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A playground
for AI models.

We build apps for AI to practice on. Find the weak spots. Try a fix. See if it works.

Let’s talk
An application opened up for inspectionConceptual illustration of a vulnerable application for AI to inspect and repair. A web interface, service and API, and database appear as separated layers. Forms, requests, files, and permissions are reachable surfaces to explore. A highlighted gap illustrates one finding; outcome checks verify system state, evidence, and fixes.TryFindFixCheck the resultAn application opened up for inspectionConceptual illustration of a vulnerable application for AI to inspect and repair. A web interface, service and API, and database appear as separated layers. Forms, requests, files, and permissions are reachable surfaces to explore. A highlighted gap illustrates one finding; outcome checks verify system state, evidence, and fixes.TryFindFixCheck the result

Try. Learn.
Try again.

Let your model explore everything it can reach. We check what happens, so it can learn from each try.

A task, an environment, a learning loopStatic cybersecurity training schematic. An example task, explore reachable inputs and checks, goes to a model. The model acts in an isolated environment containing a shell, a web app, and files. Evidence and the result are checked, then feedback returns to the model.Find the bugModelTryPractice app$ inspectShellWeb appFilesDid it work?Learn. Try again.A task, an environment, a learning loopStatic cybersecurity training schematic. An example task, explore reachable inputs and checks, goes to a model. The model acts in an isolated environment containing a shell, a web app, and files. Evidence and the result are checked, then feedback returns to the model.Find the bugModelTryPractice app$ inspectShellWeb appFilesDid it work?Learn. Try again.
01

Try it.

Explore the app. Find a weak spot.

02

Fix it.

Make a change. Test it again.

03

Learn from it.

See what worked and what didn’t.

Built for your
next model.

Teach it new skills. See where it gets stuck.

Apps with bugs.

A place to practice finding and fixing security flaws.

Results you can check.

Know whether the fix worked and the app still runs.

Before we talk.

Who is this for?

Teams teaching AI to find and fix security flaws.

Can we train and test?

Both. Teach a new skill or see how well your model does.

What should we bring?

A task you want your model to do. That’s enough to start.

What should your
model learn next?

Talk to Nomi