diff --git a/presentation/assets/llm/llm-animation-tokenids.svg b/presentation/assets/llm/llm-animation-tokenids.svg
index 2819bd8..556c737 100644
--- a/presentation/assets/llm/llm-animation-tokenids.svg
+++ b/presentation/assets/llm/llm-animation-tokenids.svg
@@ -1,5 +1,5 @@
 <?xml version="1.0" encoding="UTF-8"?>
-<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1360 600" width="1360" height="600"
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1360 630" width="1360" height="630"
      font-family="Helvetica, Arial, sans-serif">
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@@ -12,146 +12,139 @@
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+  <rect width="1360" height="630" fill="#fafbfc"/>
 
-  <text x="680" y="34" text-anchor="middle" font-size="22" font-weight="bold" fill="#1a1a1a">
-    What the LLM actually sees: integer token IDs (advanced view)
-  </text>
-  <text x="680" y="56" text-anchor="middle" font-size="13" fill="#666">
-    BPE encodes text → integer IDs.  The model is a function f: ℤᵏ → ℝⱽ ; next_id = argmax(f(ids))
-  </text>
-
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+  <text x="680" y="550" 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="680" y="550" 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="680" y="550" 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="270" y="100" text-anchor="middle" font-size="11" font-weight="700"
+  <text x="270" y="20" text-anchor="middle" font-size="11" font-weight="700"
         fill="#777" letter-spacing="1.5">INPUT TOKEN IDs (k = 32, vocab V ≈ 200,000)</text>
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+  <rect x="30" y="30" width="480" height="380" rx="10"
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-  <text x="42" y="148" font-size="11" font-weight="600" fill="#555"
+  <text x="42" y="68" font-size="11" font-weight="600" fill="#555"
         letter-spacing="0.3">Prompt encoded as 32 IDs (large) with token text below (small italic)</text>
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+  <text x="680" y="322" text-anchor="middle" fill="#666" font-size="11"
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   <!-- OUTPUT PANEL -->
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+  <text x="1090" y="20" text-anchor="middle" font-size="11" font-weight="700"
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+  <g opacity="0"><text x="1070" y="145" text-anchor="middle" font-size="12" fill="#777" letter-spacing="0.5">next_token_id =</text><text x="1070" y="215" text-anchor="middle" font-size="54" font-weight="700" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">656*</text><text x="1070" y="245" text-anchor="middle" font-size="12" fill="#888" font-style="italic">&#x2193; decodes to</text><rect x="965" y="260" width="210" height="42" rx="8" fill="#fff3e0" stroke="#e65100" stroke-width="2"/><text x="1070" y="288" text-anchor="middle" font-size="22" font-weight="600" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace" xml:space="preserve">&quot; do&quot;</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"><text x="1070" y="145" text-anchor="middle" font-size="12" fill="#777" letter-spacing="0.5">next_token_id =</text><text x="1070" y="215" text-anchor="middle" font-size="54" font-weight="700" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace">13</text><text x="1070" y="245" text-anchor="middle" font-size="12" fill="#888" font-style="italic">&#x2193; decodes to</text><rect x="965" y="260" width="210" height="42" rx="8" fill="#fff3e0" stroke="#e65100" stroke-width="2"/><text x="1070" y="288" text-anchor="middle" font-size="22" font-weight="600" fill="#bf360c" font-family="ui-monospace,Menlo,Consolas,monospace" xml:space="preserve">&quot;.&quot;</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>
+  <text x="1090" y="350" text-anchor="middle" font-size="11" fill="#777"
         font-style="italic">decoding text is post-processing — the model never produces strings</text>
 
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     next_token_id appended to input_ids → next forward pass
   </text>
 
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     * Response IDs are illustrative estimates; prompt IDs are from OpenAI's o200k_base tokenizer.
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