A timeline titled Trust the model the least: my public trail before this weekend. Dated posts: Aug 10, 2025 a local model and a hosted model side by side, fully traced; Mar 28, 2026 evals: the agent says done, did it do anything; May 16 public audit-trail receipts, same receipt frontier or local; Jun 7 your agent said it did the work, I checked the disk; Aug 1 Receipts, Evals and the Loop on adotob.com/receipts; Aug 2 every task replayed on a local model, both graded; Oct 4 grading my own local AI by hand. Then Oct 10, 2026: Satya Nadella, Models as Insider Risks in the Super Intelligence Era.

Trust the Model the Least. I've Been Building That at Home for Months.

BLUF (bottom line up front): This weekend Satya Nadella published Models as Insider Risks in the Super Intelligence Era. His line: “The most trustworthy Super Intelligence system will not be the one with the model we trust most. It will be the one that enables us to trust the model the least.” I agree, and I didn’t have to start this weekend. On my own hardware and my own time I’ve been running that architecture for months, and I’ve been writing it up in public as I went. ...

October 11, 2026 · 9 min · Fabian Williams
A bar chart titled One weekend grading my local AI, by hand. My 3 real questions: 3 pass. 21 trick questions, traps and unknowns: 17 pass, 4 partial, 0 fail. Invented claims: 0 in the 3 real questions, 1 in the 21 trick questions.

Don't Worry About the Terminator. Worry About David.

BLUF (bottom line up front): I’m just starting too. My data has lived in my Obsidian vault, my 2nd brain, for a while, but the practices around it were fragmented. They’re now coming together as a whole, and that whole complements, and at times runs ahead of, what I focus on at work: observability, accountability, governance and ownership. My rule for all of it: if you can’t see it, you can’t observe it; if you can’t observe it, you can’t measure it; if you can’t measure it, you can’t improve on it; and if you can’t improve on it, you get left behind. Qui non proficit deficit. This post is that rule applied to AI: worry less about the Terminator and more about what we teach the machines, share the responsibility with the labs, and own your data. ...

October 4, 2026 · 11 min · Fabian Williams