger signs up, or when a second customer logs in and can see the first one’s data.

People who fix AI-built apps for a living keep finding the same handful of problems: keys sitting in the code, security that only lives in the screen and not the database, one user able to read another user’s records, and no error tracking, so nobody hears about it until a customer emails.

We are setting up a check that answers this from your repository, not from the outside. It is not a product yet. We are doing it by hand for a first small group.

What we would set up

Two test accounts, and a check that neither can read the other’s data.
Keys and passwords in the repo, in its full history, and in the built front-end bundle that every visitor downloads. This is the one we find most often, so it goes first in the report.
Database rules on every table (for example row-level security on Supabase).
Payment failure webhooks, so a failed charge does not quietly keep the account open.
Error tracking, sign-up email delivery, and a separate staging copy of the app.
A plain pass or fail on each item, and what to fix first.

What people are saying

Posts we read on October 7, 2026. Upvotes as of that day.

“I’ve cleaned up a dozen vibe-coded apps this year. The same 7 problems show up every single time”
r/vibecoding, 1,568 upvotes

“Within 30 minutes I was able to completely break the app.”
r/vibecoding, 462 upvotes

“Lowkey I’d pay 600bucks to hire a dev to fix my vibe coded mess.”
r/vibecoding, 1,091 upvotes

Get early access

Leave your email and we will write to you, by hand, when the first group starts. Tell us what you are running if you want. We read every note.

Who is behind this

Continuum is Matt Turley's studio. We build and look after software for small businesses and founders, and we run our own business on AI agents, which is where these ideas come from. Questions: hello@uxcontinuum.com. Other things we are testing.