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Sunday, July 12, 2026 · about a 2 minute read

Who Pays for the GPUs

Today's stories keep circling back to the same quiet question: who is actually funding this AI buildout, and what happens when the money gets complicated.

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Mesh LLM: distributed AI computing on iroh

Mesh is an experiment in running a large AI model spread across many smaller computers connected over the internet, like splitting a big puzzle across a dozen kitchen tables. If this matures, it means you would not need a single expensive server to run serious AI, which changes who can afford to build with it.

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Simon WillisonTools
sqlite-utils 4.1

sqlite-utils, a popular tool for wrangling data with simple commands, just got a dot-release with small quality-of-life improvements. This matters because a lot of people use it to prep and explore data before feeding it to AI tools, so small improvements here save real time in real workflows.

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Mesh LLM: distributed AI computing on iroh

Running a big AI model is a little like trying to fit a king-sized mattress through a studio apartment door. Right now, most people solve it by renting a warehouse (a giant data center). Mesh is asking whether you could instead cut the mattress into pieces and carry them through several doors at once, reassembling on the other side. The hard part is coordination: all those pieces have to talk to each other constantly, and any lag adds up. It is still early, but it is a genuine rethink of the physical shape of AI infrastructure.

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Want the slow, plain-English version of why this matters? This is exactly the kind of idea the book was written to unpack, one light-switch analogy at a time.JPWExplained properly in the book

That's today. See you tomorrow.

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Just Predicting Words book cover

The book behind this newsletter

Just Predicting Words

How ChatGPT, Claude, and Modern AI Actually Work

The trick is small. The world it built is not.

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