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Wednesday, August 5, 2026 · about a 2 minute read

AI Gets a Bouncer, a Memory Leak, and a Four-Thousand-Year Side Quest

Today's news is really about one question: what happens when the tools get more capable but the guardrails lag behind.

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arXiv cs.CLResearch
Language Models Encode the Contextual Truth of Propositions

A new study found that language models encode whether a statement is true or false as a kind of direction inside their own internal math, like a hidden compass needle pointing toward truth. This matters because it means the model is not always lying when it hallucinates: sometimes it knows the right answer internally but still says the wrong thing out loud, which tells us the problem is in how it converts internal knowledge to words, not just in what it learned.

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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

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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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