diff --git a/presentation/assets/llm/llm-basic.svg b/presentation/assets/llm/llm-basic.svg
index 1e77767..31a058d 100644
--- a/presentation/assets/llm/llm-basic.svg
+++ b/presentation/assets/llm/llm-basic.svg
@@ -1,5 +1,5 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 500" width="1200" height="500"
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 530" width="1200" height="530"
      font-family="Helvetica, Arial, sans-serif">
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@@ -12,111 +12,104 @@
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   </defs>
 
-  <rect width="1200" height="500" fill="#fafbfc"/>
+  <rect width="1200" height="530" 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>
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-  <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>
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+  <text x="600" y="480" text-anchor="middle" font-size="20" 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="480" text-anchor="middle" font-size="20" 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="480" text-anchor="middle" font-size="20" 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="480" text-anchor="middle" font-size="20" 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="480" text-anchor="middle" font-size="20" 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="480" text-anchor="middle" font-size="20" 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="480" text-anchor="middle" font-size="20" 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"
+  <text x="225" y="20" text-anchor="middle" font-size="11" font-weight="700"
         fill="#777" letter-spacing="1.5">INPUT (CONTEXT)</text>
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+  <rect x="30" y="30" 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"
+  <text x="42" y="68" font-size="11" font-weight="600" fill="#888"
         letter-spacing="0.5">Original prompt</text>
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-  <text x="42" y="228" font-size="11" font-weight="600" fill="#bf360c"
+  <text x="42" y="148" font-size="11" font-weight="600" fill="#bf360c"
         letter-spacing="0.5">Generated tokens (autoregressive)</text>
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   <!-- arrow input -> LLM -->
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   <!-- OUTPUT PANEL -->
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+  <text x="970" y="120" text-anchor="middle" font-size="12" fill="#888"
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