work

What I look at

How I see it

I work from public surfaces: registries, DNS and certificate records, archived pages, ad libraries and public posts.

Where it helps, I engage first-hand. Products marketed to Canadians get bought and run on honeypots, so I can watch what they actually do. Scam operations get drawn into long conversations with bots, which wastes their time and shows how they run.

AI red teaming

The same habit, pointed at AI products: I test what an LLM feature will actually do when someone asks it the question it was told never to answer. Case in point: Kali GPT. Hire me for it through Upwork.

Where it goes

Some of the research becomes public. Most of it goes privately to the people who can act on it. See outputs.

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