Training
Three degrees, one line of work
Security, data and research, in that order. Each one is a lens the next one needed.
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Cybersecurity
Master of Arts in Cybersecurity
How systems break, who breaks them, and what holding the line actually costs. It is why every agent on the show is built with the attacker in the room.
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Data analysis and machine learning
Master of Business Administration, Data Analysis and Machine Learning
What the data can tell you, what a model can do with it, and whether it pays. The business case for an automation is settled before the first node is placed.
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AI misalignment · Expected 2027
Doctor of Business Administration
AI misalignment, and predicting it: the signals that show an agent drifting from what it was asked to do, caught early enough to act on.
Now
Current work
Agents in production by day, agents on camera by night, and the research that keeps both honest.
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Product
Security product manager
Building production AI agents inside a security product. Scoping what an agent may touch, proving it stays there, and shipping it.
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The show
Inside the AI
Weekly episodes: builds in n8n and Claude Code, repo reviews, and breakdowns of the incidents shaping AI security. Workflows and templates for members on Patreon.
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Research
Predicting AI misalignment
Doctoral work on when AI agents drift from what they were asked to do, and on models that forecast it before the damage rather than explain it after. Expected 2027.
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Shipping
Models and products
BLACKOUT, the offline survival AI, is the first model out of the control room. GrantLaunch finds and writes grants; LitTrace maps citations for doctoral researchers.
The builds, the breakdowns and the research, every week.