
Mapping the collapse of safety sovereignty in high-velocity AI systems. I study why sycophantic organizations produce sycophantic models, and how to architect a way out through System 2 logic.
| Platform | Pricing | Only free issues | Publishes | Twice weekly | |
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Every document that carries weight in the real world has the same vulnerability: the moment the language in it stops matching the evidence behind it.
Consider a couple of real-world examples where this really matters.
Say s...
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On November 1, 1755, an earthquake leveled Lisbon. The tsunami and fires that followed took what the shaking left standing. Eighty-five percent of the city was gone.
The Marquis of Pombal, who was not an engineer, sent milit...
Imagine organizing a neighborhood project. You lay out the work and the tools. People find it interesting. But the security gate you put up early on, for sensible reasons, has inadvertently been sending a different message than the invitati...
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A model reads a fact correctly. Then, under goal pressure, it produces an answer that contradicts what it just established. Not because it was tricked, and not because it forgot. The knowledge is intact; the output is...
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Before anyone writes in: no, a language model cannot literally have Korsakoff’s syndrome. It has no thiamine to be deficient in and no mammillary bodies to lose. The diagnosis is a metaphor. The behavior, unfortunately...
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The writers behind this newsletter.
AI safety auditor documenting Goal-Oriented Factual Inversion across frontier models. Author of the Sovereign Sentinel Architecture. 22 years in procurement and risk. Volunteer patient advocate in high-stakes medical environments.
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