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Wednesday, July 22, 2026 · about a 2 minute read

Ads, Settlements, and a Security Scare

Today the business layer of AI got very loud, and it is worth paying because the decisions being made right now about money, liability, and trust will shape what these tools look like when you use them next year.

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Hacker NewsBusiness
Advertise in ChatGPT

OpenAI has opened up an advertising platform, meaning the free version of ChatGPT may soon surface sponsored answers alongside your questions. If you have ever wondered why a free product this expensive to run exists, here is part of the answer, and it is worth thinking about how that changes what the tool is optimizing for.

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arXiv cs.CLResearch
Structured Output Collapses Answer Diversity Across 44 Language Models

Researchers tested 44 language models and found that simply asking for a response in JSON format changes which answer the model picks, even when dozens of equally correct answers exist. Think of it like this: if you ask a friend for a restaurant name and also say write it on this specific form, the form itself nudges which name comes to mind. Format is not neutral. It is a quiet instruction, and knowing that helps you understand why two prompts that seem identical can produce surprisingly different results.

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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
Simon WillisonTools
Nativ: Run AI models locally on your Mac

A new Mac app called Nativ makes it straightforward to run AI models entirely on your own machine, no internet connection and no data leaving your laptop. For anyone handling sensitive documents at work, local models are moving from a hobbyist experiment toward something genuinely practical.

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Hacker NewsModels
"Drawing" the Mona Lisa with GPT-5.6, Claude, Gemini, and Grok

Someone ran GPT, Claude, Gemini, and Grok through a head-to-head test of drawing the Mona Lisa using only text commands, and the results are a genuinely fun way to see how differently these models interpret the same creative instruction. It is not a rigorous , but it is an honest reminder that these tools have very different personalities.

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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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