diff --git a/presentation/claude-code-best-practice/index.html b/presentation/claude-code-best-practice/index.html
index c6ca716..2ba94ea 100644
--- a/presentation/claude-code-best-practice/index.html
+++ b/presentation/claude-code-best-practice/index.html
@@ -560,9 +560,84 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 11: Models are stateless                               -->
+    <!-- SLIDE 11: How LLMs Generate Text — Autoregressive Loop       -->
     <!-- ============================================================ -->
     <div class="slide" data-slide="11">
+        <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: calc(100vh - 120px); text-align: center; gap: 0;">
+
+            <!-- Title -->
+            <h1 style="border-bottom: none; padding-bottom: 0; font-size: 2.6rem; margin-bottom: 28px;">One token at a time</h1>
+
+            <!-- Animated SVG -->
+            <figure style="max-width: 860px; width: 100%; margin: 0 auto;">
+                <img
+                    src="../assets/llm/llm-basic.svg"
+                    alt="Animated diagram showing autoregressive generation: prompt feeds into LLM, which predicts one token, feeds it back, and repeats until the full answer is produced."
+                    style="width: 100%; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.10);"
+                />
+                <figcaption style="margin-top: 20px; font-size: 1rem; color: #555; font-style: italic; line-height: 1.5;">
+                    <strong style="font-style: normal; color: #1a1a1a;">The model produces one token per inference, feeding each result back as new input.</strong><br/>
+                    This is why streaming feels gradual &mdash; and why longer outputs cost more in both latency and API spend.
+                </figcaption>
+            </figure>
+
+        </div>
+    </div>
+
+    <!-- ============================================================ -->
+    <!-- SLIDE 12: What's a Token?                                    -->
+    <!-- ============================================================ -->
+    <div class="slide" data-slide="12">
+        <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: calc(100vh - 120px); text-align: center; gap: 0;">
+
+            <!-- Title -->
+            <h1 style="border-bottom: none; padding-bottom: 0; font-size: 2.6rem; margin-bottom: 28px;">Tokens, not words</h1>
+
+            <!-- Screenshot image -->
+            <figure style="max-width: 860px; width: 100%; margin: 0 auto;">
+                <img
+                    src="../assets/llm/tokens.jpg"
+                    alt="Screenshot of the OpenAI tokenizer showing the sentence about BPE split into 32 tokens across 105 characters, with tabs for GPT-5.x, GPT-4, and GPT-3 tokenizers."
+                    style="width: 100%; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.10);"
+                />
+                <figcaption style="margin-top: 20px; font-size: 1rem; color: #555; font-style: italic; line-height: 1.5;">
+                    <strong style="font-style: normal; color: #1a1a1a;">105 characters &rarr; 32 tokens. Rule of thumb: ~4 chars per token in English.</strong><br/>
+                    Each model generation uses a different tokenizer &mdash; same text, different token count, different cost.
+                </figcaption>
+            </figure>
+
+        </div>
+    </div>
+
+    <!-- ============================================================ -->
+    <!-- SLIDE 13: Tokens In, Tokens Out — Full Picture               -->
+    <!-- ============================================================ -->
+    <div class="slide" data-slide="13">
+        <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: calc(100vh - 120px); text-align: center; gap: 0;">
+
+            <!-- Title -->
+            <h1 style="border-bottom: none; padding-bottom: 0; font-size: 2.6rem; margin-bottom: 28px;">Tokens in, tokens out</h1>
+
+            <!-- Animated SVG -->
+            <figure style="max-width: 860px; width: 100%; margin: 0 auto;">
+                <img
+                    src="../assets/llm/llm-advanced.svg"
+                    alt="Animated diagram combining tokenization and autoregressive generation: the BPE-tokenized prompt feeds into the LLM, which generates the answer token-by-token using the same shared vocabulary."
+                    style="width: 100%; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.10);"
+                />
+                <figcaption style="margin-top: 20px; font-size: 1rem; color: #555; font-style: italic; line-height: 1.5;">
+                    <strong style="font-style: normal; color: #1a1a1a;">Input and output share the same vocabulary &mdash; tokenization shapes what the model even &ldquo;sees&rdquo;.</strong><br/>
+                    &ldquo;Anthropic&rdquo; becomes &ldquo;Anth&rdquo; + &ldquo;ropic&rdquo; because that&rsquo;s how it appears most often in training data.
+                </figcaption>
+            </figure>
+
+        </div>
+    </div>
+
+    <!-- ============================================================ -->
+    <!-- SLIDE 14: Models are stateless                               -->
+    <!-- ============================================================ -->
+    <div class="slide" data-slide="14">
         <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: calc(100vh - 120px); text-align: center; gap: 0;">
 
             <!-- Title -->
@@ -619,9 +694,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 12: Model Limitations &mdash; Real-time access          -->
+    <!-- SLIDE 15: Model Limitations &mdash; Real-time access          -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="12">
+    <div class="slide" data-slide="15">
         <h1>&#x1F9E0; Models &mdash; e.g. Opus, GPT, Gemini</h1>
         <div style="display: grid; grid-template-columns: 1fr 1fr; gap: 24px; margin: 40px 0;">
             <div class="col-card" style="border-left: 4px solid #4caf50;">
@@ -658,9 +733,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 13: Limitations                                         -->
+    <!-- SLIDE 16: Limitations                                         -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="13">
+    <div class="slide" data-slide="16">
         <h1>&#x1F9E0; Limitations</h1>
         <p>The raw model has <strong>no real-time access</strong> &mdash; no internet, no files, no clock.</p>
         <div style="text-align: center; margin: 24px 0;">
@@ -669,9 +744,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 14: Horse Harness — The Pivot Analogy                  -->
+    <!-- SLIDE 17: Horse Harness — The Pivot Analogy                  -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="14">
+    <div class="slide" data-slide="17">
         <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: calc(100vh - 120px); text-align: center; gap: 0;">
 
             <!-- SVG Horse with Harness — annotated callout version -->
@@ -834,9 +909,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 15: Tool Calling &mdash; how the harness reaches the world -->
+    <!-- SLIDE 18: Tool Calling &mdash; how the harness reaches the world -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="15">
+    <div class="slide" data-slide="18">
         <h1>&#x26A1; Tool Calling &mdash; how the harness reaches the world</h1>
         <div style="text-align: center; margin: 24px 0;">
             <img src="../assets/harness/tool-calling.png"
@@ -857,9 +932,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 16: Harness (1 of 2) &mdash; mind, methods, memory       -->
+    <!-- SLIDE 19: Harness (1 of 2) &mdash; mind, methods, memory       -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="16">
+    <div class="slide" data-slide="19">
         <h1>&#x1F4AA; Harness &mdash; the body around the brain</h1>
         <div style="display: flex; flex-wrap: wrap; justify-content: center; gap: 18px; margin: 28px 0;">
             <div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #009688; text-align: center;">
@@ -902,9 +977,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 17: Harness (2 of 2) &mdash; senses, rules, reflexes     -->
+    <!-- SLIDE 20: Harness (2 of 2) &mdash; senses, rules, reflexes     -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="17">
+    <div class="slide" data-slide="20">
         <h1>&#x1F4AA; Harness &mdash; the body around the brain</h1>
         <div style="display: flex; flex-wrap: wrap; justify-content: center; gap: 18px; margin: 28px 0;">
             <div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #4caf50; text-align: center;">
@@ -939,9 +1014,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 18: Problem solved with harness &mdash; success case     -->
+    <!-- SLIDE 21: Problem solved with harness &mdash; success case     -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="18">
+    <div class="slide" data-slide="21">
         <h1>&#x1F389; Yayyyyy! Problem solved with harness</h1>
         <p>The harness reaches out via <strong>WebSearch</strong> and fetches a real answer from live sources.</p>
         <div style="text-align: center; margin: 24px 0;">
@@ -950,9 +1025,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 19: Suspense / transition &mdash; But...?                -->
+    <!-- SLIDE 22: Suspense / transition &mdash; But...?                -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="19">
+    <div class="slide" data-slide="22">
         <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: 75vh; text-align: center;">
             <div style="font-size: 12rem; color: #3f51b5; line-height: 1; font-weight: 700;">?</div>
             <p style="font-size: 1.6rem; color: #555; margin: 24px 0 0; max-width: 900px; font-weight: 600;">Really?</p>
@@ -960,9 +1035,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 20: Non-determinism 1 &mdash; Refuses to use tools       -->
+    <!-- SLIDE 23: Non-determinism 1 &mdash; Refuses to use tools       -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="20">
+    <div class="slide" data-slide="23">
         <h1>&#x1F4AA; Non-determinism &mdash; Doesn&rsquo;t always use its tools</h1>
         <p>Similar prompt &mdash; but this time <strong>the model decided not to use the tool</strong>.</p>
         <div style="text-align: center; margin: 24px 0;">
@@ -971,9 +1046,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 21: Non-determinism 2 &mdash; Tools can fail             -->
+    <!-- SLIDE 24: Non-determinism 2 &mdash; Tools can fail             -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="21">
+    <div class="slide" data-slide="24">
         <h1>&#x1F4AA; Non-determinism &mdash; Tools can fail</h1>
         <p>The model first tried <strong>one source</strong> &mdash; it <strong>failed (403)</strong> &mdash; so it fell back to <strong>another</strong>.</p>
         <div style="text-align: center; margin: 24px 0;">
@@ -982,9 +1057,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 22: The Two Problems &mdash; what we're solving          -->
+    <!-- SLIDE 25: The Two Problems &mdash; what we're solving          -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="22">
+    <div class="slide" data-slide="25">
         <h1>&#x1F6A8; Problem Statement</h1>
         <ol style="padding-left: 32px; margin: 40px 0 0 0; line-height: 2;">
             <li style="font-size: 1.25rem; color: #444; margin-bottom: 24px;">
@@ -999,9 +1074,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 23: Vibe Coding &mdash; Karpathy&rsquo;s original tweet  -->
+    <!-- SLIDE 26: Vibe Coding &mdash; Karpathy&rsquo;s original tweet  -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="23">
+    <div class="slide" data-slide="26">
         <h1>Vibe Coding</h1>
         <div style="text-align: center; margin: 16px 0;">
             <img src="../assets/concepts/vibe-coding.jpg" alt="Andrej Karpathy's Feb 3 2025 tweet coining 'vibe coding' — 'fully give in to the vibes, embrace exponentials, and forget that the code even exists'" style="max-width: 100%; max-height: 55vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
@@ -1011,9 +1086,9 @@
     </div>
 
     <!-- ============================================================ -->
-    <!-- SLIDE 24: Vibe Coding vs Agentic Engineering                   -->
+    <!-- SLIDE 27: Vibe Coding vs Agentic Engineering                   -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="24">
+    <div class="slide" data-slide="27">
         <h1>Vibe Coding vs Agentic Engineering</h1>
         <div class="two-col">
             <div>
@@ -1082,7 +1157,7 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide 8: Agents Section Divider -->
-    <div class="slide section-slide" data-slide="25" data-level="agents">
+    <div class="slide section-slide" data-slide="28" data-level="agents">
         <div class="slide-viewport-content">
             <h1>👤 Agents</h1>
             <div style="text-align: center; margin: 12px auto 20px auto;">
@@ -1140,7 +1215,7 @@ todoapp/
     </div>
 
     <!-- Slide 9: The Restaurant Kitchen -->
-    <div class="slide" data-slide="26">
+    <div class="slide" data-slide="29">
         <div style="min-height: calc(100vh - 120px);">
             <h1>Create your first agent &mdash; <code>/agents</code></h1>
             <div style="max-width: 600px;">
@@ -1194,7 +1269,7 @@ todoapp/
     </div>
 
     <!-- Slide 10: Prompting vs Agent table -->
-    <div class="slide" data-slide="27">
+    <div class="slide" data-slide="30">
         <div style="min-height: calc(100vh - 120px);">
             <h1>Demo</h1>
             <video
@@ -1245,7 +1320,7 @@ todoapp/
     </div>
 
     <!-- Slide: Agent Created (image only) -->
-    <div class="slide" data-slide="28" data-level="agents">
+    <div class="slide" data-slide="31" data-level="agents">
         <h1>&#x1F389; Yayyyyy! Problem solved with agents</h1>
         <div style="min-height: calc(100vh - 200px); display: flex; align-items: center; justify-content: center;">
             <img src="../assets/concepts/agents/agent-created.png" alt="Agent created" style="max-width: 1200px; max-height: 80vh; width: 100%; height: auto; display: block; margin: 0 auto; border-radius: 8px; box-shadow: 0 4px 16px rgba(0,0,0,0.1);" />
@@ -1290,7 +1365,7 @@ todoapp/
     </div>
 
     <!-- Slide 27: Skeptical counter-beat (mirrors slide 17) -->
-    <div class="slide" data-slide="29" data-level="agents">
+    <div class="slide" data-slide="32" data-level="agents">
         <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: calc(100vh - 120px); text-align: center;">
             <div style="font-size: 12rem; color: #3f51b5; line-height: 1; font-weight: 700;">?</div>
             <p style="font-size: 1.6rem; color: #555; margin: 24px 0 0; max-width: 900px; font-weight: 600;">Not so fast...</p>
@@ -1335,7 +1410,7 @@ todoapp/
     </div>
 
     <!-- Slide 28: Callback to problem statement — agents solve half -->
-    <div class="slide" data-slide="30" data-level="agents">
+    <div class="slide" data-slide="33" data-level="agents">
         <h1>&#x1F6A8; Problem Statement</h1>
         <div style="min-height: calc(100vh - 120px);">
         <ol style="padding-left: 32px; margin: 40px 0 0 0; line-height: 2;">
@@ -1389,7 +1464,7 @@ todoapp/
     </div>
 
     <!-- Slide 13: Agent Config Fields -->
-    <div class="slide" data-slide="31" data-level="agents">
+    <div class="slide" data-slide="34" data-level="agents">
             <h1>Agent config fields with frontmatter</h1>
             <div style="margin: 24px 0;">
                 <div class="field-row" style="padding-bottom: 6px; border-bottom: 2px solid #ddd;">
@@ -1479,7 +1554,7 @@ todoapp/
     </div>
 
     <!-- Slide 30: Agent tips and tricks — part 1 -->
-    <div class="slide" data-slide="32" data-level="agents">
+    <div class="slide" data-slide="35" data-level="agents">
         <h1><code>claude-code-best-practice</code> Tips &amp; Tricks</h1>
         <div style="min-height: calc(100vh - 200px); display: flex; align-items: center; justify-content: center;">
             <img src="../assets/concepts/agents/agent-tips-1.png" alt="Claude Code tips and tricks — part 1" style="max-width: 1200px; max-height: 80vh; width: auto; height: auto; display: block; margin: 20px auto 0 auto; border-radius: 8px; box-shadow: 0 4px 16px rgba(0,0,0,0.1); object-fit: contain;" />
@@ -1524,7 +1599,7 @@ todoapp/
     </div>
 
     <!-- Slide 31: Agent tips and tricks — part 2 -->
-    <div class="slide" data-slide="33" data-level="agents">
+    <div class="slide" data-slide="36" data-level="agents">
         <h1><code>claude-code-best-practice</code> Tips &amp; Tricks</h1>
         <div style="min-height: calc(100vh - 200px); display: flex; align-items: center; justify-content: center;">
             <img src="../assets/concepts/agents/agent-tips-2.png" alt="Claude Code tips and tricks — part 2" style="max-width: 1200px; max-height: 80vh; width: auto; height: auto; display: block; margin: 20px auto 0 auto; border-radius: 8px; box-shadow: 0 4px 16px rgba(0,0,0,0.1); object-fit: contain;" />
@@ -1573,7 +1648,7 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide 32: CLAUDE.md concept intro -->
-    <div class="slide section-slide" data-slide="34">
+    <div class="slide section-slide" data-slide="37">
         <div class="slide-viewport-content">
             <h1>&#x1F4DD; CLAUDE.md</h1>
             <div style="text-align: center; margin: 12px auto 20px auto;">
@@ -1629,7 +1704,7 @@ todoapp/
     </div>
 
     <!-- Slide 33: Create your first CLAUDE.md — /init -->
-    <div class="slide" data-slide="35" data-level="claude-md">
+    <div class="slide" data-slide="38" data-level="claude-md">
         <div style="min-height: calc(100vh - 120px);">
             <h1>Create your first CLAUDE.md &mdash; <code>/init</code></h1>
             <div style="max-width: 600px;">
@@ -1683,7 +1758,7 @@ todoapp/
     </div>
 
     <!-- Slide 34: CLAUDE.md — the real thing (screenshot) -->
-    <div class="slide" data-slide="36" data-level="claude-md">
+    <div class="slide" data-slide="39" data-level="claude-md">
         <div style="min-height: calc(100vh - 120px);">
             <h1>&#x1F4DD; CLAUDE.md &mdash; the real thing</h1>
             <div style="display: flex; align-items: center; justify-content: center;">
@@ -1730,7 +1805,7 @@ todoapp/
     </div>
 
     <!-- Slide 35: claude-code-best-practice Tips & Tricks (CLAUDE.md) -->
-    <div class="slide" data-slide="37" data-level="claude-md">
+    <div class="slide" data-slide="40" data-level="claude-md">
         <h1><code>claude-code-best-practice</code> Tips &amp; Tricks</h1>
         <div style="min-height: calc(100vh - 200px); display: flex; align-items: center; justify-content: center;">
             <img src="../assets/concepts/claudemd/claudemd-tips.png" alt="Claude Code tips and tricks for CLAUDE.md" style="max-width: 1200px; max-height: 80vh; width: auto; height: auto; display: block; margin: 20px auto 0 auto; border-radius: 8px; box-shadow: 0 4px 16px rgba(0,0,0,0.1); object-fit: contain;" />
@@ -1775,7 +1850,7 @@ todoapp/
     </div>
 
     <!-- Slide 36: CLAUDE.md problem — keep it under 200 lines -->
-    <div class="slide" data-slide="38" data-level="claude-md">
+    <div class="slide" data-slide="41" data-level="claude-md">
         <div style="min-height: calc(100vh - 120px);">
             <h1>&#x26A0;&#xFE0F; CLAUDE.md problem &mdash; keep it under 200 lines</h1>
             <div style="min-height: calc(100vh - 200px); display: flex; align-items: center; justify-content: center;">
@@ -1826,7 +1901,7 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide: Skills -->
-    <div class="slide section-slide" data-slide="39">
+    <div class="slide section-slide" data-slide="42">
         <div class="slide-viewport-content">
             <h1>&#x1F3AF; Skills</h1>
             <div style="text-align: center; margin: 12px auto 20px auto;">
@@ -1887,7 +1962,7 @@ todoapp/
     <!-- NEW SLIDE 38: Create your first skill                         -->
     <!-- ============================================================ -->
 
-    <div class="slide" data-slide="40" data-level="skills">
+    <div class="slide" data-slide="43" data-level="skills">
         <div style="min-height: calc(100vh - 120px);">
             <h1>Create your first skill</h1>
             <div class="two-col" style="margin-top: 28px;">
@@ -1950,7 +2025,7 @@ todoapp/
     <!-- Slide 39: Skills — a real one (screenshot)                    -->
     <!-- ============================================================ -->
 
-    <div class="slide" data-slide="41" data-level="skills">
+    <div class="slide" data-slide="44" data-level="skills">
         <div style="min-height: calc(100vh - 200px);">
             <h1>&#x1F3AF; Skills &mdash; a real one</h1>
             <div style="display: flex; align-items: center; justify-content: center;">
@@ -2000,7 +2075,7 @@ todoapp/
     <!-- Slide 40: Skill config fields with frontmatter (was 39)       -->
     <!-- ============================================================ -->
 
-    <div class="slide" data-slide="42" data-level="skills">
+    <div class="slide" data-slide="45" data-level="skills">
         <h1>Skill config fields with frontmatter</h1>
         <p style="font-style: italic; color: #666; margin: 8px 0 20px 0;">Most fields control how and when the skill loads &mdash; enforced by the harness. Only <code>description</code> lives in prompt-land.</p>
         <div style="margin: 0 0 24px 0;">
@@ -2095,7 +2170,7 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide: Context -->
-    <div class="slide section-slide" data-slide="43">
+    <div class="slide section-slide" data-slide="46">
         <div class="slide-viewport-content">
             <h1>&#x1F4AD; Context</h1>
             <div style="text-align: center; margin: 12px auto 20px auto;">
@@ -2154,7 +2229,7 @@ todoapp/
     </div>
 
     <!-- Slide 42: Context — Claude's Brain -->
-    <div class="slide" data-slide="44" data-level="context">
+    <div class="slide" data-slide="47" data-level="context">
         <div style="min-height: calc(100vh - 120px);">
             <h1>&#x1F9E0; Claude's Brain</h1>
             <div class="analogy-box">
@@ -2230,7 +2305,7 @@ todoapp/
     </div>
 
     <!-- Slide 43: Context — What Loads at Session Start -->
-    <div class="slide" data-slide="45" data-level="context">
+    <div class="slide" data-slide="48" data-level="context">
         <div style="min-height: calc(100vh - 120px);">
             <h1>What Loads at Session Start</h1>
             <p>The moment you open Claude Code, certain things land in Claude's brain <strong>before you've typed a word</strong>. The rest waits in the wings &mdash; only loaded when you actually need it. This is called <strong>progressive disclosure</strong>.</p>
@@ -2303,7 +2378,7 @@ todoapp/
     </div>
 
     <!-- Slide 44: Context — Lost in the Middle (Liu et al., Stanford 2023) -->
-    <div class="slide" data-slide="46" data-level="context">
+    <div class="slide" data-slide="49" data-level="context">
         <div style="min-height: calc(100vh - 120px);">
             <h1 style="text-align: center;">&#x1F4C4; Lost in the Middle</h1>
             <p style="text-align: center; color: #666; font-style: italic; font-size: 1.1rem; margin-top: -20px; margin-bottom: 30px;">by Nelson F. Liu &middot; Stanford University &middot; 2023</p>
@@ -2378,7 +2453,7 @@ todoapp/
     </div>
 
     <!-- Slide 45: Workflow concept-intro -->
-    <div class="slide section-slide" data-slide="47" data-level="workflow">
+    <div class="slide section-slide" data-slide="50" data-level="workflow">
         <div class="slide-viewport-content">
             <h1>&#x1F4D8; Workflow</h1>
             <div style="text-align: center; margin: 12px auto 20px auto;">
@@ -2431,7 +2506,7 @@ todoapp/
     </div>
 
     <!-- Slide 46: Orchestration Workflow diagram -->
-    <div class="slide" data-slide="48" data-level="workflow">
+    <div class="slide" data-slide="51" data-level="workflow">
         <div style="min-height: calc(100vh - 120px);">
             <h1>&#x1F4CB; Orchestration Workflow</h1>
             <img src="../../orchestration-workflow/orchestration-workflow.svg" alt="Command → Agent → Skill architecture flow"
@@ -2477,7 +2552,7 @@ todoapp/
     </div>
 
     <!-- Slide 47: Workflow in action (GIF) -->
-    <div class="slide" data-slide="49" data-level="workflow">
+    <div class="slide" data-slide="52" data-level="workflow">
         <div style="min-height: calc(100vh - 120px);">
             <h1>&#x1F4F9; Workflow in action</h1>
             <div style="text-align: center; margin: 24px 0;">
@@ -2526,7 +2601,7 @@ todoapp/
 
 
     <!-- Slide 50: Thank you -->
-    <div class="slide section-slide" data-slide="50">
+    <div class="slide section-slide" data-slide="53">
         <div class="slide-viewport-content">
             <h1>&#x1F64F; Thank you!</h1>
             <div style="margin: 20px auto 28px auto; text-align: center;">