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    <title>Mathematics on Tenu Tech Brief</title>
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    <description>Recent content in Mathematics on Tenu Tech Brief</description>
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      <title>Early Evidence of Vibe-Proving with Consumer LLMs: A Case Study on Spectral Region Characterization with ChatGPT-5.2 (Thinking)</title>
      <link>https://cluster-site.onrender.com/posts/early-evidence-of-vibe-proving-with-consumer-llms-a-case-study-on-spectral-region-characterization-with-chatgpt-5.2-thinking/</link>
      <pubDate>Tue, 24 Feb 2026 05:00:00 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/early-evidence-of-vibe-proving-with-consumer-llms-a-case-study-on-spectral-region-characterization-with-chatgpt-5.2-thinking/</guid>
      <description>• LLMs increasingly used as scientific copilots, but research-level math evidence limited. • Case study uses ChatGPT-5.2 (Thinking) to resolve Conjecture 20 on spectral region of 4</description>
    </item>
    <item>
      <title>Chinese scientists push limits of 300-year-old math problem in sphere packing</title>
      <link>https://cluster-site.onrender.com/posts/chinese-scientists-push-limits-of-300-year-old-math-problem-in-sphere-packing/</link>
      <pubDate>Thu, 19 Feb 2026 09:56:58 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/chinese-scientists-push-limits-of-300-year-old-math-problem-in-sphere-packing/</guid>
      <description>• Chinese researchers at Fudan, Peking, and SAIS used AI to solve long‑standing kissing number problem. • AI system Packing Star computed optimal sphere packings in dimensions beyo</description>
    </item>
    <item>
      <title>Six Math Essentials</title>
      <link>https://cluster-site.onrender.com/posts/six-math-essentials/</link>
      <pubDate>Mon, 16 Feb 2026 16:59:26 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/six-math-essentials/</guid>
      <description>• Just a brief announcement that I have been working with Quanta Books to publish a short book in popular mathematics entitled &amp;lsquo;Six Math Essentials&amp;rsquo;, which will cover six of the fu</description>
    </item>
    <item>
      <title>The Univalence Principle</title>
      <link>https://cluster-site.onrender.com/posts/the-univalence-principle/</link>
      <pubDate>Wed, 11 Feb 2026 02:26:50 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-univalence-principle/</guid>
      <description>• The Univalence Principle Posted by Mike Shulman (guest post by Dimitris Tsementzis, about joint work with Benedikt Ahrens, Paige North, and Mike Shulman) The Univalence Principle</description>
    </item>
    <item>
      <title>IPAM industrial short course in generative AI algorithms - deadline for applications closing soon</title>
      <link>https://cluster-site.onrender.com/posts/ipam-industrial-short-course-in-generative-ai-algorithms-deadline-for-applications-closing-soon/</link>
      <pubDate>Mon, 02 Feb 2026 22:32:45 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/ipam-industrial-short-course-in-generative-ai-algorithms-deadline-for-applications-closing-soon/</guid>
      <description>• Updates on my research and expository papers, discussion of open problems, and other maths-related topics. • By Terence Tao Home About Career advice On writing Books Mastodon+ Ap</description>
    </item>
    <item>
      <title>Categorifying Riemann&#39;s Functional Equation</title>
      <link>https://cluster-site.onrender.com/posts/categorifying-riemanns-functional-equation/</link>
      <pubDate>Mon, 26 Jan 2026 00:19:49 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/categorifying-riemanns-functional-equation/</guid>
      <description>• John Baez extends his categorification of the Riemann zeta function to its functional equation. • The completed zeta ξ(s) includes a real prime factor, key to symmetry. • Categor</description>
    </item>
    <item>
      <title>A crowdsourced repository for optimization constants?</title>
      <link>https://cluster-site.onrender.com/posts/a-crowdsourced-repository-for-optimization-constants/</link>
      <pubDate>Fri, 23 Jan 2026 03:24:40 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/a-crowdsourced-repository-for-optimization-constants/</guid>
      <description>• Thomas Bloom&amp;rsquo;s Erdös problem site now thrives with AI‑assisted solutions. • Human, AI, and hybrid contributions are discussed and approved as updates. • A curated problem databas</description>
    </item>
    <item>
      <title>Rogers&#39; theorem on sieving</title>
      <link>https://cluster-site.onrender.com/posts/rogers-theorem-on-sieving/</link>
      <pubDate>Mon, 19 Jan 2026 17:45:39 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/rogers-theorem-on-sieving/</guid>
      <description>• Rogers theorem addresses density of integers remaining after removing finite congruence classes in sieve theory. • The theorem appears only in Halberstam &amp;amp; Roth&amp;rsquo;s 1966 text, unpu</description>
    </item>
    <item>
      <title>The integrated explicit analytic number theory network</title>
      <link>https://cluster-site.onrender.com/posts/the-integrated-explicit-analytic-number-theory-network/</link>
      <pubDate>Fri, 16 Jan 2026 07:24:59 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-integrated-explicit-analytic-number-theory-network/</guid>
      <description>• Like many other areas of modern analysis, analytic number theory often relies on the convenient device of asymptotic notation to express its results. • It is common to use notati</description>
    </item>
    <item>
      <title>Polynomial towers and inverse Gowers theory for bounded-exponent groups</title>
      <link>https://cluster-site.onrender.com/posts/polynomial-towers-and-inverse-gowers-theory-for-bounded-exponent-groups/</link>
      <pubDate>Tue, 06 Jan 2026 17:43:12 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/polynomial-towers-and-inverse-gowers-theory-for-bounded-exponent-groups/</guid>
      <description>• Updates on my research and expository papers, discussion of open problems, and other maths-related topics. • By Terence Tao Home About Career advice On writing Books Mastodon+ Ap</description>
    </item>
    <item>
      <title>Coxeter and Dynkin Diagrams</title>
      <link>https://cluster-site.onrender.com/posts/coxeter-and-dynkin-diagrams/</link>
      <pubDate>Tue, 06 Jan 2026 15:44:13 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/coxeter-and-dynkin-diagrams/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
    </item>
    <item>
      <title>The maximal length of the Erdős-Herzog-Piranian lemniscate in high degree</title>
      <link>https://cluster-site.onrender.com/posts/the-maximal-length-of-the-erd%C5%91s-herzog-piranian-lemniscate-in-high-degree/</link>
      <pubDate>Tue, 16 Dec 2025 06:18:34 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-maximal-length-of-the-erd%C5%91s-herzog-piranian-lemniscate-in-high-degree/</guid>
      <description>• I&amp;rsquo;ve just uploaded to the arXiv my preprint The maximal length of the Erdős-Herzog-Piranian lemniscate in high degree. • This paper resolves (in the asymptotic regime of sufficie</description>
    </item>
    <item>
      <title>The Equational Theories Project: Advancing Collaborative Mathematical Research at Scale</title>
      <link>https://cluster-site.onrender.com/posts/the-equational-theories-project-advancing-collaborative-mathematical-research-at-scale/</link>
      <pubDate>Tue, 09 Dec 2025 17:13:55 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-equational-theories-project-advancing-collaborative-mathematical-research-at-scale/</guid>
      <description>• Matthew Bolan, Joachim Breitner, Jose Brox, Nicholas Carlini, Mario Carneiro, Floris van Doorn, Martin Dvorak, Andrés Goens, Aaron Hill, Harald Husum, Hernán Ibarra Mejia, Zoltan</description>
    </item>
    <item>
      <title>The story of Erdős problem #1026</title>
      <link>https://cluster-site.onrender.com/posts/the-story-of-erd%C5%91s-problem-%231026/</link>
      <pubDate>Tue, 09 Dec 2025 03:11:49 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-story-of-erd%C5%91s-problem-%231026/</guid>
      <description>• Problem 1026 on the Erdős problem web site recently got solved through an interesting combination of existing literature, online collaboration, and AI tools. • The purpose of thi</description>
    </item>
    <item>
      <title>Octonions and the Standard Model (Part 13)</title>
      <link>https://cluster-site.onrender.com/posts/octonions-and-the-standard-model-part-13/</link>
      <pubDate>Sun, 07 Dec 2025 16:04:43 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/octonions-and-the-standard-model-part-13/</guid>
      <description>• Octonions and the Standard Model (Part 13) Posted by John Baez When Lee and Yang suggested that the laws of physics might not be invariant under spatial reflection - that there&amp;rsquo;s</description>
    </item>
    <item>
      <title>log|x| &#43; C revisited</title>
      <link>https://cluster-site.onrender.com/posts/logx--c-revisited/</link>
      <pubDate>Wed, 03 Dec 2025 02:23:50 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/logx--c-revisited/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
    </item>
    <item>
      <title>Quantitative correlations and some problems on prime factors of consecutive integers</title>
      <link>https://cluster-site.onrender.com/posts/quantitative-correlations-and-some-problems-on-prime-factors-of-consecutive-integers/</link>
      <pubDate>Tue, 02 Dec 2025 04:31:12 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/quantitative-correlations-and-some-problems-on-prime-factors-of-consecutive-integers/</guid>
      <description>• Updates on my research and expository papers, discussion of open problems, and other maths-related topics. • By Terence Tao Home About Career advice On writing Books Mastodon+ Ap</description>
    </item>
    <item>
      <title>Octonions and the Standard Model (Part 12)</title>
      <link>https://cluster-site.onrender.com/posts/octonions-and-the-standard-model-part-12/</link>
      <pubDate>Sun, 30 Nov 2025 17:27:18 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/octonions-and-the-standard-model-part-12/</guid>
      <description>• Octonions and the Standard Model (Part 12) Posted by John Baez Having spent a lot of time pondering the octonionic projective plane and its possible role in the Standard Model of</description>
    </item>
    <item>
      <title>Beyond the Geometry of Music</title>
      <link>https://cluster-site.onrender.com/posts/beyond-the-geometry-of-music/</link>
      <pubDate>Sat, 22 Nov 2025 16:05:28 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/beyond-the-geometry-of-music/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
    </item>
    <item>
      <title>The Inverse Cube Force Law</title>
      <link>https://cluster-site.onrender.com/posts/the-inverse-cube-force-law/</link>
      <pubDate>Wed, 05 Nov 2025 17:08:14 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-inverse-cube-force-law/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
    </item>
    <item>
      <title>Second Quantization and the Kepler Problem</title>
      <link>https://cluster-site.onrender.com/posts/second-quantization-and-the-kepler-problem/</link>
      <pubDate>Mon, 03 Nov 2025 08:51:55 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/second-quantization-and-the-kepler-problem/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
    </item>
    <item>
      <title>Dynamics in Jordan Algebras</title>
      <link>https://cluster-site.onrender.com/posts/dynamics-in-jordan-algebras/</link>
      <pubDate>Sun, 02 Nov 2025 10:25:51 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/dynamics-in-jordan-algebras/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
    </item>
    <item>
      <title>Applied Category Theory 2026</title>
      <link>https://cluster-site.onrender.com/posts/applied-category-theory-2026/</link>
      <pubDate>Mon, 27 Oct 2025 16:56:16 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/applied-category-theory-2026/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
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    <item>
      <title>A Complex Qutrit Inside an Octonionic One</title>
      <link>https://cluster-site.onrender.com/posts/a-complex-qutrit-inside-an-octonionic-one/</link>
      <pubDate>Mon, 06 Oct 2025 17:24:31 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/a-complex-qutrit-inside-an-octonionic-one/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
    </item>
    <item>
      <title>Good Reads: The Princeton Companion to Mathematics</title>
      <link>https://cluster-site.onrender.com/posts/good-reads-the-princeton-companion-to-mathematics/</link>
      <pubDate>Thu, 25 Sep 2025 01:33:44 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/good-reads-the-princeton-companion-to-mathematics/</guid>
      <description>• Good Reads: The Princeton Companion to Mathematics Next up onGood Reads: ThePrinceton Companion to Mathematics,edited by Fields medalistTimothy Gowers.This book is an exceptional</description>
    </item>
    <item>
      <title>What is a Good Quantum Encoding? Part 1</title>
      <link>https://cluster-site.onrender.com/posts/what-is-a-good-quantum-encoding-part-1/</link>
      <pubDate>Thu, 25 Sep 2025 01:33:44 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/what-is-a-good-quantum-encoding-part-1/</guid>
      <description>• What is a Good Quantum Encoding? • Part 1 Over the past couple of years, I&amp;rsquo;ve been learning a little about the world of quantum machine learning (QML) and the sorts of things peo</description>
    </item>
    <item>
      <title>A Shadow of Triality?</title>
      <link>https://cluster-site.onrender.com/posts/a-shadow-of-triality/</link>
      <pubDate>Sat, 13 Sep 2025 12:06:12 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/a-shadow-of-triality/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
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    <item>
      <title>Equivalence via Surjections</title>
      <link>https://cluster-site.onrender.com/posts/equivalence-via-surjections/</link>
      <pubDate>Fri, 29 Aug 2025 22:23:54 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/equivalence-via-surjections/</guid>
      <description>• The n-Category Café Skip to the Main Content Note:These pages make extensive use of the latest XHTML and CSSStandards. • They ought to look great in any standards-compliant moder</description>
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    <item>
      <title>Burrito Monads, Arrow Kitchens, and Freyd Category Recipes</title>
      <link>https://cluster-site.onrender.com/posts/burrito-monads-arrow-kitchens-and-freyd-category-recipes/</link>
      <pubDate>Thu, 28 Aug 2025 16:02:51 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/burrito-monads-arrow-kitchens-and-freyd-category-recipes/</guid>
      <description>• Burrito Monads, Arrow Kitchens, and Freyd Category Recipes Posted by Tom Leinster Guest post by Khyathi Komalan and Andrew Krenz From Lawvere&amp;rsquo;s Hegelian taco to Baez&amp;rsquo;s layer cake</description>
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    <item>
      <title>Magnitude, Enriched Categories, and LLMs</title>
      <link>https://cluster-site.onrender.com/posts/magnitude-enriched-categories-and-llms/</link>
      <pubDate>Sun, 02 Feb 2025 04:33:03 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/magnitude-enriched-categories-and-llms/</guid>
      <description>• Math3ma celebrates 10‑year anniversary, reflecting on growth from niche blog to influential math resource. • Author began as study tool, now shares graduate‑level insights with g</description>
    </item>
    <item>
      <title>New Video Podcast: fAQ</title>
      <link>https://cluster-site.onrender.com/posts/new-video-podcast-faq/</link>
      <pubDate>Tue, 28 Mar 2023 17:05:56 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/new-video-podcast-faq/</guid>
      <description>• Launch of new video podcast &amp;lsquo;fAQ&amp;rsquo; featuring casual chats on quantum physics and AI. • Co-hosts: author and Adam Green, a biologist and former Khan Academy academic director. • Ta</description>
    </item>
    <item>
      <title>What is Superposition, Really?</title>
      <link>https://cluster-site.onrender.com/posts/what-is-superposition-really/</link>
      <pubDate>Tue, 28 Mar 2023 17:05:56 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/what-is-superposition-really/</guid>
      <description>• Superposition is simply a linear combination of states, like adding vectors in linear algebra. • The concept can be visualized without math using everyday analogies, such as over</description>
    </item>
    <item>
      <title>Modeling Sequences with Quantum States</title>
      <link>https://cluster-site.onrender.com/posts/modeling-sequences-with-quantum-states/</link>
      <pubDate>Thu, 16 Mar 2023 03:18:37 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/modeling-sequences-with-quantum-states/</guid>
      <description>• Introduces quantum-inspired methods for modeling sequential data via tensor networks. • Uses bipartite graph representations of matrices to visualize linear maps. • Applies quant</description>
    </item>
    <item>
      <title>Understanding Entanglement With SVD</title>
      <link>https://cluster-site.onrender.com/posts/understanding-entanglement-with-svd/</link>
      <pubDate>Thu, 16 Mar 2023 03:18:37 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/understanding-entanglement-with-svd/</guid>
      <description>• SVD decomposes any matrix M into UDV†, revealing singular values and vectors. • Singular values, arranged in D, indicate the importance of each concept in M. • Left and right sin</description>
    </item>
    <item>
      <title>What is Quantum Technology?</title>
      <link>https://cluster-site.onrender.com/posts/what-is-quantum-technology/</link>
      <pubDate>Thu, 16 Mar 2023 03:18:37 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/what-is-quantum-technology/</guid>
      <description>• SandboxAQ spun out of Alphabet, focusing on AI and quantum technologies. • Founder Jack Hidary explains what quantum technology means in new YouTube videos. • The team emphasizes</description>
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    <item>
      <title>Symposium at The Master&#39;s University</title>
      <link>https://cluster-site.onrender.com/posts/symposium-at-the-masters-university/</link>
      <pubDate>Tue, 14 Mar 2023 23:30:26 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/symposium-at-the-masters-university/</guid>
      <description>• Symposium at The Master&amp;rsquo;s University, Santa Clarita, California, June 9-10, 2024. • Math3ma Institute hosts event, inviting scholars, industry, and government scientists. • NASA</description>
    </item>
    <item>
      <title>A New Perspective of Entropy</title>
      <link>https://cluster-site.onrender.com/posts/a-new-perspective-of-entropy/</link>
      <pubDate>Tue, 10 Jan 2023 19:24:41 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/a-new-perspective-of-entropy/</guid>
      <description>• Introduces a novel link between Shannon entropy and topological simplices via operad derivations. • Explores how entropy functions satisfy a Leibniz-like rule on simplicial struc</description>
    </item>
    <item>
      <title>The Yoneda Lemma</title>
      <link>https://cluster-site.onrender.com/posts/the-yoneda-lemma/</link>
      <pubDate>Sun, 01 Jan 2023 04:24:44 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-yoneda-lemma/</guid>
      <description>• Yoneda lemma states that an object is fully determined by its hom‑functor relationships. • Yoneda embedding maps each object X to functor hom(-,X), fully faithful. • Morphisms f:</description>
    </item>
    <item>
      <title>Introducing The Math3ma Institute</title>
      <link>https://cluster-site.onrender.com/posts/introducing-the-math3ma-institute/</link>
      <pubDate>Tue, 22 Feb 2022 17:33:28 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/introducing-the-math3ma-institute/</guid>
      <description>• Math3ma expands into a new research hub, the Math3ma Institute, on TMU campus and online. • Visiting professor at TMU collaborates with math, science, engineering faculty to laun</description>
    </item>
    <item>
      <title>Math3ma: Behind the Scenes (3B1B Podcast)</title>
      <link>https://cluster-site.onrender.com/posts/math3ma-behind-the-scenes-3b1b-podcast/</link>
      <pubDate>Mon, 01 Nov 2021 18:14:54 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/math3ma-behind-the-scenes-3b1b-podcast/</guid>
      <description>• Grant Sanderson shares early inspirations that sparked his passion for math and physics. • He reflects on his graduate school journey and key learning moments. • The conversation</description>
    </item>
    <item>
      <title>Language, Statistics, &amp; Category Theory, Part 3</title>
      <link>https://cluster-site.onrender.com/posts/language-statistics-category-theory-part-3/</link>
      <pubDate>Mon, 27 Sep 2021 18:25:00 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/language-statistics-category-theory-part-3/</guid>
      <description>• Introduces enriched category theory framework for modeling language expressions and their relationships. • Builds on Part 2&amp;rsquo;s set assignment to words, extending to statistical co</description>
    </item>
    <item>
      <title>Monotone Convergence Theorem</title>
      <link>https://cluster-site.onrender.com/posts/monotone-convergence-theorem/</link>
      <pubDate>Mon, 16 Aug 2021 14:43:34 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/monotone-convergence-theorem/</guid>
      <description>• The Monotone Convergence Theorem (MCT) allows interchange of limit and integral for increasing nonnegative functions. • MCT requires pointwise a.e. convergence, measurability, an</description>
    </item>
    <item>
      <title>Dominated Convergence Theorem</title>
      <link>https://cluster-site.onrender.com/posts/dominated-convergence-theorem/</link>
      <pubDate>Mon, 16 Aug 2021 14:35:13 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/dominated-convergence-theorem/</guid>
      <description>• DCT states limit and integral commute under pointwise a.e. convergence with integrable dominating function. • Requires measurable functions and existence of integrable g bounding</description>
    </item>
    <item>
      <title>The Borel-Cantelli Lemma</title>
      <link>https://cluster-site.onrender.com/posts/the-borel-cantelli-lemma/</link>
      <pubDate>Mon, 16 Aug 2021 14:22:00 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/the-borel-cantelli-lemma/</guid>
      <description>{ &amp;lsquo;summary&amp;rsquo;: [ &amp;lsquo;• The Borel‑Cantelli Lemma applies to any finite‑measure space, not just probability spaces.&amp;rsquo;, &amp;lsquo;• It states that if the sum of measures of sets (E_n) converges</description>
    </item>
    <item>
      <title>Entropy &#43; Algebra &#43; Topology = ?</title>
      <link>https://cluster-site.onrender.com/posts/entropy--algebra--topology/</link>
      <pubDate>Wed, 28 Jul 2021 14:35:51 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/entropy--algebra--topology/</guid>
      <description>• Introduces function d(x) = -x log x, a derivation reminiscent of Leibniz rule. • d relates to Shannon entropy, but is nonlinear, so H(p) ≠ d(∑ p_i). • Paper shows Shannon entropy</description>
    </item>
    <item>
      <title>Language, Statistics, &amp; Category Theory, Part 2</title>
      <link>https://cluster-site.onrender.com/posts/language-statistics-category-theory-part-2/</link>
      <pubDate>Wed, 21 Jul 2021 12:22:49 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/language-statistics-category-theory-part-2/</guid>
      <description>• Language modeled as category L: objects are English expressions, morphisms are substring inclusions. • Category L captures syntax but lacks semantic depth, prompting richer categ</description>
    </item>
    <item>
      <title>Language, Statistics, &amp; Category Theory, Part 1</title>
      <link>https://cluster-site.onrender.com/posts/language-statistics-category-theory-part-1/</link>
      <pubDate>Wed, 07 Jul 2021 20:18:57 +0000</pubDate>
      <guid>https://cluster-site.onrender.com/posts/language-statistics-category-theory-part-1/</guid>
      <description>• Authors propose a new preprint exploring math behind large language models. • Question: how to model transition from probability distributions on text to syntax and semantics. •</description>
    </item>
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