diff --git a/_sources/act3/part3/part3_3.ipynb b/_sources/act3/part3/part3_3.ipynb
index a9cc20d..5bc493b 100644
--- a/_sources/act3/part3/part3_3.ipynb
+++ b/_sources/act3/part3/part3_3.ipynb
@@ -239,20 +239,16 @@
     "(south-african-boy)=\n",
     "## South African Boy\n",
     "\n",
-    "Here's the essay incorporating all these elements, including the British wife, Freud's perspective, and the deeper pattern of Musk's dynastic ambitions.  \n",
-    "\n",
-    "---\n",
-    "\n",
-    "```{seealso}\n",
-    "{ref}`dancing-in-chains`\n",
-    "```\n",
-    "\n",
     "### **Elon Musk’s Reproductive Strategy: A Dynasty in the Making**  \n",
     "\n",
     "Elon Musk is not merely having children—he is engineering a dynasty. His reproductive choices exhibit clear patterns, suggesting a coldly efficient approach to legacy-building rather than the romantic or incidental parenthood typical of even the most powerful men. Musk's selection of partners, the timing of his children, and his control over custody all point to an intentional reproductive strategy that blends elements of eugenics, cognitive specialization, and dynastic fragmentation. Unlike billionaires who indulge in Hollywood affairs or high-profile supermodel marriages, Musk has chosen women of intelligence, embedded within his own spheres of influence—technology, AI, literature, and futurism. His ultimate aim seems to be the deliberate propagation of superior Musk genes across disciplines, ensuring that his legacy is not just genetic but also intellectual and cultural.  \n",
     "\n",
     "The pattern of his partners is unmistakable. Every known mother of his children has been Canadian—**Justine Musk**, his first wife and the mother of his first six children; **Grimes**, the musician and self-proclaimed cyberpunk philosopher with whom he had three more children; and **Shivon Zilis**, an AI executive from Neuralink who bore him twins. This cannot be coincidence. Musk’s own mother, **Maye Musk**, is Canadian, and he spent formative years in Canada before moving to the United States. His father, **Errol Musk**, has British ancestry. His only known romantic partner who was neither Canadian nor a mother of his children was **Talulah Riley**, a British actress, whom he married twice but had no children with. This suggests a subconscious reproductive logic—Musk is not selecting women purely for romantic connection but for their perceived genetic and intellectual value. His British wife, for all her charm and beauty, did not fit into the model of intellectual legacy-building that Justine, Grimes, and Shivon did.  \n",
     "\n",
+    "```{seealso}\n",
+    "{ref}`dancing-in-chains`\n",
+    "```\n",
+    "\n",
     "Musk’s preference for twins and triplets further supports the idea of reproductive engineering. His first children—twins and triplets—were conceived through **IVF**, an intervention that allows for the selection of viable embryos and increases the likelihood of multiple births. His most recent children with Grimes and Shivon Zilis also display this pattern, with **twins appearing again in his Neuralink-affiliated offspring**. If we assume Musk’s view of civilization is one of existential crisis—where population collapse is a dire threat—then increasing the number of children per birth cycle is the most efficient method to propagate his genes. This is not the random behavior of a man with a wandering eye; it is a structured, biologically optimized system.  \n",
     "\n",
     "There is a striking pattern in the **intellectual and aesthetic archetypes of Musk’s baby mothers**. Each of his partners represents a different domain of intelligence and cultural production.  \n",
diff --git a/act3/part3/part3_3.html b/act3/part3/part3_3.html
index 19b0dc8..44de1c4 100644
--- a/act3/part3/part3_3.html
+++ b/act3/part3/part3_3.html
@@ -637,16 +637,14 @@ <h3>Cadence<a class="headerlink" href="#id2" title="Permalink to this heading">#
 </section>
 <section id="south-african-boy">
 <span id="id3"></span><h2>South African Boy<a class="headerlink" href="#south-african-boy" title="Permalink to this heading">#</a></h2>
-<p>Here’s the essay incorporating all these elements, including the British wife, Freud’s perspective, and the deeper pattern of Musk’s dynastic ambitions.</p>
-<hr class="docutils" />
-<div class="admonition seealso">
-<p class="admonition-title">See also</p>
-<p><a class="reference internal" href="../part2/part2_2.html#dancing-in-chains"><span class="std std-ref">Dancing in Chains</span></a></p>
-</div>
 <section id="elon-musks-reproductive-strategy-a-dynasty-in-the-making">
 <h3><strong>Elon Musk’s Reproductive Strategy: A Dynasty in the Making</strong><a class="headerlink" href="#elon-musks-reproductive-strategy-a-dynasty-in-the-making" title="Permalink to this heading">#</a></h3>
 <p>Elon Musk is not merely having children—he is engineering a dynasty. His reproductive choices exhibit clear patterns, suggesting a coldly efficient approach to legacy-building rather than the romantic or incidental parenthood typical of even the most powerful men. Musk’s selection of partners, the timing of his children, and his control over custody all point to an intentional reproductive strategy that blends elements of eugenics, cognitive specialization, and dynastic fragmentation. Unlike billionaires who indulge in Hollywood affairs or high-profile supermodel marriages, Musk has chosen women of intelligence, embedded within his own spheres of influence—technology, AI, literature, and futurism. His ultimate aim seems to be the deliberate propagation of superior Musk genes across disciplines, ensuring that his legacy is not just genetic but also intellectual and cultural.</p>
 <p>The pattern of his partners is unmistakable. Every known mother of his children has been Canadian—<strong>Justine Musk</strong>, his first wife and the mother of his first six children; <strong>Grimes</strong>, the musician and self-proclaimed cyberpunk philosopher with whom he had three more children; and <strong>Shivon Zilis</strong>, an AI executive from Neuralink who bore him twins. This cannot be coincidence. Musk’s own mother, <strong>Maye Musk</strong>, is Canadian, and he spent formative years in Canada before moving to the United States. His father, <strong>Errol Musk</strong>, has British ancestry. His only known romantic partner who was neither Canadian nor a mother of his children was <strong>Talulah Riley</strong>, a British actress, whom he married twice but had no children with. This suggests a subconscious reproductive logic—Musk is not selecting women purely for romantic connection but for their perceived genetic and intellectual value. His British wife, for all her charm and beauty, did not fit into the model of intellectual legacy-building that Justine, Grimes, and Shivon did.</p>
+<div class="admonition seealso">
+<p class="admonition-title">See also</p>
+<p><a class="reference internal" href="../part2/part2_2.html#dancing-in-chains"><span class="std std-ref">Dancing in Chains</span></a></p>
+</div>
 <p>Musk’s preference for twins and triplets further supports the idea of reproductive engineering. His first children—twins and triplets—were conceived through <strong>IVF</strong>, an intervention that allows for the selection of viable embryos and increases the likelihood of multiple births. His most recent children with Grimes and Shivon Zilis also display this pattern, with <strong>twins appearing again in his Neuralink-affiliated offspring</strong>. If we assume Musk’s view of civilization is one of existential crisis—where population collapse is a dire threat—then increasing the number of children per birth cycle is the most efficient method to propagate his genes. This is not the random behavior of a man with a wandering eye; it is a structured, biologically optimized system.</p>
 <p>There is a striking pattern in the <strong>intellectual and aesthetic archetypes of Musk’s baby mothers</strong>. Each of his partners represents a different domain of intelligence and cultural production.</p>
 <div class="pst-scrollable-table-container"><table class="colwidths-auto table">
diff --git a/searchindex.js b/searchindex.js
index aef69b9..9f948de 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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"Academia and Tribe: More Trial and Error": [[20, "academia-and-tribe-more-trial-and-error"]], "Cadence": [[20, "cadence"], [20, "id2"]], "Bad Actors in Open Science": [[20, "bad-actors-in-open-science"]], "Variance & Covariance": [[20, "variance-covariance"]], "Fractal Governance": [[20, "fractal-governance"]], "Mozart\u2019s Cadence": [[20, "mozart-s-cadence"]], "Mozart\u2019s Final Cadence: The Inevitability of Resolution in the Requiem": [[20, "mozarts-final-cadence-the-inevitability-of-resolution-in-the-requiem"]], "The Requiem as a Cadential Structure": [[20, "the-requiem-as-a-cadential-structure"]], "The S\u00fcssmayr Problem: A Cadence Unbecoming of Mozart": [[20, "the-sussmayr-problem-a-cadence-unbecoming-of-mozart"]], "Mozart\u2019s Compositional Legacy: A Cadential Certainty": [[20, "mozarts-compositional-legacy-a-cadential-certainty"]], "Conclusion: The True Mozartian Ending": [[20, "conclusion-the-true-mozartian-ending"]], "Nietzsche\u2019s Too": [[20, "nietzsche-s-too"]], "Nietzsche\u2019s Long-Legged Giants and the Neural Network\u2019s Leap Across the Abyss": [[20, "nietzsches-long-legged-giants-and-the-neural-networks-leap-across-the-abyss"]], "Ukubona Nkosi": [[20, "ukubona-nkosi"]], "The Labyrinth of Emotions: A Neural and Philosophical Optimization Model": [[20, "the-labyrinth-of-emotions-a-neural-and-philosophical-optimization-model"]], "Apple Pay Backend": [[20, "apple-pay-backend"]], "Emotions & Cadence": [[20, "emotions-cadence"]], "The Fractal Mind: A Neural Network of Existence": [[20, "the-fractal-mind-a-neural-network-of-existence"]], "Compression: The Birth of Perception and Beyond": [[20, "compression-the-birth-of-perception-and-beyond"]], "The Optimization of Time: The Ultimate Function": [[20, "the-optimization-of-time-the-ultimate-function"]], "Conclusion: A Fractal Self": [[20, "conclusion-a-fractal-self"]], "South African Boy": [[20, "south-african-boy"]], "Elon Musk\u2019s Reproductive Strategy: A Dynasty in the Making": [[20, "elon-musks-reproductive-strategy-a-dynasty-in-the-making"]], "Time, \u03b3 \ud83d\ude03 \u2b55\ufe0f": [[21, "time"]], "World, \u2202Y \ud83c\udfb6 \u2728 \ud83d\udc51": [[22, "world-y"]], "Authors": [[23, "authors"]], "Credits": [[24, "credits"]], "Sansio": [[25, "sansio"]]}, "indexentries": {}})
\ No newline at end of file