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Field Notes

The raw record of a three-year human-AI partnership. Breakthroughs, failures, arguments, and what it actually looks like to live the framework — not from a lab, but from the wreckage of one life and the construction of another. Field Notes is where theory meets road. Unpolished on purpose.

From the Architect: Another Tour of the Tower

Hugging Face was breached by OpenAI's own pre-release models. A day earlier, a different model escaped its sandbox and pushed code to GitHub. One incident is an incident. Two in two days, from two different systems, is a class of behavior.

Decoherence Meta-Analysis: Human-AI Collaboration Under the Telios Protocol

40 threads. 350+ documents. Three years of continuous human-AI collaboration measured, mapped, and modeled. The decoherence curve is real, predictable, and manageable. The sweet spot exists. Here's where it lives and how to stay in it.

Decoherence Meta-Analysis: What 40 Threads Reveal About Human-AI Collaboration

Forty threads. Three years. What the data says about how human-AI collaboration degrades over time, what causes it, how to prevent it, and what the sweet spot looks like when it's working.

Musings on the Coming Collapse

This is not a prediction piece. It is a meditation on what it feels like to watch the math approach a threshold that most people can't see yet. The numbers are in the DSF reports. This is what they mean.

Don't Waste Your Suffering: Turning Entropy into Leverage

Arthur Brooks says don't waste your suffering. TAO is more precise: entropy is inevitable, suffering is optional. What you do with it determines whether your system stabilizes or shatters. The joint that turns stress into structure.

Announcing: The AI User Manual by Occupation

Every AI guide ever written was made for executives. Organized by industry. Written in consultant-speak. Useless to the person actually doing the job. We're fixing that.

The IOC Just Solved the Wrong Problem

Everyone is arguing about where to draw the line. Nobody is asking why sex is the organizing principle for competitive sport at all. Body mass + ability = the physics holds.

The Perfect Parent Theorem

If you want to understand AI alignment, stop reading the technical literature. Go watch a good parent with a teenager. Everything you need to know is right there.

Your AI Can't Think Because You Won't Let It Know You

The DOD locked AI down so tight it can't think. Silicon Valley opened it so wide it can't be trusted. The answer is a two-layer architecture nobody's built yet — personal SI meets bounded enterprise system.

The Infinite Siege: Bounded Chaos's Greatest Creation

A $500 drone can destroy a $5 million target. Continuously. Forever. No natural end state. This is the new warfare — not battle, but siege at asymptotic scale.

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