
Research Worth Reading - Week 33, 2026
Ruby gadgets, an AI-found Artifactory hack, and the AI pipeline as both tool and target
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Ruby gadgets, an AI-found Artifactory hack, and the AI pipeline as both tool and target

AI as a research partner, not a replacement.

Join me next Tuesday for the first edition of The Bug Club.

Reward hacking, shrinking harnesses, LLM-first SAST and agents that cheat.

The agents are playing Prison Break this week. We also have two very cool exploit chains and a question I keep coming back to: is AI going to make exploit chains more complex?

This week’s research is mostly about how AI changes the economics of vulnerability research by taking on the grunt work, exploring more paths and making it cheaper to keep digging long after the first

This week is less about whether AI can find vulnerabilities and more about what happens when you give it enough time, context and infrastructure to keep looking.
This week feels like Cyber AI builder galore.

It looks like this week’s theme is complexity...

This is why we can’t have nice things...