NorthWoods Sentinel
Tools, essays, and systems thinking on AI, human performance, and the infrastructure between your brain and your work.
Essays
Long-form writing on creativity, systems, and transformation
FlowLabs
Tools for people who think with AI. Voice fidelity, cognitive instrumentation.
Systems
Technical thinking, architecture, and cybersecurity insights
Media
Video content, talks, and multimedia exploration
Work With Me
AI seed kit extraction, voice fidelity, personal search engines, memoir pipelines
Recent Writing
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Three Wheels and a Governor: What a Fresh AI Actually Needs to Know You
I tested the seed-kit claim on myself this morning. The curve doesn't bend where I thought. And the framework that came out the other side isn't synchronization — it's governance. Research-in-progress, published before the graph.
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I Designed a Security Dashboard with My Body
What happens when a pentester with a TBI, ADHD, and an AI partner stops thinking and starts feeling — and ends up building the best work of his career.
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Your AI Has an Accent You Didn't Choose
A new study proves what I found building a personal AI for a Finnish user: every model defaults to American. The research caught up. The tools haven't.
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The Calendar Reminder That Changed Everything
I didn't start with a strategy. I started because I was drowning. Eight months later, the thing that began as a calendar reminder is becoming something I couldn't have imagined.
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I Spent Six Months Teaching AI Who I Am. Here's the Shortcut.
The progression from talking to AI to building AI that knows you, and why I'm packaging the painful part so you can skip it.