Vol. I · No. 25THU, MAY 14, 2026
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Transferable Physics-Informed Representations via Closed-Form Head Adaptation

Physics-informed neural networks (PINNs) have garnered significant interest for their potential in solving partial differential equations (PDEs) that govern a wide range of physical phenomena. By incorporating physical laws into the learning process, PINN models have demonstrated the ability to learn physical outcomes reasonably well. However, current PINN approaches struggle to predict or solve new PDEs effectively when there is a lack of training examples, indicating they do not generalize well to unseen problem instances. In this paper, we present a transferable learning approach for PINNs...

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Did claude just change their token window to be 5h from exactly when you start?

Usually the Claude session window always starts and ends on the full hour but today I just noticed it's not matching up with the full hour. Another small change is they removed the refresh button from their UI so you can't see your real-time usage without refreshing the whole page. Is this happening for everyone else? Are they changing some things about their usage limits?

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THE PEOPLE DO NOT YEARN FOR AUTOMATION

Today on Decoder, I want to lay out an idea that’s been banging around my head for weeks now as we’ve been reporting on AI and having conversations here on this show. I’ve been calling it software brain, and it’s a particular way of seeing the world that fits everything into algorithms, databases and loops — software. Software brain is powerful stuff. It’s a way of thinking that basically created our modern world. Marc Andreessen, the literal embodiment of software brain, called it in 2011 when he wrote the piece “Why software is eating the world” as an op-ed in The Wall Street Journal. But s...

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