diff --git a/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html b/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html
index 894986a..f3ea6d2 100644
--- a/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html
+++ b/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html
@@ -338,7 +338,7 @@
     <div class="slide" data-slide="5">
         <h1>#1 Repository Of The Day &#x1F525;</h1>
         <div style="text-align: center; margin: 24px 0;">
-            <img src="../assets/introduction/Shayan/shayan-github-trending.jpeg" alt="github.com/trending showing shanraisshan/claude-code-best-practice as #1 Repository Of The Day with 24,990 stars and 2,135 forks" style="max-width: 100%; max-height: 65vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
+            <img src="../assets/introduction/Shayan/shayan-github-trending.jpg" alt="github.com/trending showing shanraisshan/claude-code-best-practice as #1 Repository Of The Day with 24,990 stars and 2,135 forks" style="max-width: 100%; max-height: 65vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
         </div>
     </div>
 
@@ -635,26 +635,17 @@
     <!-- SLIDE 17: Vibe Coding &mdash; Karpathy&rsquo;s original tweet  -->
     <!-- ============================================================ -->
     <div class="slide" data-slide="17">
-        <h1>Where &ldquo;vibe coding&rdquo; was coined &#x1F4AC;</h1>
-        <div style="text-align: center; margin: 24px 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: 65vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
-        </div>
-    </div>
-
-    <!-- ============================================================ -->
-    <!-- SLIDE 18: Harness Takeaway &mdash; Same question, different path -->
-    <!-- ============================================================ -->
-    <div class="slide" data-slide="18">
-        <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: 75vh; text-align: center;">
-            <h1 style="border-bottom: none; padding-bottom: 0; font-size: 3rem; margin-bottom: 28px;">&#x1F4AA; Same question. Different path each time.</h1>
-            <p style="font-size: 1.4rem; color: #555; margin: 0; max-width: 900px;">A harness gives the brain <strong>hands</strong> &mdash; but not a <strong>fixed routine</strong>.</p>
+        <h1>Vibe Coding</h1>
+        <p style="text-align: center; color: #666; margin: 0 0 20px; font-size: 1.05rem;"><strong>Andrej Karpathy</strong> &mdash; OpenAI founding team &middot; former Director of AI at Tesla &middot; founder of Eureka Labs.</p>
+        <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);" />
         </div>
     </div>
 
     <!-- ============================================================ -->
     <!-- SLIDE 6: Vibe Coding vs Agentic Engineering                   -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="19">
+    <div class="slide" data-slide="18">
         <h1>Vibe Coding vs Agentic Engineering</h1>
         <div class="two-col">
             <div>
@@ -723,7 +714,7 @@ todoapp/
     <!-- ============================================================ -->
     <!-- SLIDE 7: What is Vibe Coding?                                 -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="20">
+    <div class="slide" data-slide="19">
         <h1>What is Vibe Coding?</h1>
         <div class="two-col" style="margin-top: 28px;">
             <div class="col-card bad">
@@ -752,7 +743,7 @@ todoapp/
     <!-- ============================================================ -->
     <!-- SLIDE 8: Good vs Bad Prompts                                  -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="21">
+    <div class="slide" data-slide="20">
         <h1>Good vs Bad Prompts</h1>
         <p>Even before you set up any structure, <strong>how you prompt</strong> matters. Specific beats vague. Context beats assumption.</p>
         <div class="two-col" style="margin-top: 28px;">
@@ -788,7 +779,7 @@ todoapp/
     <!-- ============================================================ -->
     <!-- SLIDE 9: Meet the Person — TOC                                -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="22">
+    <div class="slide" data-slide="21">
         <h1>Meet the Person</h1>
         <p>We're going to learn five concepts using <strong>one running example</strong>: a weather reporter agent that fetches Dubai's temperature and renders a weather card. Same person &mdash; five different angles.</p>
         <div class="toc-vertical">
@@ -835,14 +826,14 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide 8: Agents Section Divider -->
-    <div class="slide section-slide" data-slide="23" data-level="agents">
+    <div class="slide section-slide" data-slide="22" data-level="agents">
         <div class="section-number">Topic 1</div>
         <h1>&#x1F464; Agents &mdash; The Weather Reporter</h1>
         <p class="section-desc">An agent is Claude playing a specific role. Meet the <strong>weather reporter</strong> &mdash; a specialist hired to fetch and report weather data for Dubai. Same Claude, different hat.</p>
     </div>
 
     <!-- Slide 9: The Restaurant Kitchen -->
-    <div class="slide" data-slide="24">
+    <div class="slide" data-slide="23">
         <h1>The Restaurant Kitchen</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -865,7 +856,7 @@ todoapp/
     </div>
 
     <!-- Slide 10: Prompting vs Agent table -->
-    <div class="slide" data-slide="25">
+    <div class="slide" data-slide="24">
         <h1>Prompting vs. Agent &mdash; Side by Side</h1>
         <p>The difference in one picture: <strong>prompting is asking a stranger on the street; using an agent is asking your dedicated specialist.</strong></p>
         <table>
@@ -906,7 +897,7 @@ todoapp/
     </div>
 
     <!-- Slide 11: Agents Get Their Own Brain -->
-    <div class="slide" data-slide="26">
+    <div class="slide" data-slide="25">
         <h1>Agents Get Their Own Brain</h1>
         <div class="info-box">
             <h4>Tip from Thariq (Anthropic) &mdash; Apr 16, 2026</h4>
@@ -939,7 +930,7 @@ todoapp/
     </div>
 
     <!-- Slide 12: How to Create an Agent -->
-    <div class="slide" data-slide="27">
+    <div class="slide" data-slide="26">
         <h1>How to Create Your Own Agent</h1>
         <p>You don't write an agent from scratch &mdash; Claude helps you build one. Type <code>/agents</code> inside Claude Code and a guided menu opens.</p>
         <div class="how-to-trigger">
@@ -982,7 +973,7 @@ todoapp/
     </div>
 
     <!-- Slide 13: Agent Config Fields -->
-    <div class="slide" data-slide="28">
+    <div class="slide" data-slide="27">
         <h1>Agent Config Fields</h1>
         <p>The config block at the top of an agent file controls its identity and capabilities. Here's what the real <code>weather-agent.md</code> uses:</p>
         <div style="margin: 24px 0;">
@@ -1030,14 +1021,14 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide 14: Skills Section Divider -->
-    <div class="slide section-slide" data-slide="29" data-level="skills">
+    <div class="slide section-slide" data-slide="28" data-level="skills">
         <div class="section-number">Topic 2</div>
         <h1>&#x1F393; Skills &mdash; What the Weather Reporter Knows</h1>
         <p class="section-desc">Skills are the specific things the reporter has been trained to do. Our reporter has two: <strong>fetch the data</strong>, and <strong>render it as a card</strong>.</p>
     </div>
 
     <!-- Slide 15: The Training Manual -->
-    <div class="slide" data-slide="30">
+    <div class="slide" data-slide="29">
         <h1>The Training Manual</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -1064,7 +1055,7 @@ todoapp/
     </div>
 
     <!-- Slide 16: When to Turn Something Into a Skill -->
-    <div class="slide" data-slide="31">
+    <div class="slide" data-slide="30">
         <h1>When to Turn Something Into a Skill</h1>
         <div class="info-box">
             <h4>Tip from Boris Cherny (creator of Claude Code) &mdash; Feb 1, 2026</h4>
@@ -1101,7 +1092,7 @@ todoapp/
     </div>
 
     <!-- Slide 17: Why Separate Agents and Skills? -->
-    <div class="slide" data-slide="32">
+    <div class="slide" data-slide="31">
         <h1>Why Separate Agents and Skills?</h1>
         <div class="two-col">
             <div>
@@ -1127,7 +1118,7 @@ todoapp/
     </div>
 
     <!-- Slide 18: How to Create Your Own Skill -->
-    <div class="slide" data-slide="33">
+    <div class="slide" data-slide="32">
         <h1>How to Create Your Own Skill</h1>
         <p>Skills are plain markdown files. If you can write a recipe, you can write a skill.</p>
         <div class="how-to-trigger">
@@ -1180,7 +1171,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 19: Skill Config Fields -->
-    <div class="slide" data-slide="34">
+    <div class="slide" data-slide="33">
         <h1>Skill Config Fields</h1>
         <p>The small config block at the top of a SKILL.md (the "frontmatter") controls how the skill behaves:</p>
         <div style="margin: 24px 0;">
@@ -1220,14 +1211,14 @@ Fetch the current temperature for Dubai, UAE.
     <!-- ============================================================ -->
 
     <!-- Slide 20: Context Section Divider -->
-    <div class="slide section-slide" data-slide="35" data-level="context">
+    <div class="slide section-slide" data-slide="34" data-level="context">
         <div class="section-number">Topic 3</div>
         <h1>&#x1F9E0; Context &mdash; The Reporter's Brain</h1>
         <p class="section-desc">Now that you've met the reporter and know their skills, let's understand what they can actually hold in mind at once. Every agent &mdash; including the weather reporter &mdash; gets its own fresh brain.</p>
     </div>
 
     <!-- Slide 21: Claude's Brain -->
-    <div class="slide" data-slide="36">
+    <div class="slide" data-slide="35">
         <h1>Claude's Brain</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -1265,7 +1256,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 22: What Loads at Session Start -->
-    <div class="slide" data-slide="37">
+    <div class="slide" data-slide="36">
         <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>
         <img src="../assets/concepts/context.jpg" alt="Diagram showing what loads into Claude's context window at session start" style="width: 100%; max-width: 800px; margin: 24px auto; display: block; border-radius: 8px;" />
@@ -1299,7 +1290,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 23: Keep the Brain Clear -->
-    <div class="slide" data-slide="38">
+    <div class="slide" data-slide="37">
         <h1>Keep the Brain Clear</h1>
         <p>The more stuff crammed into Claude's brain, the harder it is to focus on what matters. This is called <strong>context rot</strong> &mdash; performance drops as the brain gets crowded.</p>
         <div class="info-box">
@@ -1343,7 +1334,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 24: How to Manage Your Context -->
-    <div class="slide" data-slide="39">
+    <div class="slide" data-slide="38">
         <h1>How to Manage Your Context</h1>
         <p>You can't <em>create</em> the context &mdash; it's just there, the moment you open a chat. But you can <strong>see</strong> how full it is, <strong>trim</strong> it down, or <strong>wipe</strong> it clean. Three commands give you full control.</p>
         <div class="how-to-trigger">
@@ -1388,14 +1379,14 @@ Fetch the current temperature for Dubai, UAE.
     <!-- ============================================================ -->
 
     <!-- Slide 25: CLAUDE.md Section Divider -->
-    <div class="slide section-slide" data-slide="40" data-level="claude-md">
+    <div class="slide section-slide" data-slide="39" data-level="claude-md">
         <div class="section-number">Topic 4</div>
         <h1>&#x1F4CB; CLAUDE.md &mdash; The Reporter's Pocket Rulebook</h1>
         <p class="section-desc">The weather reporter consults this at the start of every shift &mdash; even though their brain resets overnight. It's the standing instructions pinned in that brain before you've said a word.</p>
     </div>
 
     <!-- Slide 26: The Employee Handbook -->
-    <div class="slide" data-slide="41">
+    <div class="slide" data-slide="40">
         <h1>The Employee Handbook</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -1423,7 +1414,7 @@ This is the Q2 marketing campaign brief &mdash; targeting small business owners.
     </div>
 
     <!-- Slide 27: How to Create CLAUDE.md -->
-    <div class="slide" data-slide="42">
+    <div class="slide" data-slide="41">
         <h1>How to Create Your CLAUDE.md</h1>
         <p>You don't need to write CLAUDE.md by hand. Claude can look at your project and draft one for you.</p>
         <div class="how-to-trigger">
@@ -1468,7 +1459,7 @@ open, edit, save           <span class="comment"># Tweak it like any doc</span><
     </div>
 
     <!-- Slide 28: Grow CLAUDE.md With Every Mistake -->
-    <div class="slide" data-slide="43">
+    <div class="slide" data-slide="42">
         <h1>Grow CLAUDE.md With Every Mistake</h1>
         <div class="info-box">
             <h4>Tip from Boris Cherny (creator of Claude Code) &mdash; Feb 1, 2026</h4>
@@ -1505,7 +1496,7 @@ open, edit, save           <span class="comment"># Tweak it like any doc</span><
     </div>
 
     <!-- Slide 29: What Goes in CLAUDE.md -->
-    <div class="slide" data-slide="44">
+    <div class="slide" data-slide="43">
         <h1>What Goes in CLAUDE.md</h1>
         <div class="code-block"><span class="comment"># CLAUDE.md</span>
 
@@ -1533,7 +1524,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     </div>
 
     <!-- Slide 30: How CLAUDE.md Loads -->
-    <div class="slide" data-slide="45">
+    <div class="slide" data-slide="44">
         <h1>How CLAUDE.md Loads</h1>
         <p>Claude Code uses two mechanisms to find CLAUDE.md files:</p>
         <div class="two-col">
@@ -1566,14 +1557,14 @@ This is a TodoApp with a FastAPI backend and React frontend.
     <!-- ============================================================ -->
 
     <!-- Slide 31: Commands Section Divider -->
-    <div class="slide section-slide" data-slide="46" data-level="commands">
+    <div class="slide section-slide" data-slide="45" data-level="commands">
         <div class="section-number">Topic 5</div>
         <h1>&#x26A1; Commands &mdash; The Trigger</h1>
         <p class="section-desc">One word kicks off the whole chain. <code>/weather-orchestrator</code> &rarr; agent &rarr; skill &rarr; SVG card. Commands are the entry point into any workflow.</p>
     </div>
 
     <!-- Slide 32: Commands — The Entry Point -->
-    <div class="slide" data-slide="47">
+    <div class="slide" data-slide="46">
         <h1>Commands &mdash; The Entry Point</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -1617,7 +1608,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     </div>
 
     <!-- Slide 33: How to Create Your Own Command -->
-    <div class="slide" data-slide="48">
+    <div class="slide" data-slide="47">
         <h1>How to Create Your Own Command</h1>
         <p>Commands are markdown files too. If you can write a recipe, you can write a command.</p>
         <div class="how-to-trigger">
@@ -1672,14 +1663,14 @@ This is a TodoApp with a FastAPI backend and React frontend.
     <!-- ============================================================ -->
 
     <!-- Slide 34: Workflow Sub-Section (Putting It All Together) -->
-    <div class="slide section-slide" data-slide="49" data-level="workflow">
+    <div class="slide section-slide" data-slide="48" data-level="workflow">
         <div class="section-number">Putting It All Together</div>
         <h1>&#x1F3BC; Workflow &mdash; All Five Pieces Together</h1>
         <p class="section-desc">Watch the weather reporter example run from one keystroke to SVG card output. Five concepts, one orchestrated flow.</p>
     </div>
 
     <!-- Slide 35: Command → Agent → Skill -->
-    <div class="slide" data-slide="50">
+    <div class="slide" data-slide="49">
         <h1>Command &rarr; Agent &rarr; Skill</h1>
         <p>This is the <strong>core architecture pattern</strong> of Claude Code workflows &mdash; demonstrated in this very repo by the weather example:</p>
         <div class="code-block"><span class="comment">The Orchestration Flow</span>
@@ -1706,7 +1697,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     </div>
 
     <!-- Slide 36: Two Ways Skills Are Used -->
-    <div class="slide" data-slide="51">
+    <div class="slide" data-slide="50">
         <h1>Two Ways Skills Are Used</h1>
         <p>The weather workflow demonstrates both skill patterns in a single flow:</p>
         <div class="two-col">
@@ -1729,7 +1720,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     </div>
 
     <!-- Slide 37: How to Wire Your Own Workflow -->
-    <div class="slide" data-slide="52">
+    <div class="slide" data-slide="51">
         <h1>How to Wire Your Own Workflow</h1>
         <p>A workflow isn't a separate file type. It <em>emerges</em> when one command calls agents and skills in sequence.</p>
         <div class="how-to-trigger">
@@ -1780,7 +1771,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     <!-- ============================================================ -->
     <!-- SLIDE 40: Closing                                             -->
     <!-- ============================================================ -->
-    <div class="slide title-slide" data-slide="53">
+    <div class="slide title-slide" data-slide="52">
         <h1>Journey So Far</h1>
         <p class="subtitle">Five concepts, one running example</p>
         <p style="margin-top: 20px; font-size: 1.1rem; color: #666; max-width: 640px;">From meeting the weather reporter to wiring the full <strong>Command &rarr; Agent &rarr; Skill</strong> chain. The same five pieces compose every workflow you'll ever build.</p>