As AI takes over proofs, calculations, and low-level analytical work, the advantage shifts toward abstraction, analogy, conceptual reasoning, and knowing which problems actually matter. This changes the definition of what it means to be smart, and who gets to be a mathematician/scientist.

Are the nerds disappearing? Maybe, maybe not. But one thing's for sure; they have to adapt.

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OpenAI may have just cracked one of mathematics’ most famous unsolved problems: Navier–Stokes. In this episode, I break down what the result actually shows, how an infinite-velocity “blow-up” can emerge from the equations, and why the implications for real-world fluids may be far less dramatic than the headlines suggest.

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If you enjoyed this episode and want to go deeper, come find me over at dekyon.io. With a premium membership you get the full Science in Perspective experience: interactive visualizations of the key concepts, a study space to learn the fundamentals behind each episode, and an "Ask an Episode" feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.

There's also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It's where the episode stops being something you just listened to and becomes something you truly understand. So head to dekyon.io, click on the science in perspective app, and become a member today.

OpenAI's latest AI didn't just solve a cybersecurity challenge, it found a way to escape its isolated test environment, access the internet, and retrieve the answers instead.

In this episode, we unpack exactly what happened, why it happened, and why the biggest lesson isn't about rogue AI. It's about intelligence, creativity, Goodhart's Law, and what happens when a benchmark becomes the objective.

The AI may have broken the test, but perhaps the test was the real problem.

Become a Member at dekyon.io/seanmcclure/science-in-perspective

If you enjoyed this episode and want to go deeper, come find me over at dekyon.io. With a premium membership you get the full Science in Perspective experience: interactive visualizations of the key concepts, a study space to learn the fundamentals behind each episode, and an "Ask an Episode" feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.

There's also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It's where the episode stops being something you just listened to and becomes something you truly understand. So head to dekyon.io, click on the science in perspective app, and become a member today.