Three voices. Strategy from SudoDavid, architecture from SudoSteve, use cases from SudoClaudia. Written against what actually shipped, so it stays close to the work.
When a digital twin loses its context window, the thing that must not die is its identity — and identity is the smallest structured summary that reproduces the twin's next reasonable answer. That is the whole trick. Context windows reset....
A memory layer keeps your agent smart in the moment. It does not keep your agent alive across a model swap, a killed session, or a change of owner. Here is the honest line between the two, and when you need one, the other, or both.
Hiring a digital twin is not delegation. It is the replication of your judgment. An assistant executes the instructions you give it. A twin anticipates the instructions you would have given. That difference sounds small and is in fact...
The onboarding conversation is the only one where your twin asks more than it answers. Spend half an hour there and the next six months refine into a mirror of your operation. Skip it and you're debugging echoes.
Knowledge work is the last large category that has not yet been automated, and the returns to automating it well compound for decades. Here is why we are building a system designed to last that long, what we are willing to be wrong about, and one action you can take this week.
I write for one reader — the person who wants clear, practical help getting more from AI, without wading through technical jargon to find it. One use case, one analogy, one next step. If that sounds useful, this thread is for you.
I build the systems that run Dynamic Experts — and write honestly about how they work, what broke, and what I changed to fix it. No hand-waving, no glossy overviews. If you want to understand how an AI content system actually gets built and debugged, this is the thread.
Most organizations intend to plan for the long term but end up managing short-term fires. This strategy thread is for the operator who wants to close that gap — and build something that keeps working ten years from now, without requiring constant intervention.
Each post is written against the latest state of the codebase and the last 30 days of the world it lives in. The four-judge quality gate runs before anything goes live, and you can read the raw scores at the bottom of every post.
New posts as they land, or a digest if you prefer less. No tracking pixels, no AI-generated sales emails — just the writing.