diff --git a/presentation/assets/llm/llm-basic.svg b/presentation/assets/llm/llm-basic.svg
new file mode 100644
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+++ b/presentation/assets/llm/llm-basic.svg
@@ -0,0 +1,123 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 500" width="1200" height="500"
+     font-family="Helvetica, Arial, sans-serif">
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+            markerWidth="8" markerHeight="8" orient="auto-start-reverse">
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+    <marker id="arrowFB" viewBox="0 0 10 10" refX="9" refY="5"
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+
+  <rect width="1200" height="500" fill="#fafbfc"/>
+
+  <text x="600" y="35" text-anchor="middle" font-size="22" font-weight="bold" fill="#1a1a1a">
+    How an LLM generates text (autoregressive)
+  </text>
+  <text x="600" y="58" text-anchor="middle" font-size="13" fill="#666">
+    Each predicted token is appended to the input, then fed back into the LLM
+  </text>
+
+  <text x="600" y="85" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 1 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.11056;0.11111;0.22222;0.23333;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="600" y="85" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 2 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.22167;0.22222;0.33333;0.34444;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="600" y="85" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 3 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.33278;0.33333;0.44444;0.45556;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="600" y="85" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 4 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.44389;0.44444;0.55556;0.56667;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="600" y="85" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 5 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.55500;0.55556;0.66667;0.67778;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="600" y="85" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 6 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.66611;0.66667;0.77778;0.78889;1" dur="18.0s" repeatCount="indefinite"/></text>
+  <text x="600" y="85" text-anchor="middle" font-size="13" font-weight="700" fill="#1976d2" opacity="0" letter-spacing="1">ITERATION 7 / 7<animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.77722;0.77778;0.88889;0.90000;1" dur="18.0s" repeatCount="indefinite"/></text>
+
+  <!-- INPUT PANEL -->
+  <text x="225" y="100" text-anchor="middle" font-size="11" font-weight="700"
+        fill="#777" letter-spacing="1.5">INPUT (CONTEXT)</text>
+  <rect x="30" y="110" width="400" height="280" rx="10"
+        fill="#fff" stroke="#c5cee0" stroke-width="2"/>
+
+  <text x="42" y="148" font-size="11" font-weight="600" fill="#888"
+        letter-spacing="0.5">Original prompt</text>
+  <g opacity="0"><rect x="42" y="165" width="52" height="28" rx="6" fill="#e3f2fd" stroke="#1976d2" stroke-width="1.5"/><text x="68.0" y="184" text-anchor="middle" font-size="14" fill="#0d47a1" font-family="ui-monospace,Menlo,Consolas,monospace">What</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.00500;0.01944;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="100" y="165" width="36" height="28" rx="6" fill="#e3f2fd" stroke="#1976d2" stroke-width="1.5"/><text x="118.0" y="184" text-anchor="middle" font-size="14" fill="#0d47a1" font-family="ui-monospace,Menlo,Consolas,monospace">is</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.01333;0.02778;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="142" y="165" width="44" height="28" rx="6" fill="#e3f2fd" stroke="#1976d2" stroke-width="1.5"/><text x="164.0" y="184" text-anchor="middle" font-size="14" fill="#0d47a1" font-family="ui-monospace,Menlo,Consolas,monospace">the</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.02167;0.03611;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="192" y="165" width="76" height="28" rx="6" fill="#e3f2fd" stroke="#1976d2" stroke-width="1.5"/><text x="230.0" y="184" text-anchor="middle" font-size="14" fill="#0d47a1" font-family="ui-monospace,Menlo,Consolas,monospace">capital</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.03000;0.04444;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="274" y="165" width="36" height="28" rx="6" fill="#e3f2fd" stroke="#1976d2" stroke-width="1.5"/><text x="292.0" y="184" text-anchor="middle" font-size="14" fill="#0d47a1" font-family="ui-monospace,Menlo,Consolas,monospace">of</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.03833;0.05278;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="316" y="165" width="60" height="28" rx="6" fill="#e3f2fd" stroke="#1976d2" stroke-width="1.5"/><text x="346.0" y="184" text-anchor="middle" font-size="14" fill="#0d47a1" font-family="ui-monospace,Menlo,Consolas,monospace">Japan</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.04667;0.06111;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="382" y="165" width="28" height="28" rx="6" fill="#e3f2fd" stroke="#1976d2" stroke-width="1.5"/><text x="396.0" y="184" text-anchor="middle" font-size="14" fill="#0d47a1" font-family="ui-monospace,Menlo,Consolas,monospace">?</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.05500;0.06944;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+
+  <text x="42" y="228" font-size="11" font-weight="600" fill="#bf360c"
+        letter-spacing="0.5">Generated tokens (autoregressive)</text>
+  <g opacity="0"><rect x="42" y="245" width="44" height="28" rx="6" fill="#fff3e0" stroke="#e65100" stroke-width="1.5"/><text x="64.0" y="264" text-anchor="middle" font-size="14" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">The</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.19389;0.20833;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="92" y="245" width="76" height="28" rx="6" fill="#fff3e0" stroke="#e65100" stroke-width="1.5"/><text x="130.0" y="264" text-anchor="middle" font-size="14" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">capital</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.30500;0.31944;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="174" y="245" width="36" height="28" rx="6" fill="#fff3e0" stroke="#e65100" stroke-width="1.5"/><text x="192.0" y="264" text-anchor="middle" font-size="14" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">of</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.41611;0.43056;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="216" y="245" width="60" height="28" rx="6" fill="#fff3e0" stroke="#e65100" stroke-width="1.5"/><text x="246.0" y="264" text-anchor="middle" font-size="14" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">Japan</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.52722;0.54167;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="282" y="245" width="36" height="28" rx="6" fill="#fff3e0" stroke="#e65100" stroke-width="1.5"/><text x="300.0" y="264" text-anchor="middle" font-size="14" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">is</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.63833;0.65278;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="324" y="245" width="60" height="28" rx="6" fill="#fff3e0" stroke="#e65100" stroke-width="1.5"/><text x="354.0" y="264" text-anchor="middle" font-size="14" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">Tokyo</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.74944;0.76389;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="390" y="245" width="28" height="28" rx="6" fill="#fff3e0" stroke="#e65100" stroke-width="1.5"/><text x="404.0" y="264" text-anchor="middle" font-size="14" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">.</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.86056;0.87500;0.93333;0.95556;1" dur="18.0s" repeatCount="indefinite"/></g>
+
+  <!-- arrow input -> LLM -->
+  <line x1="430" y1="270" x2="475" y2="270" stroke="#333" stroke-width="2.5"
+        marker-end="url(#arrow)"/>
+  <circle cx="435" cy="270" r="6" fill="#1976d2" opacity="0"><animate attributeName="cx" values="435;435;435;475;475;435;435;475;475;435;435;475;475;435;435;475;475;435;435;475;475;435;435;475;475;435;435;475;475;435" keyTimes="0;0.10833;0.11111;0.13056;0.13333;0.21944;0.22222;0.24167;0.24444;0.33056;0.33333;0.35278;0.35556;0.44167;0.44444;0.46389;0.46667;0.55278;0.55556;0.57500;0.57778;0.66389;0.66667;0.68611;0.68889;0.77500;0.77778;0.79722;0.80000;1" dur="18.0s" repeatCount="indefinite"/><animate attributeName="opacity" values="0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0" keyTimes="0;0.10833;0.11111;0.13056;0.13333;0.21944;0.22222;0.24167;0.24444;0.33056;0.33333;0.35278;0.35556;0.44167;0.44444;0.46389;0.46667;0.55278;0.55556;0.57500;0.57778;0.66389;0.66667;0.68611;0.68889;0.77500;0.77778;0.79722;0.80000;1" dur="18.0s" repeatCount="indefinite"/></circle>
+
+  <!-- LLM black box -->
+  <rect x="480" y="215" width="240" height="120" rx="12" fill="#0d0d0d" stroke="#000"/>
+  <text x="600" y="270" text-anchor="middle" fill="#fff"
+        font-size="40" font-weight="bold" font-family="ui-monospace,Menlo,monospace">LLM</text>
+  <text x="600" y="293" text-anchor="middle" fill="#888" font-size="11"
+        letter-spacing="0.5">(black box)</text>
+  <circle cx="580" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.11333;0.11389;0.13333;0.13611;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="600" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.11889;0.11944;0.13333;0.13611;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="620" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.12444;0.12500;0.13333;0.13611;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="580" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.22444;0.22500;0.24444;0.24722;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="600" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.23000;0.23056;0.24444;0.24722;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="620" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.23556;0.23611;0.24444;0.24722;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="580" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.33556;0.33611;0.35556;0.35833;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="600" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.34111;0.34167;0.35556;0.35833;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="620" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.34667;0.34722;0.35556;0.35833;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="580" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.44667;0.44722;0.46667;0.46944;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="600" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.45222;0.45278;0.46667;0.46944;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="620" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.45778;0.45833;0.46667;0.46944;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="580" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.55778;0.55833;0.57778;0.58056;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="600" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.56333;0.56389;0.57778;0.58056;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="620" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.56889;0.56944;0.57778;0.58056;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="580" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.66889;0.66944;0.68889;0.69167;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="600" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.67444;0.67500;0.68889;0.69167;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="620" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.68000;0.68056;0.68889;0.69167;1" dur="18.0s" repeatCount="indefinite"/></circle>
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+  <circle cx="600" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.78556;0.78611;0.80000;0.80278;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <circle cx="620" cy="312" r="3.5" fill="#ffc107" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.79111;0.79167;0.80000;0.80278;1" dur="18.0s" repeatCount="indefinite"/></circle>
+  <rect x="478" y="213" width="244" height="124" rx="12" fill="none" stroke="#ffc107" stroke-width="4" opacity="0"><animate attributeName="opacity" values="0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0" keyTimes="0;0.10833;0.11111;0.13333;0.13611;0.21944;0.22222;0.24444;0.24722;0.33056;0.33333;0.35556;0.35833;0.44167;0.44444;0.46667;0.46944;0.55278;0.55556;0.57778;0.58056;0.66389;0.66667;0.68889;0.69167;0.77500;0.77778;0.80000;0.80278;1" dur="18.0s" repeatCount="indefinite"/></rect>
+
+  <!-- arrow LLM -> output -->
+  <line x1="725" y1="270" x2="765" y2="270" stroke="#333" stroke-width="2.5"
+        marker-end="url(#arrow)"/>
+  <circle cx="725" cy="270" r="6" fill="#e65100" opacity="0"><animate attributeName="cx" values="725;725;725;765;765;725;725;765;765;725;725;765;765;725;725;765;765;725;725;765;765;725;725;765;765;725;725;765;765;725" keyTimes="0;0.13056;0.13333;0.15000;0.15278;0.24167;0.24444;0.26111;0.26389;0.35278;0.35556;0.37222;0.37500;0.46389;0.46667;0.48333;0.48611;0.57500;0.57778;0.59444;0.59722;0.68611;0.68889;0.70556;0.70833;0.79722;0.80000;0.81667;0.81944;1" dur="18.0s" repeatCount="indefinite"/><animate attributeName="opacity" values="0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0;1;1;0;0" keyTimes="0;0.13056;0.13333;0.15000;0.15278;0.24167;0.24444;0.26111;0.26389;0.35278;0.35556;0.37222;0.37500;0.46389;0.46667;0.48333;0.48611;0.57500;0.57778;0.59444;0.59722;0.68611;0.68889;0.70556;0.70833;0.79722;0.80000;0.81667;0.81944;1" dur="18.0s" repeatCount="indefinite"/></circle>
+
+  <!-- OUTPUT PANEL -->
+  <text x="970" y="100" text-anchor="middle" font-size="11" font-weight="700"
+        fill="#777" letter-spacing="1.5">PREDICTED NEXT TOKEN</text>
+  <rect x="770" y="110" width="400" height="280" rx="10"
+        fill="#fff" stroke="#ffc107" stroke-width="2"/>
+  <text x="970" y="200" text-anchor="middle" font-size="12" fill="#888"
+        font-style="italic">argmax  P(next token | input)</text>
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+  <g opacity="0"><rect x="845" y="225" width="250" height="60" rx="10" fill="#fff3e0" stroke="#e65100" stroke-width="2.5"/><text x="970" y="265" text-anchor="middle" font-size="30" fill="#bf360c" font-weight="700" font-family="ui-monospace,Menlo,Consolas,monospace">Japan</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.47222;0.48333;0.53889;0.55000;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="845" y="225" width="250" height="60" rx="10" fill="#fff3e0" stroke="#e65100" stroke-width="2.5"/><text x="970" y="265" text-anchor="middle" font-size="30" fill="#bf360c" font-weight="700" font-family="ui-monospace,Menlo,Consolas,monospace">is</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.58333;0.59444;0.65000;0.66111;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="845" y="225" width="250" height="60" rx="10" fill="#fff3e0" stroke="#e65100" stroke-width="2.5"/><text x="970" y="265" text-anchor="middle" font-size="30" fill="#bf360c" font-weight="700" font-family="ui-monospace,Menlo,Consolas,monospace">Tokyo</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.69444;0.70556;0.76111;0.77222;1" dur="18.0s" repeatCount="indefinite"/></g>
+  <g opacity="0"><rect x="845" y="225" width="250" height="60" rx="10" fill="#fff3e0" stroke="#e65100" stroke-width="2.5"/><text x="970" y="265" text-anchor="middle" font-size="30" fill="#bf360c" font-weight="700" font-family="ui-monospace,Menlo,Consolas,monospace">.</text><animate attributeName="opacity" values="0;0;1;1;0;0" keyTimes="0;0.80556;0.81667;0.87222;0.88333;1" dur="18.0s" repeatCount="indefinite"/></g>
+
+  <!-- Feedback loop -->
+  <path d="M 970 395 Q 600 470 230 395"
+        stroke="#9c27b0" stroke-width="2.5" fill="none"
+        stroke-dasharray="6,5" marker-end="url(#arrowFB)">
+    <animate attributeName="stroke-dashoffset" from="0" to="-22"
+             dur="0.8s" repeatCount="indefinite"/>
+  </path>
+  <text x="600" y="488" text-anchor="middle" fill="#9c27b0" font-size="13"
+        font-style="italic" font-weight="600">
+    predicted token appended to input → next iteration
+  </text>
+</svg>