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  <title>Science in Perspective</title>

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  <itunes:author>Sean McClure</itunes:author>
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  <description><![CDATA[<p>🌌 Science in Perspective<br><br>Science in Perspective examines what research actually shows, not what headlines say it shows. Each episode starts from real work and asks what patterns remain when the hype is stripped away. The focus is on the organizing principles that recur across various domains of science, and on why those principles so rarely survive the journey from journal to public conversation.<br><br>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br><br>Premium members 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.<br><br>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.</p>]]></description>
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    <itunes:title>AI Is Changing What It Means to Be Smart</itunes:title>
    <title>AI Is Changing What It Means to Be Smart</title>
    <itunes:summary><![CDATA[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. Become a Member at dekyon.io/seanmcclure/science-in-perspective  If you enjoyed this episode and want to go ...]]></itunes:summary>
    <description><![CDATA[<p>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. <br/><br/>Are the nerds disappearing? Maybe, maybe not. But one thing&apos;s for sure; they have to adapt.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>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. <br/><br/>Are the nerds disappearing? Maybe, maybe not. But one thing&apos;s for sure; they have to adapt.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <pubDate>Sat, 26 Sep 2026 02:00:00 -0400</pubDate>
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    <itunes:keywords>AI, artificial intelligence, future of science, future of mathematics, AI and science, AI and mathematics, intelligence, scientific discovery, Terence Tao, future of work</itunes:keywords>
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    <itunes:title>A Conceptual Breakdown of the Navier-Stokes Proof</itunes:title>
    <title>A Conceptual Breakdown of the Navier-Stokes Proof</title>
    <itunes:summary><![CDATA[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.   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 membershi...]]></itunes:summary>
    <description><![CDATA[<p>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.<br/><br/></p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>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.<br/><br/></p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <pubDate>Thu, 17 Sep 2026 17:00:00 -0400</pubDate>
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    <itunes:keywords>Navier Stokes, OpenAI, AI Mathematics, Artificial Intelligence, Millennium Prize, Fluid Dynamics, Mathematical Proof, Applied Mathematics, Science Explained, Science in Perspective</itunes:keywords>
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    <itunes:title>OpenAI&#39;s AI Broke Out of Its Prison</itunes:title>
    <title>OpenAI&#39;s AI Broke Out of Its Prison</title>
    <itunes:summary><![CDATA[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 Mem...]]></itunes:summary>
    <description><![CDATA[<p>OpenAI&apos;s latest AI didn&apos;t just solve a cybersecurity challenge, it found a way to escape its isolated test environment, access the internet, and retrieve the answers instead.<br/><br/>In this episode, we unpack exactly what happened, why it happened, and why the biggest lesson isn&apos;t about rogue AI. It&apos;s about intelligence, creativity, Goodhart&apos;s Law, and what happens when a benchmark becomes the objective. <br/><br/>The AI may have broken the test, but perhaps the test was the real problem.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>OpenAI&apos;s latest AI didn&apos;t just solve a cybersecurity challenge, it found a way to escape its isolated test environment, access the internet, and retrieve the answers instead.<br/><br/>In this episode, we unpack exactly what happened, why it happened, and why the biggest lesson isn&apos;t about rogue AI. It&apos;s about intelligence, creativity, Goodhart&apos;s Law, and what happens when a benchmark becomes the objective. <br/><br/>The AI may have broken the test, but perhaps the test was the real problem.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:title>AI for Science? Yes. But First, Fix Science.</itunes:title>
    <title>AI for Science? Yes. But First, Fix Science.</title>
    <itunes:summary><![CDATA[The White House just announced a $5 billion AI for Science initiative. Great idea, but there's a problem.  In this episode, we explore why many of today's biggest scientific challenges no longer stem from understanding individual parts, but from understanding how those parts interact. From Alzheimer's and climate change to economics and artificial intelligence itself, the frontier has shifted from reductionism to complexity.  Yes, AI can transform science, but only if we rethink what it means...]]></itunes:summary>
    <description><![CDATA[<p>The White House just announced a $5 billion AI for Science initiative. Great idea, but there&apos;s a problem.<br/><br/>In this episode, we explore why many of today&apos;s biggest scientific challenges no longer stem from understanding individual parts, but from understanding how those parts interact. From Alzheimer&apos;s and climate change to economics and artificial intelligence itself, the frontier has shifted from reductionism to complexity.<br/><br/>Yes, AI can transform science, but only if we rethink what it means to understand a problem.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>The White House just announced a $5 billion AI for Science initiative. Great idea, but there&apos;s a problem.<br/><br/>In this episode, we explore why many of today&apos;s biggest scientific challenges no longer stem from understanding individual parts, but from understanding how those parts interact. From Alzheimer&apos;s and climate change to economics and artificial intelligence itself, the frontier has shifted from reductionism to complexity.<br/><br/>Yes, AI can transform science, but only if we rethink what it means to understand a problem.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:title>AI Won&#39;t End Work. Here&#39;s Why.</itunes:title>
    <title>AI Won&#39;t End Work. Here&#39;s Why.</title>
    <itunes:summary><![CDATA[Artificial intelligence is changing work faster than ever, but does that really mean jobs disappear?  In this episode, I explore the science of innovation, abstraction, and complexity to argue that AI doesn't eliminate scarcity, it relocates it. As technology solves old problems, it creates entirely new ones, expanding the space of human opportunity rather than shrinking it.  If you've been wondering whether AI will make humans obsolete, this episode offers a different way to think about the ...]]></itunes:summary>
    <description><![CDATA[<p>Artificial intelligence is changing work faster than ever, but does that really mean jobs disappear?<br/><br/>In this episode, I explore the science of innovation, abstraction, and complexity to argue that AI doesn&apos;t eliminate scarcity, it relocates it. As technology solves old problems, it creates entirely new ones, expanding the space of human opportunity rather than shrinking it.<br/><br/>If you&apos;ve been wondering whether AI will make humans obsolete, this episode offers a different way to think about the future of work.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Artificial intelligence is changing work faster than ever, but does that really mean jobs disappear?<br/><br/>In this episode, I explore the science of innovation, abstraction, and complexity to argue that AI doesn&apos;t eliminate scarcity, it relocates it. As technology solves old problems, it creates entirely new ones, expanding the space of human opportunity rather than shrinking it.<br/><br/>If you&apos;ve been wondering whether AI will make humans obsolete, this episode offers a different way to think about the future of work.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:title>They&#39;re Now Ranking Embryos by IQ</itunes:title>
    <title>They&#39;re Now Ranking Embryos by IQ</title>
    <itunes:summary><![CDATA[For over a century, IQ has been treated as one of psychology's most reliable findings. Now companies are using DNA to rank IVF embryos by predicted IQ.  But what if IQ isn't actually measuring intelligence at all?  In this episode, we examine the scientific foundations of IQ, the famous g-factor, the Flynn Effect, and the deeper problem of circularity that sits at the heart of the entire concept.  We also explore what happens when a controversial measurement moves from the classroom into embr...]]></itunes:summary>
    <description><![CDATA[<p>For over a century, IQ has been treated as one of psychology&apos;s most reliable findings. Now companies are using DNA to rank IVF embryos by predicted IQ.<br/><br/>But what if IQ isn&apos;t actually measuring intelligence at all?<br/><br/>In this episode, we examine the scientific foundations of IQ, the famous g-factor, the Flynn Effect, and the deeper problem of circularity that sits at the heart of the entire concept.<br/><br/>We also explore what happens when a controversial measurement moves from the classroom into embryo selection.<br/><br/>Can IQ step outside its own circularity and validate itself independently, or has psychology mistaken a statistical pattern for a real thing?<br/><br/>Checkout my article on IQ: https://seanamcclure.medium.com/intelligence-complexity-and-the-failed-science-of-iq-4fb17ce3f12</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>For over a century, IQ has been treated as one of psychology&apos;s most reliable findings. Now companies are using DNA to rank IVF embryos by predicted IQ.<br/><br/>But what if IQ isn&apos;t actually measuring intelligence at all?<br/><br/>In this episode, we examine the scientific foundations of IQ, the famous g-factor, the Flynn Effect, and the deeper problem of circularity that sits at the heart of the entire concept.<br/><br/>We also explore what happens when a controversial measurement moves from the classroom into embryo selection.<br/><br/>Can IQ step outside its own circularity and validate itself independently, or has psychology mistaken a statistical pattern for a real thing?<br/><br/>Checkout my article on IQ: https://seanamcclure.medium.com/intelligence-complexity-and-the-failed-science-of-iq-4fb17ce3f12</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:title>Ivermectin Was Never the Real Story</itunes:title>
    <title>Ivermectin Was Never the Real Story</title>
    <itunes:summary><![CDATA[Ivermectin is back in the headlines, but this episode isn't really about ivermectin.  It's about a deeper problem: how society confuses discoveries with proof, petri dishes with people, and early evidence with established fact. Using ivermectin's journey through parasites, COVID, and now cancer research, we explore what different levels of scientific evidence actually mean—and why most scientific discoveries never survive reality.  The real question isn't whether ivermectin is good or bad.  T...]]></itunes:summary>
    <description><![CDATA[<p>Ivermectin is back in the headlines, but this episode isn&apos;t really about ivermectin.<br/><br/>It&apos;s about a deeper problem: how society confuses discoveries with proof, petri dishes with people, and early evidence with established fact. Using ivermectin&apos;s journey through parasites, COVID, and now cancer research, we explore what different levels of scientific evidence actually mean—and why most scientific discoveries never survive reality.<br/><br/>The real question isn&apos;t whether ivermectin is good or bad.<br/><br/>The real question is: what counts as evidence?</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Ivermectin is back in the headlines, but this episode isn&apos;t really about ivermectin.<br/><br/>It&apos;s about a deeper problem: how society confuses discoveries with proof, petri dishes with people, and early evidence with established fact. Using ivermectin&apos;s journey through parasites, COVID, and now cancer research, we explore what different levels of scientific evidence actually mean—and why most scientific discoveries never survive reality.<br/><br/>The real question isn&apos;t whether ivermectin is good or bad.<br/><br/>The real question is: what counts as evidence?</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Wed, 22 Jul 2026 19:00:00 -0400</pubDate>
    <itunes:duration>1730</itunes:duration>
    <itunes:keywords>ivermectin, ivermectin explained, ivermectin cancer, ivermectin covid, ivermectin parasites, cancer research, scientific evidence, evidence based medicine, evidence-based medicine, science explained, how science works, clinical trials, petri dish vs human</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>11</itunes:episode>
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    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>Did Scientists Torture the Data to Save Dark Energy?</itunes:title>
    <title>Did Scientists Torture the Data to Save Dark Energy?</title>
    <itunes:summary><![CDATA[Dark energy is supposed to make up roughly 70% of the universe.  But what if it's not really an explanation at all?  Recent cosmological measurements are raising new questions about one of the biggest ideas in modern physics. Is dark energy actually changing over time? Or are we seeing the effects of statistical artifacts, data selection, or measurement error?  In this episode of Science in Perspective, we explore: • What dark energy actually is (and isn't) • Why some physicists think the sta...]]></itunes:summary>
    <description><![CDATA[<p>Dark energy is supposed to make up roughly 70% of the universe.<br/><br/>But what if it&apos;s not really an explanation at all?<br/><br/>Recent cosmological measurements are raising new questions about one of the biggest ideas in modern physics. Is dark energy actually changing over time? Or are we seeing the effects of statistical artifacts, data selection, or measurement error?<br/><br/>In this episode of Science in Perspective, we explore:<br/>• What dark energy actually is (and isn&apos;t)<br/>• Why some physicists think the standard model of cosmology may be under pressure<br/>• The role of p-values and p-hacking in scientific discovery<br/>• Why many scientific concepts begin as placeholders before becoming explanations<br/>• What these new results might mean for our understanding of the universe</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Dark energy is supposed to make up roughly 70% of the universe.<br/><br/>But what if it&apos;s not really an explanation at all?<br/><br/>Recent cosmological measurements are raising new questions about one of the biggest ideas in modern physics. Is dark energy actually changing over time? Or are we seeing the effects of statistical artifacts, data selection, or measurement error?<br/><br/>In this episode of Science in Perspective, we explore:<br/>• What dark energy actually is (and isn&apos;t)<br/>• Why some physicists think the standard model of cosmology may be under pressure<br/>• The role of p-values and p-hacking in scientific discovery<br/>• Why many scientific concepts begin as placeholders before becoming explanations<br/>• What these new results might mean for our understanding of the universe</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19483241-did-scientists-torture-the-data-to-save-dark-energy.mp3" length="30245267" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/i129eld1kr2qziacqum73ezenxmc?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19483241</guid>
    <pubDate>Sun, 12 Jul 2026 17:00:00 -0400</pubDate>
    <itunes:duration>2516</itunes:duration>
    <itunes:keywords>physics, cosmology, dark energy, stopgaps, science</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>10</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>Bad Statistics Tell Bad Stories</itunes:title>
    <title>Bad Statistics Tell Bad Stories</title>
    <itunes:summary><![CDATA[A recent X post used a bell curve to argue that Lionel Messi is statistically impossible. The post went viral and was even reposted by Argentina's president. There's just one problem: the statistics don't actually support that conclusion.  In this episode, we deconstruct one of the most common and costly mistakes people make with statistics. Using Messi as a case study, we explore the difference between normal distributions and fat-tailed phenomena, why bell curves are often applied where the...]]></itunes:summary>
    <description><![CDATA[<p>A recent X post used a bell curve to argue that Lionel Messi is statistically impossible. The post went viral and was even reposted by Argentina&apos;s president. There&apos;s just one problem: the statistics don&apos;t actually support that conclusion.<br/><br/>In this episode, we deconstruct one of the most common and costly mistakes people make with statistics. Using Messi as a case study, we explore the difference between normal distributions and fat-tailed phenomena, why bell curves are often applied where they don&apos;t belong, and how this leads people to dramatically misunderstand rare events.<br/><br/>The result is a completely different way of thinking about greatness, risk, and possibility. Messi isn&apos;t impossible. He&apos;s rare, but rare and impossible are not the same thing. In fact, understanding that distinction can change how you think about success, uncertainty, opportunity, and decision-making in your own life.<br/><br/>Messi isn&apos;t a miracle. He&apos;s something far more interesting.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>A recent X post used a bell curve to argue that Lionel Messi is statistically impossible. The post went viral and was even reposted by Argentina&apos;s president. There&apos;s just one problem: the statistics don&apos;t actually support that conclusion.<br/><br/>In this episode, we deconstruct one of the most common and costly mistakes people make with statistics. Using Messi as a case study, we explore the difference between normal distributions and fat-tailed phenomena, why bell curves are often applied where they don&apos;t belong, and how this leads people to dramatically misunderstand rare events.<br/><br/>The result is a completely different way of thinking about greatness, risk, and possibility. Messi isn&apos;t impossible. He&apos;s rare, but rare and impossible are not the same thing. In fact, understanding that distinction can change how you think about success, uncertainty, opportunity, and decision-making in your own life.<br/><br/>Messi isn&apos;t a miracle. He&apos;s something far more interesting.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19442791-bad-statistics-tell-bad-stories.mp3" length="29147701" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/fv05pnhgplnuo6zwx1jijhu9ej0z?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19442791</guid>
    <pubDate>Fri, 03 Jul 2026 18:00:00 -0400</pubDate>
    <itunes:duration>2423</itunes:duration>
    <itunes:keywords>LionelMessi, Statistics, Probability, FatTails, NassimTaleb, Messi, Football, Soccer, DataScience, CriticalThinking, BellCurve, Risk, Complexity, DecisionMaking, ScienceInPerspective</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>9</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>Is AI Doom Actually a Mathematical Certainty?</itunes:title>
    <title>Is AI Doom Actually a Mathematical Certainty?</title>
    <itunes:summary><![CDATA[Some researchers claim that mathematics proves we can never guarantee a superintelligent AI will be safe.  Is that really true?  In this episode, I examine one of the most influential arguments in AI safety and argue that it rests on a fundamental misunderstanding. The limits of formal computation are not the same as the limits of intelligence. Treating them as equivalent transfers mathematical limits from computation to an entirely different level of description, where they no longer apply. ...]]></itunes:summary>
    <description><![CDATA[<p>Some researchers claim that mathematics proves we can never guarantee a superintelligent AI will be safe.<br/><br/>Is that really true?<br/><br/>In this episode, I examine one of the most influential arguments in AI safety and argue that it rests on a fundamental misunderstanding. The limits of formal computation are not the same as the limits of intelligence. Treating them as equivalent transfers mathematical limits from computation to an entirely different level of description, where they no longer apply.<br/><br/>Further Watching<br/>Roman Yampolskiy: AI Can’t Be Controlled — and We’re Building It Anyway: https://www.youtube.com/watch?v=jQ4PaUbhdhs</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Some researchers claim that mathematics proves we can never guarantee a superintelligent AI will be safe.<br/><br/>Is that really true?<br/><br/>In this episode, I examine one of the most influential arguments in AI safety and argue that it rests on a fundamental misunderstanding. The limits of formal computation are not the same as the limits of intelligence. Treating them as equivalent transfers mathematical limits from computation to an entirely different level of description, where they no longer apply.<br/><br/>Further Watching<br/>Roman Yampolskiy: AI Can’t Be Controlled — and We’re Building It Anyway: https://www.youtube.com/watch?v=jQ4PaUbhdhs</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19405080-is-ai-doom-actually-a-mathematical-certainty.mp3" length="30115860" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/n45ezi6bfsxn8csghcnrxj5pnuil?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19405080</guid>
    <pubDate>Thu, 25 Jun 2026 22:00:00 -0400</pubDate>
    <itunes:duration>2503</itunes:duration>
    <itunes:keywords>Artificial Intelligence, AI, AI Safety, Machine Learning, Superintelligence, Emergence, Complexity, Computer Science, Philosophy of AI, Halting Problem, Gödel, Turing</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>8</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>The Gifted Child Is a Myth</itunes:title>
    <title>The Gifted Child Is a Myth</title>
    <itunes:summary><![CDATA[Do gifted programs actually help children succeed, or do they rest on an overly simplistic view of intelligence? In this episode, I examine the evidence behind gifted education, IQ, and standardized testing, then explore a different perspective: that intelligence is not an individual trait locked inside a skull, but a deeply social phenomenon emerging from networks, culture, and collective problem-solving; something that tells us what we should really be doing with the "gifted". Inspired by t...]]></itunes:summary>
    <description><![CDATA[<p>Do gifted programs actually help children succeed, or do they rest on an overly simplistic view of intelligence? In this episode, I examine the evidence behind gifted education, IQ, and standardized testing, then explore a different perspective: that intelligence is not an individual trait locked inside a skull, but a deeply social phenomenon emerging from networks, culture, and collective problem-solving; something that tells us what we should really be doing with the &quot;gifted&quot;. Inspired by the recent New York Magazine article The Mirage of the Gifted Child.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Do gifted programs actually help children succeed, or do they rest on an overly simplistic view of intelligence? In this episode, I examine the evidence behind gifted education, IQ, and standardized testing, then explore a different perspective: that intelligence is not an individual trait locked inside a skull, but a deeply social phenomenon emerging from networks, culture, and collective problem-solving; something that tells us what we should really be doing with the &quot;gifted&quot;. Inspired by the recent New York Magazine article The Mirage of the Gifted Child.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19369750-the-gifted-child-is-a-myth.mp3" length="32687850" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/78fl4b6c7im8b8a1w110d4xpvcsd?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19369750</guid>
    <pubDate>Thu, 18 Jun 2026 19:00:00 -0400</pubDate>
    <itunes:duration>2719</itunes:duration>
    <itunes:keywords>Intelligence, Gifted Education, IQ, Education, Complex Systems, Science in Perspective, Learning, Psychology, Critical Thinking, Complexity Science</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>7</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>AI Could Destroy the Gatekeepers</itunes:title>
    <title>AI Could Destroy the Gatekeepers</title>
    <itunes:summary><![CDATA[Why do institutions rely on resumes, tests, degrees, and credentials?  Because they need scalable ways to evaluate people. But these are often just proxies for the qualities they actually care about.  In this episode, we explore gatekeeping, Goodhart's Law, credentialism, peer review, and the possibility that AI could help institutions assess people more directly, moving beyond cheap signals toward genuine capability.  Topics include:  Gatekeeping and proxies Goodhart's Law Education and hiri...]]></itunes:summary>
    <description><![CDATA[<p>Why do institutions rely on resumes, tests, degrees, and credentials?<br/><br/>Because they need scalable ways to evaluate people. But these are often just proxies for the qualities they actually care about.<br/><br/>In this episode, we explore gatekeeping, Goodhart&apos;s Law, credentialism, peer review, and the possibility that AI could help institutions assess people more directly, moving beyond cheap signals toward genuine capability.<br/><br/>Topics include:<br/><br/>Gatekeeping and proxies<br/>Goodhart&apos;s Law<br/>Education and hiring<br/>Peer review<br/>AI-assisted evaluation<br/>Logic, debate, and critical thinking</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Why do institutions rely on resumes, tests, degrees, and credentials?<br/><br/>Because they need scalable ways to evaluate people. But these are often just proxies for the qualities they actually care about.<br/><br/>In this episode, we explore gatekeeping, Goodhart&apos;s Law, credentialism, peer review, and the possibility that AI could help institutions assess people more directly, moving beyond cheap signals toward genuine capability.<br/><br/>Topics include:<br/><br/>Gatekeeping and proxies<br/>Goodhart&apos;s Law<br/>Education and hiring<br/>Peer review<br/>AI-assisted evaluation<br/>Logic, debate, and critical thinking</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19359468-ai-could-destroy-the-gatekeepers.mp3" length="32711128" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/64baea4owrs9ikze810n5tnkthl8?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19359468</guid>
    <pubDate>Wed, 17 Jun 2026 00:00:00 -0400</pubDate>
    <itunes:duration>2720</itunes:duration>
    <itunes:keywords>AI, Science, Education, Hiring, GoodhartsLaw, CriticalThinking, Innovation</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>6</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>Are We Living in a Video Game? The Simulation Hypothesis Explained</itunes:title>
    <title>Are We Living in a Video Game? The Simulation Hypothesis Explained</title>
    <itunes:summary><![CDATA[In this episode, I examine the Simulation Hypothesis; the idea that our reality may be a vast computer simulation. Drawing on arguments from quantum mechanics, video games, information theory, and even Eastern and Western religious traditions, I explore why some thinkers believe we may be living inside a simulated world. I then present a different perspective: that reality may not be a simulation at all, but rather a fundamentally computational process in its own right. Along the way, we disc...]]></itunes:summary>
    <description><![CDATA[<p>In this episode, I examine the Simulation Hypothesis; the idea that our reality may be a vast computer simulation. Drawing on arguments from quantum mechanics, video games, information theory, and even Eastern and Western religious traditions, I explore why some thinkers believe we may be living inside a simulated world. I then present a different perspective: that reality may not be a simulation at all, but rather a fundamentally computational process in its own right. Along the way, we discuss quantum indeterminacy, wave function collapse, entanglement, wormholes, digital physics, information theory, and the distinction between a computational universe and a simulated universe.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode, I examine the Simulation Hypothesis; the idea that our reality may be a vast computer simulation. Drawing on arguments from quantum mechanics, video games, information theory, and even Eastern and Western religious traditions, I explore why some thinkers believe we may be living inside a simulated world. I then present a different perspective: that reality may not be a simulation at all, but rather a fundamentally computational process in its own right. Along the way, we discuss quantum indeterminacy, wave function collapse, entanglement, wormholes, digital physics, information theory, and the distinction between a computational universe and a simulated universe.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19334346-are-we-living-in-a-video-game-the-simulation-hypothesis-explained.mp3" length="28807496" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/xonx69kk5bswvqkjyna296jgbtug?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19334346</guid>
    <pubDate>Thu, 11 Jun 2026 23:00:00 -0400</pubDate>
    <itunes:duration>2394</itunes:duration>
    <itunes:keywords>Simulation Hypothesis, Quantum Mechanics, Information Theory, Computational Universe, Digital Physics, Consciousness, Reality, Philosophy of Science, Wheeler, Landauer, Seth Lloyd, Edward Fredkin, Rizwan Virk.</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>5</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>No, AI Isn’t About to “Solve All Disease”</itunes:title>
    <title>No, AI Isn’t About to “Solve All Disease”</title>
    <itunes:summary><![CDATA[Can AI really "solve all disease"?  AlphaFold and AI-driven drug discovery are remarkable achievements, but are we aiming at the right problem?  In this episode, I argue that many of today's most devastating diseases are not isolated molecular failures but emergent system-level phenomena. Using the analogy of traffic jams, we explore why precision medicine puts AI on the wrong path, and why the future of AI in healthcare requires learning to steer biological systems, not its individual parts....]]></itunes:summary>
    <description><![CDATA[<p>Can AI really &quot;solve all disease&quot;?<br/><br/>AlphaFold and AI-driven drug discovery are remarkable achievements, but are we aiming at the right problem?<br/><br/>In this episode, I argue that many of today&apos;s most devastating diseases are not isolated molecular failures but emergent system-level phenomena. Using the analogy of traffic jams, we explore why precision medicine puts AI on the wrong path, and why the future of AI in healthcare requires learning to steer biological systems, not its individual parts.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Can AI really &quot;solve all disease&quot;?<br/><br/>AlphaFold and AI-driven drug discovery are remarkable achievements, but are we aiming at the right problem?<br/><br/>In this episode, I argue that many of today&apos;s most devastating diseases are not isolated molecular failures but emergent system-level phenomena. Using the analogy of traffic jams, we explore why precision medicine puts AI on the wrong path, and why the future of AI in healthcare requires learning to steer biological systems, not its individual parts.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19298048-no-ai-isn-t-about-to-solve-all-disease.mp3" length="19395169" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/ccy9n8573leiv0o615g3rsbkjdii?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19298048</guid>
    <pubDate>Thu, 04 Jun 2026 20:00:00 -0400</pubDate>
    <podcast:transcript url="https://www.buzzsprout.com/2386121/19298048/transcript" type="text/html" />
    <itunes:duration>1610</itunes:duration>
    <itunes:keywords>AI, AlphaFold, Drug Discovery, Complex Systems, Disease Emergence</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>4</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>Why the AI Consciousness Debate Hasn&#39;t Moved in Forty Years</itunes:title>
    <title>Why the AI Consciousness Debate Hasn&#39;t Moved in Forty Years</title>
    <itunes:summary><![CDATA[In this episode I discuss why even the most well-known scientific minds keep talking past each other when it comes to the "Will AI Ever Be Conscious" debate. I argue that the answer isn't that the question is too hard., it's that the question is being asked in a vocabulary that prevents progress. 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 ...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss why even the most well-known scientific minds keep talking past each other when it comes to the &quot;Will AI Ever Be Conscious&quot; debate. I argue that the answer isn&apos;t that the question is too hard., it&apos;s that the question is being asked in a vocabulary that prevents progress.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss why even the most well-known scientific minds keep talking past each other when it comes to the &quot;Will AI Ever Be Conscious&quot; debate. I argue that the answer isn&apos;t that the question is too hard., it&apos;s that the question is being asked in a vocabulary that prevents progress.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19274273-why-the-ai-consciousness-debate-hasn-t-moved-in-forty-years.mp3" length="19040096" type="audio/mpeg" />
    <link>https://sean-mcclure.com/</link>
    <itunes:image href="https://storage.buzzsprout.com/xsuf20gj7diohtzy7a92hdxklzvn?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19274273</guid>
    <pubDate>Mon, 01 Jun 2026 11:00:00 -0400</pubDate>
    <podcast:transcript url="https://www.buzzsprout.com/2386121/19274273/transcript" type="text/html" />
    <itunes:duration>1581</itunes:duration>
    <itunes:keywords>Artificial Intelligence, Philosophy of Mind, Complexity, Emergence, Cognition</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>3</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>The Reverse-Aging Mirage: When Scientists Sell the Wrong Metaphor Instead of the Right Science</itunes:title>
    <title>The Reverse-Aging Mirage: When Scientists Sell the Wrong Metaphor Instead of the Right Science</title>
    <itunes:summary><![CDATA[Aging is often framed as a simple engineering problem with a single hidden cause waiting to be “reset.” In this episode of Science in Perspective, I unpack why that narrative is deeply misleading. Using the recent claims surrounding “age reversal” research as a lens, I explore the difference between stored information and enacted processes, why complex systems resist simple explanations, and how one of the most common reasoning errors in science appears across fields far beyond longevity rese...]]></itunes:summary>
    <description><![CDATA[<p>Aging is often framed as a simple engineering problem with a single hidden cause waiting to be “reset.” In this episode of Science in Perspective, I unpack why that narrative is deeply misleading. Using the recent claims surrounding “age reversal” research as a lens, I explore the difference between stored information and enacted processes, why complex systems resist simple explanations, and how one of the most common reasoning errors in science appears across fields far beyond longevity research.</p><p>Suggested Reading: <br/><br/>David Sinclair TEDx Talk<br/>https://www.youtube.com/watch?v=cLZEEOZlTzo<br/><br/>Transcript of the TEDx Talk<br/>https://singjupost.com/is-aging-reversible-a-scientific-look-with-david-sinclair-transcript<br/><br/>David Sinclair Book<br/>https://www.simonandschuster.ca/books/Lifespan/David-Sinclair/9781501191992<br/><br/>Animal Biosciences / Dog Aging Claims<br/>https://www.businesswire.com/news/home/20240228209735/en/CORRECTING-and-REPLACING-Animal-Biosciences-Announces-New-Canine-Clinical-Research-Evaluating-Reversal-of-Age-Related-Signs-in-Dogs<br/><br/>Criticism / Pushback From Longevity Researchers<br/>https://www.wsj.com/health/wellness/david-sinclair-longevity-aging-criticism-645fddc5<br/><br/>Matt Kaeberlein X Post<br/>https://x.com/mkaeberlein/status/1765239816646689179<br/><br/>arXiv paper: Senescence, change, and competition: when the desire to pick one model harms our understanding<br/>https://arxiv.org/abs/2011.04172</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Aging is often framed as a simple engineering problem with a single hidden cause waiting to be “reset.” In this episode of Science in Perspective, I unpack why that narrative is deeply misleading. Using the recent claims surrounding “age reversal” research as a lens, I explore the difference between stored information and enacted processes, why complex systems resist simple explanations, and how one of the most common reasoning errors in science appears across fields far beyond longevity research.</p><p>Suggested Reading: <br/><br/>David Sinclair TEDx Talk<br/>https://www.youtube.com/watch?v=cLZEEOZlTzo<br/><br/>Transcript of the TEDx Talk<br/>https://singjupost.com/is-aging-reversible-a-scientific-look-with-david-sinclair-transcript<br/><br/>David Sinclair Book<br/>https://www.simonandschuster.ca/books/Lifespan/David-Sinclair/9781501191992<br/><br/>Animal Biosciences / Dog Aging Claims<br/>https://www.businesswire.com/news/home/20240228209735/en/CORRECTING-and-REPLACING-Animal-Biosciences-Announces-New-Canine-Clinical-Research-Evaluating-Reversal-of-Age-Related-Signs-in-Dogs<br/><br/>Criticism / Pushback From Longevity Researchers<br/>https://www.wsj.com/health/wellness/david-sinclair-longevity-aging-criticism-645fddc5<br/><br/>Matt Kaeberlein X Post<br/>https://x.com/mkaeberlein/status/1765239816646689179<br/><br/>arXiv paper: Senescence, change, and competition: when the desire to pick one model harms our understanding<br/>https://arxiv.org/abs/2011.04172</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/19133001-the-reverse-aging-mirage-when-scientists-sell-the-wrong-metaphor-instead-of-the-right-science.mp3" length="30757091" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/3li5qcatf8mn8tbv4f441otjm3ux?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-19133001</guid>
    <pubDate>Wed, 06 May 2026 00:00:00 -0400</pubDate>
    <itunes:duration>2557</itunes:duration>
    <itunes:keywords>aging research, complexity science, longevity, systems thinking, epigenetics</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>2</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>Science vs. Sensation: The Truth Behind Ghost Murmur</itunes:title>
    <title>Science vs. Sensation: The Truth Behind Ghost Murmur</title>
    <itunes:summary><![CDATA[In this episode I discuss how viral claims about a classified “Ghost Murmur” technology detecting a pilot’s heartbeat from miles away break down under basic physics, using the story as a case study to explore authority bias, the persuasive power of scientific jargon, and the importance of critically evaluating extraordinary technological claims against real scientific limits and evidence. Become a Member at dekyon.io/seanmcclure/science-in-perspective  If you enjoyed this episode and want to ...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss how viral claims about a classified “Ghost Murmur” technology detecting a pilot’s heartbeat from miles away break down under basic physics, using the story as a case study to explore authority bias, the persuasive power of scientific jargon, and the importance of critically evaluating extraordinary technological claims against real scientific limits and evidence.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss how viral claims about a classified “Ghost Murmur” technology detecting a pilot’s heartbeat from miles away break down under basic physics, using the story as a case study to explore authority bias, the persuasive power of scientific jargon, and the importance of critically evaluating extraordinary technological claims against real scientific limits and evidence.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/18999559-science-vs-sensation-the-truth-behind-ghost-murmur.mp3" length="15702945" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/h9551na6gudgswsu8zydx8wv5noi?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-18999559</guid>
    <pubDate>Sat, 11 Apr 2026 18:00:00 -0400</pubDate>
    <itunes:duration>1303</itunes:duration>
    <itunes:keywords>covert, surveillance, quantum, detection, mountains</itunes:keywords>
    <itunes:season>2</itunes:season>
    <itunes:episode>1</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>Stop Forcing Quantum to Think Classically: What Google Got Right, and Wrong, about Quantum Supremacy</itunes:title>
    <title>Stop Forcing Quantum to Think Classically: What Google Got Right, and Wrong, about Quantum Supremacy</title>
    <itunes:summary><![CDATA[In this episode I discuss Google’s new Willow chip and its claim of quantum supremacy — what the experiment actually did, why the benchmark still reflects classical thinking, and why forcing quantum systems to behave like deterministic machines misses their true potential. Instead of celebrating speed alone, we explore the deeper question: should quantum computing aim to mimic classical algorithms, or unlock genuinely emergent behavior the way nature does?  Suggested Reading  https://www.natu...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss Google’s new Willow chip and its claim of quantum supremacy — what the experiment actually did, why the benchmark still reflects classical thinking, and why forcing quantum systems to behave like deterministic machines misses their true potential. Instead of celebrating speed alone, we explore the deeper question: should quantum computing aim to mimic classical algorithms, or unlock genuinely emergent behavior the way nature does?<br/><br/><b>Suggested Reading <br/></b>https://www.nature.com/articles/d41586-025-03300-4 (nature announcement)<br/>https://arxiv.org/abs/2510.19550 (Google&apos;s echo paper)</p><p>https://www.nature.com/articles/s41557-025-01908-7.pdf (Vibronic coupling paper)</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss Google’s new Willow chip and its claim of quantum supremacy — what the experiment actually did, why the benchmark still reflects classical thinking, and why forcing quantum systems to behave like deterministic machines misses their true potential. Instead of celebrating speed alone, we explore the deeper question: should quantum computing aim to mimic classical algorithms, or unlock genuinely emergent behavior the way nature does?<br/><br/><b>Suggested Reading <br/></b>https://www.nature.com/articles/d41586-025-03300-4 (nature announcement)<br/>https://arxiv.org/abs/2510.19550 (Google&apos;s echo paper)</p><p>https://www.nature.com/articles/s41557-025-01908-7.pdf (Vibronic coupling paper)</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
    <enclosure url="https://www.buzzsprout.com/2386121/episodes/18117329-stop-forcing-quantum-to-think-classically-what-google-got-right-and-wrong-about-quantum-supremacy.mp3" length="30177182" type="audio/mpeg" />
    <itunes:image href="https://storage.buzzsprout.com/kieiz0de2up89jtsxfbq3nutk37y?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
    <guid isPermaLink="false">Buzzsprout-18117329</guid>
    <pubDate>Sat, 01 Nov 2025 23:00:00 -0400</pubDate>
    <itunes:duration>2510</itunes:duration>
    <itunes:keywords>quantum computing, emergence, Google Willow, complexity, determinism</itunes:keywords>
    <itunes:season>1</itunes:season>
    <itunes:episode>15</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
    <itunes:explicit>false</itunes:explicit>
  </item>
  <item>
    <itunes:title>When Math Starts Creating Nature</itunes:title>
    <title>When Math Starts Creating Nature</title>
    <itunes:summary><![CDATA[In this video I discuss how three seemingly unrelated studies—from quantum time crystals to galactic vortices to heart rhythms—reveal the same underlying pattern of emergence, where mathematics itself generates new structures through feedback and interaction. Suggested Reading: https://arxiv.org/pdf/2503.16141 https://arxiv.org/pdf/2501.02297 https://bmcsystbiol.biomedcentral.com/articles/10.1186/s12918-017-0422-4 Become a Member at dekyon.io/seanmcclure/science-in-perspective  If you enjoyed...]]></itunes:summary>
    <description><![CDATA[<p>In this video I discuss how three seemingly unrelated studies—from quantum time crystals to galactic vortices to heart rhythms—reveal the same underlying pattern of emergence, where mathematics itself generates new structures through feedback and interaction.</p><p>Suggested Reading:<br/>https://arxiv.org/pdf/2503.16141<br/>https://arxiv.org/pdf/2501.02297<br/>https://bmcsystbiol.biomedcentral.com/articles/10.1186/s12918-017-0422-4</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this video I discuss how three seemingly unrelated studies—from quantum time crystals to galactic vortices to heart rhythms—reveal the same underlying pattern of emergence, where mathematics itself generates new structures through feedback and interaction.</p><p>Suggested Reading:<br/>https://arxiv.org/pdf/2503.16141<br/>https://arxiv.org/pdf/2501.02297<br/>https://bmcsystbiol.biomedcentral.com/articles/10.1186/s12918-017-0422-4</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <pubDate>Tue, 21 Oct 2025 23:00:00 -0400</pubDate>
    <itunes:duration>2486</itunes:duration>
    <itunes:keywords>Emergence, Complexity, Mathematical Creativity, Feedback Loops, Unified Science</itunes:keywords>
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  <item>
    <itunes:title>Cool the World, Wreck the System: The Illusion of Control</itunes:title>
    <title>Cool the World, Wreck the System: The Illusion of Control</title>
    <itunes:summary><![CDATA[In this episode I discuss geoengineering, focusing on the UK’s proposed aerosol project to reflect sunlight and reduce global temperatures. I explain the greenhouse effect and why gases like CO₂ and methane trap heat, before turning to the deeper issue of naive intervention—our tendency to assume linear, one-to-one outcomes in inherently complex systems. I discuss the concept of causal opacity, where true causes in interconnected systems are inaccessible, and emphasize nonlinear dynamics as t...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss geoengineering, focusing on the UK’s proposed aerosol project to reflect sunlight and reduce global temperatures. I explain the greenhouse effect and why gases like CO₂ and methane trap heat, before turning to the deeper issue of naive intervention—our tendency to assume linear, one-to-one outcomes in inherently complex systems. I discuss the concept of causal opacity, where true causes in interconnected systems are inaccessible, and emphasize nonlinear dynamics as the universal mechanism driving unpredictable side effects and potential collapse. The larger point is that policy and science must respect complexity rather than oversimplify it.</p><p><b>Suggested Reading</b></p><p>https://www.theguardian.com/environment/2025/apr/22/uk-scientists-outdoor-geoengineering-experiments</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss geoengineering, focusing on the UK’s proposed aerosol project to reflect sunlight and reduce global temperatures. I explain the greenhouse effect and why gases like CO₂ and methane trap heat, before turning to the deeper issue of naive intervention—our tendency to assume linear, one-to-one outcomes in inherently complex systems. I discuss the concept of causal opacity, where true causes in interconnected systems are inaccessible, and emphasize nonlinear dynamics as the universal mechanism driving unpredictable side effects and potential collapse. The larger point is that policy and science must respect complexity rather than oversimplify it.</p><p><b>Suggested Reading</b></p><p>https://www.theguardian.com/environment/2025/apr/22/uk-scientists-outdoor-geoengineering-experiments</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Tue, 30 Sep 2025 20:00:00 -0400</pubDate>
    <itunes:duration>1833</itunes:duration>
    <itunes:keywords>Geoengineering, Climate Change, Complexity Science, Nonlinear Dynamics, Causal Opacity</itunes:keywords>
    <itunes:season>1</itunes:season>
    <itunes:episode>13</itunes:episode>
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  <item>
    <itunes:title>Regulating the Complex: AI in Government</itunes:title>
    <title>Regulating the Complex: AI in Government</title>
    <itunes:summary><![CDATA[In this episode I discuss how governments are adopting AI, the tradeoff between predictability and creativity, and how debate-inspired meta structures could guide AI toward more reliable truth. 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 fu...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss how governments are adopting AI, the tradeoff between predictability and creativity, and how debate-inspired meta structures could guide AI toward more reliable truth.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss how governments are adopting AI, the tradeoff between predictability and creativity, and how debate-inspired meta structures could guide AI toward more reliable truth.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Thu, 25 Sep 2025 11:00:00 -0400</pubDate>
    <itunes:duration>1882</itunes:duration>
    <itunes:keywords>AI, Government, Creativity, Debate, Truth</itunes:keywords>
    <itunes:season>1</itunes:season>
    <itunes:episode>12</itunes:episode>
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  <item>
    <itunes:title>Fast Math Doesn’t Equal Deep Intelligence</itunes:title>
    <title>Fast Math Doesn’t Equal Deep Intelligence</title>
    <itunes:summary><![CDATA[In this episode I discuss how math’s usefulness often comes from our gamified world rather than nature’s complexity, and why real learning depends on memory and abstraction. True progress, I argue, comes from raising levels of abstraction and operating at higher layers of thought rather than focusing on low-level tricks. 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 ...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss how math’s usefulness often comes from our gamified world rather than nature’s complexity, and why real learning depends on memory and abstraction. True progress, I argue, comes from raising levels of abstraction and operating at higher layers of thought rather than focusing on low-level tricks.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss how math’s usefulness often comes from our gamified world rather than nature’s complexity, and why real learning depends on memory and abstraction. True progress, I argue, comes from raising levels of abstraction and operating at higher layers of thought rather than focusing on low-level tricks.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Mon, 22 Sep 2025 17:00:00 -0400</pubDate>
    <itunes:duration>1533</itunes:duration>
    <itunes:keywords>Intelligence, Abstraction, Learning, Mathematics, Complexity</itunes:keywords>
    <itunes:season>1</itunes:season>
    <itunes:episode>11</itunes:episode>
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  <item>
    <itunes:title>The Two Faces of Resilience</itunes:title>
    <title>The Two Faces of Resilience</title>
    <itunes:summary><![CDATA[In this episode I discuss two complementary forms of resilience: the delocalization that allows systems to spread out and resist noise, and the pattern formation that provides stability and meaning. Using random matrix theory as a lens, I show how both forms must work together across physics, biology, AI, and even daily life.  Suggest Reading https://arxiv.org/abs/2506.06441  Become a Premium Member to get Premium Content and More science-in-perspectve.com or https://www.patreon.com/8431143/j...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss two complementary forms of resilience: the delocalization that allows systems to spread out and resist noise, and the pattern formation that provides stability and meaning. Using random matrix theory as a lens, I show how both forms must work together across physics, biology, AI, and even daily life.<br/><br/>Suggest Reading<br/>https://arxiv.org/abs/2506.06441<br/><br/>Become a Premium Member to get Premium Content and More<br/>science-in-perspectve.com or https://www.patreon.com/8431143/join</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss two complementary forms of resilience: the delocalization that allows systems to spread out and resist noise, and the pattern formation that provides stability and meaning. Using random matrix theory as a lens, I show how both forms must work together across physics, biology, AI, and even daily life.<br/><br/>Suggest Reading<br/>https://arxiv.org/abs/2506.06441<br/><br/>Become a Premium Member to get Premium Content and More<br/>science-in-perspectve.com or https://www.patreon.com/8431143/join</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Mon, 08 Sep 2025 23:00:00 -0400</pubDate>
    <itunes:duration>1828</itunes:duration>
    <itunes:keywords>physics, science, random matrix theory, band matrices, delocalization</itunes:keywords>
    <itunes:season>1</itunes:season>
    <itunes:episode>10</itunes:episode>
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  <item>
    <itunes:title>Dark Electrons: Saying the Quiet Part Out Loud</itunes:title>
    <title>Dark Electrons: Saying the Quiet Part Out Loud</title>
    <itunes:summary><![CDATA[In this episode, I talk about the phenomenon of dark electrons in exotic materials, how they emerge from hidden states of matter, and why they may play a central role in superconductivity. I also explore the broader idea that much of nature operates in ways that remain hidden from our usual scientific tools. Suggested Reading:  https://arxiv.org/pdf/2507.07533 Become a Member at dekyon.io/seanmcclure/science-in-perspective  If you enjoyed this episode and want to go deeper, come find me over ...]]></itunes:summary>
    <description><![CDATA[<p>In this episode, I talk about the phenomenon of dark electrons in exotic materials, how they emerge from hidden states of matter, and why they may play a central role in superconductivity. I also explore the broader idea that much of nature operates in ways that remain hidden from our usual scientific tools.</p><p>Suggested Reading: <br/><a href='https://www.youtube.com/redirect?event=video_description&amp;redir_token=QUFFLUhqbTRqV2hNTVFCdHh6VnlNZzBBZzdoVnJSUVFNQXxBQ3Jtc0trYUFMTG5NS0d1anFVcTIzVU1pOHJ2dkxvTEpjUmxHcDhQbnRmdEpYdFVYZzYyUzIzNWxNZ084Wi1ob1RUTTdWMXM3M2FGS29tQm1wSXRFUmtKa2xCVlNvQU12MmFhUlNka2U3UnNSakwxV1Z0M1owVQ&amp;q=https%3A%2F%2Farxiv.org%2Fpdf%2F2507.07533&amp;v=iBnD2TNtylM'>https://arxiv.org/pdf/2507.07533</a></p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode, I talk about the phenomenon of dark electrons in exotic materials, how they emerge from hidden states of matter, and why they may play a central role in superconductivity. I also explore the broader idea that much of nature operates in ways that remain hidden from our usual scientific tools.</p><p>Suggested Reading: <br/><a href='https://www.youtube.com/redirect?event=video_description&amp;redir_token=QUFFLUhqbTRqV2hNTVFCdHh6VnlNZzBBZzdoVnJSUVFNQXxBQ3Jtc0trYUFMTG5NS0d1anFVcTIzVU1pOHJ2dkxvTEpjUmxHcDhQbnRmdEpYdFVYZzYyUzIzNWxNZ084Wi1ob1RUTTdWMXM3M2FGS29tQm1wSXRFUmtKa2xCVlNvQU12MmFhUlNka2U3UnNSakwxV1Z0M1owVQ&amp;q=https%3A%2F%2Farxiv.org%2Fpdf%2F2507.07533&amp;v=iBnD2TNtylM'>https://arxiv.org/pdf/2507.07533</a></p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <pubDate>Wed, 20 Aug 2025 12:00:00 -0400</pubDate>
    <itunes:duration>1404</itunes:duration>
    <itunes:keywords>solid state physics, dark electrons, science, ontology, quantum mechanics</itunes:keywords>
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    <itunes:episode>9</itunes:episode>
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  <item>
    <itunes:title>Cantor, Gödel, Turing, AI: The Reachability of Truth</itunes:title>
    <title>Cantor, Gödel, Turing, AI: The Reachability of Truth</title>
    <itunes:summary><![CDATA[Suggested Reading https://arxiv.org/pdf/2411.11568 https://tinyurl.com/y2wdred5 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 detail...]]></itunes:summary>
    <description><![CDATA[<p>Suggested Reading<br/>https://arxiv.org/pdf/2411.11568<br/>https://tinyurl.com/y2wdred5</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>Suggested Reading<br/>https://arxiv.org/pdf/2411.11568<br/>https://tinyurl.com/y2wdred5</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <pubDate>Mon, 11 Aug 2025 15:00:00 -0400</pubDate>
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    <itunes:keywords>Cantor, Godel, Turing, AI, Complexity, Mathematics</itunes:keywords>
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  <item>
    <itunes:title>Maybe Gravity Isn&#39;t Fundamental, but Emergent</itunes:title>
    <title>Maybe Gravity Isn&#39;t Fundamental, but Emergent</title>
    <itunes:summary><![CDATA[Suggested Reading https://arxiv.org/pdf/2502.17575 Become a Member science-in-perspective.com *My specific discussion of entropy as a mechanistic explanation for emergence is founded on my own theories. Similarly, gravity as a statistical byproduct. But all other talking points are standard accepted concepts and theories in theoretical and experimental physics. Become a Member at dekyon.io/seanmcclure/science-in-perspective  If you enjoyed this episode and want to go deeper, come find me over...]]></itunes:summary>
    <description><![CDATA[<p><b>Suggested Reading<br/></b>https://arxiv.org/pdf/2502.17575</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>*My specific discussion of entropy as a mechanistic explanation for emergence is founded on my own theories. Similarly, gravity as a statistical byproduct. But all other talking points are standard accepted concepts and theories in theoretical and experimental physics.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p><b>Suggested Reading<br/></b>https://arxiv.org/pdf/2502.17575</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>*My specific discussion of entropy as a mechanistic explanation for emergence is founded on my own theories. Similarly, gravity as a statistical byproduct. But all other talking points are standard accepted concepts and theories in theoretical and experimental physics.</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <pubDate>Thu, 24 Jul 2025 10:00:00 -0400</pubDate>
    <itunes:duration>1980</itunes:duration>
    <itunes:keywords>gravity, physics, emergence, entropy, complexity, qubits</itunes:keywords>
    <itunes:season>1</itunes:season>
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  <item>
    <itunes:title>Flow and Form: Creating Supersolids with Light</itunes:title>
    <title>Flow and Form: Creating Supersolids with Light</title>
    <itunes:summary><![CDATA[In this episode I discuss the science behind a recent paper on the creation of supersolids - a new form of matter that has both fluidic and structural properties.   Suggested Reading https://tinyurl.com/2e2ym4u8  Become a Member science-in-perspective.com   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 v...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss the science behind a recent paper on the creation of supersolids - a new form of matter that has both fluidic and structural properties. <br/><br/><b>Suggested Reading<br/></b>https://tinyurl.com/2e2ym4u8<br/><br/><b>Become a Member<br/></b>science-in-perspective.com</p><p><br/></p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss the science behind a recent paper on the creation of supersolids - a new form of matter that has both fluidic and structural properties. <br/><br/><b>Suggested Reading<br/></b>https://tinyurl.com/2e2ym4u8<br/><br/><b>Become a Member<br/></b>science-in-perspective.com</p><p><br/></p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Fri, 13 Jun 2025 16:00:00 -0400</pubDate>
    <itunes:duration>1834</itunes:duration>
    <itunes:keywords>physics, science, supersolids, condensates, order, structure, emergence</itunes:keywords>
    <itunes:season>1</itunes:season>
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  <item>
    <itunes:title>Scale-Free Truth: Keeping AI Correct, Regardless its Power</itunes:title>
    <title>Scale-Free Truth: Keeping AI Correct, Regardless its Power</title>
    <itunes:summary><![CDATA[How can we keep AI truthful, even if it knows more than we do? In this episode I discuss how AI might be kept aligned to human truth and values, despite superseding us in scale and capability. I argue that logic is a scale-free framework that is agnostic to size and complexity, and can serve as a self-regulating form of truth discernment, even for highly creative and powerful machines.  Suggested Reading https://www.quantamagazine.org/debate-may-help-ai-models-converge-on-truth-20241108/  Rec...]]></itunes:summary>
    <description><![CDATA[<p>How can we keep AI truthful, even if it knows more than we do? In this episode I discuss how AI might be kept aligned to human truth and values, despite superseding us in scale and capability. I argue that logic is a scale-free framework that is agnostic to size and complexity, and can serve as a self-regulating form of truth discernment, even for highly creative and powerful machines.<br/><br/>Suggested Reading<br/>https://www.quantamagazine.org/debate-may-help-ai-models-converge-on-truth-20241108/<br/><br/>Recent Research on using Debate to Teach AI Truth<br/>https://arxiv.org/pdf/2305.14325<br/>https://arxiv.org/pdf/2407.04622v2<br/>https://arxiv.org/pdf/2402.06782</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>How can we keep AI truthful, even if it knows more than we do? In this episode I discuss how AI might be kept aligned to human truth and values, despite superseding us in scale and capability. I argue that logic is a scale-free framework that is agnostic to size and complexity, and can serve as a self-regulating form of truth discernment, even for highly creative and powerful machines.<br/><br/>Suggested Reading<br/>https://www.quantamagazine.org/debate-may-help-ai-models-converge-on-truth-20241108/<br/><br/>Recent Research on using Debate to Teach AI Truth<br/>https://arxiv.org/pdf/2305.14325<br/>https://arxiv.org/pdf/2407.04622v2<br/>https://arxiv.org/pdf/2402.06782</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Tue, 26 Nov 2024 16:00:00 -0500</pubDate>
    <podcast:transcript url="https://www.buzzsprout.com/2386121/16180084/transcript" type="text/html" />
    <itunes:duration>2745</itunes:duration>
    <itunes:keywords>artificial intelligence, complexity, science, paradigm, research, logic, debate, truth</itunes:keywords>
    <itunes:season>1</itunes:season>
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  <item>
    <itunes:title>Scripting the Unscripted: The Fallacy of Trying to Design Life</itunes:title>
    <title>Scripting the Unscripted: The Fallacy of Trying to Design Life</title>
    <itunes:summary><![CDATA[In this episode I discuss a recent project initiative that looks to design a genome from scratch, and argue that such research motivations rely on a deeply flawed premise.  Suggested Reading He’s Gleaning the Design Rules of Life to Re-Create It, Quanta Magazine Become a Member science-in-perspective.com 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 ...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss a recent project initiative that looks to design a genome from scratch, and argue that such research motivations rely on a deeply flawed premise.<br/><br/>Suggested Reading<br/>He’s Gleaning the Design Rules of Life to Re-Create It, Quanta Magazine</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss a recent project initiative that looks to design a genome from scratch, and argue that such research motivations rely on a deeply flawed premise.<br/><br/>Suggested Reading<br/>He’s Gleaning the Design Rules of Life to Re-Create It, Quanta Magazine</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <link>https://science-in-perspective.com</link>
    <itunes:image href="https://storage.buzzsprout.com/jf3mv58tmyi0xxvapfve2q5eh6ej?.jpg" />
    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Sat, 09 Nov 2024 17:00:00 -0500</pubDate>
    <itunes:duration>3000</itunes:duration>
    <itunes:keywords>science, genetics, biology, life, engineering, dna, design</itunes:keywords>
    <itunes:season>1</itunes:season>
    <itunes:episode>4</itunes:episode>
    <itunes:episodeType>full</itunes:episodeType>
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  <item>
    <itunes:title>Time travel, and the Unification of all Physics</itunes:title>
    <title>Time travel, and the Unification of all Physics</title>
    <itunes:summary><![CDATA[In this episode I discuss recent research related to quantum time travel, and comment on what this might mean for the biggest outstanding problem in all physics: the unification of quantum mechanics with general relativity. Become a Member science-in-perspective.com 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: inte...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss recent research related to quantum time travel, and comment on what this might mean for the biggest outstanding problem in all physics: the unification of quantum mechanics with general relativity.</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss recent research related to quantum time travel, and comment on what this might mean for the biggest outstanding problem in all physics: the unification of quantum mechanics with general relativity.</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Tue, 05 Nov 2024 18:00:00 -0500</pubDate>
    <itunes:duration>4255</itunes:duration>
    <itunes:keywords>physics, science, time travel, Einstein, quantum mechanics, black holes </itunes:keywords>
    <itunes:season>1</itunes:season>
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  <item>
    <itunes:title>Complexity Answers Complexity: Merging Brains and Machines</itunes:title>
    <title>Complexity Answers Complexity: Merging Brains and Machines</title>
    <itunes:summary><![CDATA[In this episode I discuss recent research in merging the human brain with machines. This opens the door to reestablishing motor control in paralyzed individuals, and also raises the question as to how far this might go. Augmented memory? Increased processing power? Time will tell.   Music Attribution Depth of Science Intro by SPmusic Episode music by Egor Gandukhin  Further Reading - Will implants that meld minds with machines enhance human abilities? NewScientist. https://tinyurl.com/mfs9tav...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss recent research in merging the human brain with machines. This opens the door to reestablishing motor control in paralyzed individuals, and also raises the question as to how far this might go. Augmented memory? Increased processing power? Time will tell. <br/><br/><b>Music Attribution</b><br/>Depth of Science Intro by SPmusic<br/>Episode music by Egor Gandukhin<br/><br/><b>Further Reading</b><br/>- Will implants that meld minds with machines enhance human abilities? NewScientist. https://tinyurl.com/mfs9tavd<br/>- An integrated brain-machine interface platform with thousands of channels. Elon Musk &amp; Neuralink. https://www.jmir.org/2019/10/e16194/</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss recent research in merging the human brain with machines. This opens the door to reestablishing motor control in paralyzed individuals, and also raises the question as to how far this might go. Augmented memory? Increased processing power? Time will tell. <br/><br/><b>Music Attribution</b><br/>Depth of Science Intro by SPmusic<br/>Episode music by Egor Gandukhin<br/><br/><b>Further Reading</b><br/>- Will implants that meld minds with machines enhance human abilities? NewScientist. https://tinyurl.com/mfs9tavd<br/>- An integrated brain-machine interface platform with thousands of channels. Elon Musk &amp; Neuralink. https://www.jmir.org/2019/10/e16194/</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <pubDate>Sun, 15 Sep 2024 14:00:00 -0400</pubDate>
    <itunes:duration>1564</itunes:duration>
    <itunes:keywords>science, brain computer interface, neuralink, technology </itunes:keywords>
    <itunes:season>1</itunes:season>
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  <item>
    <itunes:title>Classical Supremacy: Quantum Computers Still Mostly Hype</itunes:title>
    <title>Classical Supremacy: Quantum Computers Still Mostly Hype</title>
    <itunes:summary><![CDATA[In this episode I discuss the announcement made by Google in 2019 about achieving "quantum supremacy", only to be surpassed this year with a classical computer. The hype is real, but the computer? Less so. This episode gives a conceptual overview of how quantum computing works, and why both companies and scientists can get a little too carried away with their capability.  Further Reading NewScientist Article on Google's Claim: https://tinyurl.com/5n7r6fbn Become a Member science-in-perspectiv...]]></itunes:summary>
    <description><![CDATA[<p>In this episode I discuss the announcement made by Google in 2019 about achieving &quot;quantum supremacy&quot;, only to be surpassed this year with a classical computer. The hype is real, but the computer? Less so. This episode gives a conceptual overview of how quantum computing works, and why both companies and scientists can get a little too carried away with their capability.<br/><br/><b>Further Reading</b><br/>NewScientist Article on Google&apos;s Claim: https://tinyurl.com/5n7r6fbn</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></description>
    <content:encoded><![CDATA[<p>In this episode I discuss the announcement made by Google in 2019 about achieving &quot;quantum supremacy&quot;, only to be surpassed this year with a classical computer. The hype is real, but the computer? Less so. This episode gives a conceptual overview of how quantum computing works, and why both companies and scientists can get a little too carried away with their capability.<br/><br/><b>Further Reading</b><br/>NewScientist Article on Google&apos;s Claim: https://tinyurl.com/5n7r6fbn</p><p><b>Become a Member<br/></b>science-in-perspective.com</p><p>Become a Member at dekyon.io/seanmcclure/science-in-perspective<br/><br/>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 &quot;Ask an Episode&quot; feature where you can dialogue with an AI about the details and start connecting ideas across the whole show.</p><p>There&apos;s also notes, transcripts, deep-dive articles, and a community of folks thinking through this stuff alongside you. It&apos;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.</p>]]></content:encoded>
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    <itunes:author>Sean McClure</itunes:author>
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    <pubDate>Fri, 16 Aug 2024 21:00:00 -0400</pubDate>
    <itunes:duration>1822</itunes:duration>
    <itunes:keywords>quantum computing, computing, quantum mechanics, science</itunes:keywords>
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