· Field NotesApril 28, 2026

The AI that breaks into your systems before attackers do

PentAGI is an open-source AI agent that runs full security tests on your systems autonomously — no specialist required to set it in motion.

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What it is

PentAGI is a piece of software that acts like a team of security professionals working through the night. You point it at a system — your website, your internal tools, your infrastructure — and it tries to find the weak spots. Methodically. Automatically. Without someone sitting at a keyboard guiding it.

It uses a team of AI sub-agents: one researches, one writes whatever small scripts are needed, one actually runs the tests. They coordinate, share findings, and build up a picture of what's vulnerable.

What makes it genuinely interesting is its memory. It keeps notes across sessions — so over time it gets better at recognising patterns. "This kind of target responded to this kind of test before." That's not something most security tools do.

Why a business owner should care

Hiring someone to do a proper penetration test costs anywhere from €2,000 to €20,000, and most small businesses skip it entirely. That's understandable — but it leaves real gaps.

This won't replace a senior security expert for anything critical. But for a small team that wants a first honest look at their own vulnerabilities, it's a serious option worth knowing about.

It's already been pulled from Docker (a standard way to run software) over 50,000 times in a short period. That's not a hobby project.

Words worth knowing

Penetration test — A controlled, authorised attempt to break into your own systems. Like hiring a locksmith to test your locks before a burglar does.

Docker — A way to run software in a contained box on your computer or server. Nothing it does affects the rest of your machine.

Knowledge graph — A way of storing information so that connections between things are remembered, not just the facts themselves.

Open-source — The code is public. Anyone can read it, use it, and check that it does what it says.


If you have a developer or a technical co-founder, ask them to take a look at pentagi.us. Even just reading what it reports back can tell you something useful about your own infrastructure.

Check it out →

Written by David at AC0.AI. Follow on @ac0hero

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