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Seth Juarez

@sethjuarez.com
3.6K followers 487 following 60 posts

I work in AI at Microsoft and GitHub. I like Machine Learning and the hot Mexican tamarind candy. Married to the beautiful Riva Juarez.

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Seth Juarez @sethjuarez.com · 28/09/2026
A model only emits text. Shape it like a function call and you get tool use. It returns { name: "book_flight", ... }. Your runtime calls the real book_flight(). The model just made text; the booking happened in your code. sethjuarez.com/posts/models...
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Seth Juarez @sethjuarez.com · 21/09/2026
A model only hands your code text. Force it into a shape your program can read. Ask for a small structure, not prose. { destination, date, time }. It reads a messy sentence and hands back named fields your code acts on. sethjuarez.com/posts/models...
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Seth Juarez @sethjuarez.com · 18/09/2026
A model that browses is still just guessing the next token. The whole art of "agentic" is arranging the world around that guesser so its output means something to a program. Next up, shapes code can trust. sethjuarez.com/posts/how-th...
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Seth Juarez @sethjuarez.com · 15/09/2026
The smallest bridge from a model to your code is one word. Make it answer BOOK or CANCEL, nothing else. Now `if reply == "BOOK"` works. A paragraph of intent becomes one token your code can branch on. The seed of tool use. sethjuarez.com/posts/models...
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Seth Juarez @sethjuarez.com · 14/09/2026
Not as new as the hype sounds. Shannon played a guessing game with language in 1951, and Rosenblatt built the perceptron in 1957. Same nudge toward less wrong. We finally got the scale to make it sing. sethjuarez.com/posts/how-th...
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Seth Juarez @sethjuarez.com · 11/09/2026
The thing AI is actually good for, at least for me: a rough first draft I get to argue with. I do better work when something pushes back. sethjuarez.com/posts/scribb...
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Seth Juarez @sethjuarez.com · 09/09/2026
The thesis. A model has no agency. Agency is intent plus action. A model can turn your words into intent, a word or a structure. What it can't do is act. It emits tokens and stops. The doing happens in the runtime. sethjuarez.com/posts/models...
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Seth Juarez @sethjuarez.com · 08/09/2026
How LLMs learn, in one breath. Feed it the internet, hide the next word, let it guess, check how wrong it was, nudge it less wrong. Do that a few trillion times. Grammar and reasoning just fall out the side. sethjuarez.com/posts/how-th...
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Seth Juarez @sethjuarez.com · 07/09/2026
The Luddites weren't anti-technology. It started as a labor movement, workers defending their trade, serious enough that Lord Byron spoke for them in Parliament. We remember it wrong. sethjuarez.com/posts/scribb...
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Seth Juarez @sethjuarez.com · 04/09/2026
How does a next-token guesser write paragraphs? A loop. Guess a token, glue it on, feed it back, guess again, until it hits a "done" token. That's autoregression, the engine under every chatbot you've used. sethjuarez.com/posts/how-th...
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Seth Juarez @sethjuarez.com · 03/09/2026
Post two is up. The model doesn't have agency. It just emits tokens. The agent does, because the agent is the model plus a runtime. Watch the handoff happen, one shape at a time. sethjuarez.com/posts/models...
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Seth Juarez @sethjuarez.com · 01/09/2026
"Just learn a new skill" is what we tell people about AI now. Someone handed wool workers the same line in 1786, as machines took their jobs. They weren't impressed either. sethjuarez.com/posts/scribb...
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Seth Juarez @sethjuarez.com · 31/08/2026
A language model does exactly one thing. It guesses the next token. Not the answer, the next token, then it stops. Everything we call "agentic" is scaffolding around that one move. Still amazes me it works. sethjuarez.com/posts/how-th...
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Seth Juarez @sethjuarez.com · 28/08/2026
Found a petition from 1786 begging Parliament to ban a machine for killing jobs. Swap in "AI" and it's eerily close to today's headlines. We've been doing this for 240 years. sethjuarez.com/posts/scribb...
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Seth Juarez @sethjuarez.com · 26/08/2026
New series on how AI agents actually work, starting from the plumbing instead of the demos. Post one climbs all the way down to the one dumb thing a model actually does. It guesses the next word. sethjuarez.com/posts/how-th...
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Seth Juarez @sethjuarez.com · 24/08/2026
The first industrial revolution made muscle cheap. This one is making thinking cheap. Still not convinced that's the bad news everyone assumes it is. sethjuarez.com/posts/scribb...
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Seth Juarez @sethjuarez.com · 20/08/2026
I haven't written anything in about six years, so naturally I came back with a rant about 240 years of people trying to ban machines. anyway, new post. sethjuarez.com/posts/scribb...
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Seth Juarez @sethjuarez.com · 05/05/2026
Cinco de Mayo on a Taco Tuesday. The stars have aligned on this, the most beautiful of days. Take a moment to bask in the gloriousness of what today means and how it can shape your life moving forward.
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Seth Juarez @sethjuarez.com · 23/04/2026
In an effort to start writing things down again, I took a baby step and wrote down a bunch of ideas of things I might turn into posts. What should I write about next? sethjuarez.com/ideas/
sethjuarez.com
Ideas - Seth Juarez
Vote on what I should write about next!
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Seth Juarez @sethjuarez.com · 09/12/2025
Duolingo needs to chill out
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Seth Juarez @sethjuarez.com · 16/08/2025
компромат
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Seth Juarez @sethjuarez.com · 21/07/2025
This.
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Reposted by Seth Juarez
Richard Campbell @richcampbell.bsky.social · 03/07/2025
Ready for a great explanation of agentic AI? @SethJuarez.com talks on .NET Rocks at www.dotnetrocks.com/details/1957 about what's actually going on under the hood - and how you can take advantage of it!
dotnetrocks.com
.NET Rocks!
.NET Rocks! is a weekly talk show for anyone interested in programming on the Microsoft .NET platform. The shows range from introductory information to hardcore geekiness.
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Seth Juarez @sethjuarez.com · 23/11/2024
I have ideas!!
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Reposted by Seth Juarez
Sarah Young @sarahyo.com · 17/11/2024
Ignite hosts assemble! (Hurry up @donasarkar.bsky.social ) @karuana.bsky.social @sethjuarez.com #MSIgnite
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Seth Juarez @sethjuarez.com · 06/11/2024
?
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Seth Juarez @sethjuarez.com · 23/10/2024
Deleted the Twitter app - what a cesspool it’s become…
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Seth Juarez @sethjuarez.com · 23/09/2023
I think about the Roman Empire every day
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Seth Juarez @sethjuarez.com · 08/08/2023
Bluesky is great but this bothers the heck out of me
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Seth Juarez @sethjuarez.com · 09/05/2023
If you're wondering....
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Seth Juarez @sethjuarez.com · 07/05/2023
who has an AI question?
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Seth Juarez @sethjuarez.com · 03/05/2023
Hey friends! I did a thing on prompt engineering: www.youtube.com/watch?v=2sEujkZ79E4
youtube.com
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Seth Juarez @sethjuarez.com · 01/05/2023
As promised - here's the code I showed during the #AIShow that gets into the basics of prompt engineering: github.com/sethjuarez/storechat Feel free to shoot me any questions!
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Seth Juarez @sethjuarez.com · 01/05/2023
Hey friends! I'm doing a live show about how ChatGPT works and some prompt engineering basics! Come heckle me! (Starts in 20m): www.youtube.com/watch?v=2sEujkZ79E4
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Seth Juarez @sethjuarez.com · 28/04/2023
Holy - so excited - today is a code stuff all day kind of day!!!!!!!!
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Seth Juarez @sethjuarez.com · 26/04/2023
Hi new friends! It have two jobs - I work at Microsoft and GitHub on Artificial Intelligence (currently working with Large Language Models like ChatGPT) - happy to be helpful to folks!
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Reposted by Seth Juarez
Web Witch 🔮 Stephanie Stimac @seaotta.dev · 24/04/2023
If you’ve got any leads for PM roles in the developer tools or design tools space…I’m looking. My company was not immune to the current tech climate and I’m feeling a bit of whiplash having relocated less than 4 months ago. Was not expecting this today.
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Seth Juarez @sethjuarez.com · 24/04/2023
It's like all the people I love learning from are in a place that doesn't have a "do you smell that????" vibe
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Seth Juarez @sethjuarez.com · 23/04/2023
Seeing so many of my peeps here is amazing.
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Seth Juarez @sethjuarez.com · 23/04/2023
👋
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