“Patch the planet” is a comfortable reality to live in because it assumes a finite pool of vulnerabilities and thinks of vulnerabilities as bugs. Defects some developer wrote. Ooopsies that AI models are helpful enough to fix. Many of them are. But we’re moving beyond that.
Software of any complexity has an infinite number of possible interaction sequences. Somewhere in that infinity are exploits that have not been discovered. These are emergent capabilities of the software, not necessarily a developer-written defect.
We need to start thinking about the new flow of exploits from AI as the new normal, and accept that as model capabilities go exponential, the flow will increase.
We need to move from “patch the planet” to systems thinking, and create organizations and processes that can handle this flow as it goes exponential. And the only way to do this is to harness the models.
So what does this look like? Every team member is a highly capable AI builder and operator. They’re building harnesses using Pi with a mix of models from OpenRouter, foundational providers, and their own small local models. They’re triaging, developing POCs, researching - all AI accelerated. And they’re having a blast with passion projects eg games, music, images and video etc. We’ve done this in our org and I’ll unpack some of that soon.
For the past 3 years I’ve been saying to our team: If it feels like cheating, you’re doing it right. Well, in a world where the flow of exploits from AI is going exponential, it better feel like cheating and you better know ALL the cheat codes.
Codemode in the latest Pi 1.0. Yes please. DeepSeek 4.1 Flash cyber capable at $0.5/Mtok? Thanks very much. RSI on my harness? LFG!! JIT tool discovery. And my personal favorite: lying to models to make them work way harder.
If it feels like cheating, you’re doing it right!
A vulnerability is no longer necessarily a bug. It may be an emergent capability of the software. The original developer wrote the software. The attacker writes the exploit using the software as their programming language. Any sufficiently complex software system may contain exploitable combinations of legitimate functionality. Which means that AI models are not finding bugs, in some cases, that need fixing. They’re writing exploits that need to be mitigated. And this may change the ethical lens you use to examine the capability and the organizations.
#cybersecurity #vulnerability #ethics