One thing becoming increasingly obvious while testing AI systems:

AI can simulate trust surprisingly well.

One thing becoming increasingly clear while testing AI systems:

O

ne thing becoming increasingly clear while testing AI systems:

One pattern we keep seeing while testing AI systems:

Many failures don t happen through traditional exploits.

One thing we ve noticed while testing AI systems:

Confidence is often mistaken for correctness.

A system can:

sound certain

Tested an AI system with conflicting instructions.

It didn t fail.

Serious question for builders here:

Are you actively testing your AI systems for adversarial inputs?

Or mostly:

build test deploy

We ran a security test on an AI system.

AI security tools exist.

But most aren t built for developers.

Here s the problem

We spent some time looking at existing AI security tools while building in this space.

There s a lot of strong work already out there.

But when you look closely, most tools fall into a few patterns:

Research-focused tools