02
ARCHIVE 3 PUBLISHED
TOPICS AI SECURITY · OSINT · RED TEAM
Research & Writing
Field Notes from the Frontier
Long-form, technical writing on how systems really break — and how to defend them. Offensive security, AI security, OSINT and digital investigation, explained without the hype.
Vulnerability Research
The Million-Dollar Bit
A mega-bounty is the market's confession of what it considers scarcest. The price is the fear, made legible.
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Vulnerability Research


The Machine Talks Too Much
I spent two months pointing AI at code to find security flaws. It finds vulnerabilities with terrifying ease, almost none of them are real, and the difference isn't in the model.
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Vulnerability Research


The Machine That Reads Code
Inside AI-driven vulnerability discovery — the Carlini Loop, the collapse of the verification bottleneck, and what it changes for the people who hunt bugs.
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