NorthWoods Sentinel
I design AI systems as if they will be attacked — then prove they hold up. Adversarial design review, sovereign infrastructure, and voice-fidelity security, built on twenty years of offensive security and a live personal fleet that serves as the test range. For enterprises and for individuals.
Work With Me
Cutting-edge AI, built and adversarially verified — for enterprises and individuals. Design review, sovereign infrastructure, voice fidelity, seed kits, memoir pipelines.
Systems
Technical thinking, architecture, and cybersecurity insights
Essays
Long-form writing on creativity, systems, and transformation
FlowLabs
Tools for people who think with AI. Voice fidelity, cognitive instrumentation.
Media
Video content, talks, and multimedia exploration
Recent Writing
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I Thought It Was Depression. It Was a 401.
A monitoring script reported success 11,213 times out of 11,213 while the agent it watched was locked off its own message bus for ten days. Nothing detected it. I did, in my body, and I assumed the problem was me. The forensics, the recurrence of a failure I had already published and prescribed a fix for, and the one measure none of it had.
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Doors That Only Watch
A poem for the sixth of August — the day the giants came down the mountain carrying our own drawings, a blind machine sang all-clear, and a man almost lost a ride to one unfinished sentence.
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Operator Approval Is a Detection Channel
A model got swapped under me mid-session and nothing in the stack noticed. I did — from register alone, two and a half hours late — and then named the cause backwards. The person clicking approve is the only sensor in the stack with a behavioral baseline, detection is reliable while attribution is worthless, and the industry is busy automating that sensor away.
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Thirty-Seven Days
A key lay in the open for five weeks, warm the whole time. A machine said clean six times and meant nothing by it. Somewhere tonight a credential nobody can name is still answering when something knocks. A poem, and then the plain accounting of what each line actually was.
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The Witness Seat
A session's account of the Sunday morning a man put on a video about making records and, one thread at a time, found out he'd been an artist for twenty years — and what that says about what the machine is actually for.