diff --git a/.claude/agents/presentation-learning-journey.md b/.claude/agents/presentation-learning-journey.md
index b16175c..2b14bc2 100644
--- a/.claude/agents/presentation-learning-journey.md
+++ b/.claude/agents/presentation-learning-journey.md
@@ -169,4 +169,5 @@ After completing changes, report to the user:
 - **2026-04-22 About Me slide (slide 2) redesigned — horizontal-to-vertical card rework**: replaced the 3-column horizontal grid with 3 stacked vertical cards (max-width 660px, flex-direction column, gap 16px). Card 1 (Role, blue): flex row with `disrupt-logo.png` (56px contain) + text. Card 2 (Education, purple): two-row logo+text layout inside one card, separated by a thin `border-top: 1px solid #e0d4ec` divider — `uni-fast-logo.png` for Master's (FAST NUCES 2019) and `uni-ned-logo.png` for Bachelor's (NED 2014), both 48px contain. Card 3 (Achievement, amber): flex row with `claude-mascot.svg` (56px contain) + text + inline GitHub badge (`<img src="github.svg" style="filter: invert(1)">` on dark `#24292e` background pill). All 5 logo paths verified against `presentation/assets/logo/`. Hover effects preserved: `translateY(-3px)` lift + colored box-shadow per card. Repo card is `<a href="..." target="_blank" rel="noopener">`. `@keyframes pulse-star` removed from `<style>` block — no longer used (star emoji replaced by claude-mascot.svg). No new CSS classes added — all styling inline. Slide count (40), data-slide numbering, goToSlide targets, and level transitions are untouched.
 - **2026-04-22 asset path reorganization — Shayan personal assets moved to subdirectory**: `presentation/assets/` was reorganized to accommodate a new GDG Kolachi co-presenter deck. Shayan's personal assets are now under `presentation/assets/introduction/Shayan/`. The four updated paths on slide 2 are: `../assets/shayan.png` → `../assets/introduction/Shayan/shayan.png`, `../assets/logo/disrupt-logo.png` → `../assets/introduction/Shayan/disrupt-logo.png`, `../assets/logo/uni-fast-logo.png` → `../assets/introduction/Shayan/uni-fast-logo.png`, `../assets/logo/uni-ned-logo.png` → `../assets/introduction/Shayan/uni-ned-logo.png`. Generic brand assets (`../assets/logo/claude-mascot.svg`) remain at their original paths. **Rule for future edits**: any new slide referencing Shayan's personal photo or logos must use the `../assets/introduction/Shayan/` prefix, not the old `../assets/` or `../assets/logo/` roots.
 - **2026-04-22 deck relocated + GDG Kolachi re-topic of slide 1**: deck moved from `presentation/learning-journey/` to `presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/`. This agent's `description` frontmatter already reflects the new path. Slide 1 was replaced with a conference title slide for GDG Kolachi (Apr 25, 2026). New elements: (1) pill-shaped event badge using `linear-gradient(90deg, #1a73e8 0%, #4285f4 55%, #ea4335 100%)` — GDG blue-to-red — with `border-radius: 999px` and a blue drop-shadow; (2) h1 "Agentic Engineering in the CLI" at 3.2rem with tight letter-spacing; (3) `.subtitle` with inline `<strong style="color:#1a73e8">Claude Code</strong>` and `<em style="color:#ea4335;font-style:normal">Gemini CLI</em>` brand tints; (4) two 140px round avatar cards side-by-side (gap: 72px) for Shayan Rais and Syed Umaid Ahmed — avatar hover uses blue glow for Shayan and red glow for Umaid to mirror the GDG gradient. Umaid's photo resolves at `../assets/introduction/Umaid/umaid.png` (verified). The `../../!/claude-jumping.svg` mascot path resolves correctly from the new deck folder (the `!/` dir is at repo root, two levels up from `presentation/<deck-name>/`) — but the mascot was deliberately dropped because the GDG title slide doesn't need it. Slide count: 40. `data-slide="1"` wrapper unchanged. Slides 2-40 untouched. TOC goToSlide targets: Agents=9, Skills=15, Context=21, CLAUDE.md=26, Commands=32. **Color convention for GDG-brand elements**: use `#1a73e8` (Google blue) and `#ea4335` (Google red) consistently — these are the two poles of the event-badge gradient and the subtitle tints. Do not substitute `#4285f4` (the midpoint blue) for either named role.
+- **2026-04-23 slide deletion + renumber (51 → 49)**: deleted old slides 3 ("Umaid on Shark Tank Pakistan") and 5 ("#1 Repository Of The Day"), then renumbered to fill gaps. The correct tool for renumbering after a deletion of non-consecutive slides is a Python sentinel-replacement script, NOT a descending-order sed chain. Sed applies all expressions in a single pass per line, so a value can be transformed by multiple expressions (e.g. `data-slide="9"` → `"7"` → `"5"` → `"3"`) — the result is catastrophic collision. The safe pattern: (1) replace each `data-slide="N"` with `data-slide="##N##"` for all N to be changed (in any order), (2) replace each sentinel `data-slide="##N##"` with the final value. Because sentinel strings are unique and never match final-value strings, there are zero collisions. After sentinel replacement, check `grep '##'` but be aware that legitimate `## Section` headings in code blocks will trigger false-positive matches — use `grep 'data-slide="##'` instead. The `goToSlide` function is defined but never called with hardcoded slide numbers in this deck — no TOC updates were needed. `totalSlides` is auto-computed from DOM, also no update needed. Section-divider positions after deletion: Agents=19, Skills=25, Context=31, CLAUDE.md=36, Commands=42, Workflow=45.
 - **2026-04-22 global dual-mascot pattern (Claude top-left, Gemini top-right)**: the deck now renders two persistent corner mascots on every slide via a pair of fixed-position `<div class="header-logo">` elements just before the `.navigation` block. CSS: `.header-logo` is `position: fixed; top: 20px; left: 40px; width: 100px; height: 65px; z-index: 50` (Claude, top-left). `.header-logo.right` adds `left: auto; right: 40px` to flip it to top-right (Gemini). Assets: `../../!/claude-jumping.svg` and `../../!/gemini-jumping.svg` — both verified present at repo root `!/`. The Gemini jumping mascot pairs with the Claude one for the GDG dual-CLI deck. Per-slide mascot `<img>` tags that were hardcoded on slide 1 (with `position: absolute`) are now deleted — use global divs only. The `style="position: relative;"` that was on the slide 1 wrapper was removed because it only existed to anchor those absolute-positioned per-slide mascots. **z-index safety**: mascots at z-index 50 sit below `.journey-bar` (99) and `.navigation` / `.progress` (100) — no overlap. The journey bar is at `right: 62px; top: 95px`, which is far enough below `top: 20px` that the right mascot and the bar track do not visually collide. **Rule**: for any GDG dual-CLI deck, always use this two-div global pattern rather than per-slide mascots — it guarantees consistent placement across all 40 slides without per-slide maintenance.
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 4f875c9..0e842ca 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
@@ -249,20 +249,10 @@
 
     </div>
 
-    <!-- ============================================================ -->
-    <!-- SLIDE 3: Umaid on Shark Tank Pakistan                          -->
-    <!-- ============================================================ -->
-    <div class="slide" data-slide="3">
-        <h1>Umaid on Shark Tank Pakistan &#x1F988;</h1>
-        <div style="text-align: center; margin: 24px 0;">
-            <img src="../assets/introduction/Umaid/umaid-animal-passport.webp" alt="Umaid pitching Global Animal Passport Registration on Shark Tank Pakistan — secured Rs. 70 lacs for 10% equity" style="max-width: 100%; max-height: 65vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
-        </div>
-    </div>
-
     <!-- ============================================================ -->
     <!-- SLIDE 4: About Me — Shayan Rais                               -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="4">
+    <div class="slide" data-slide="3">
         <div style="display: flex; flex-direction: column; align-items: center; text-align: center; padding-top: 0;">
 
             <!-- Avatar -->
@@ -332,20 +322,10 @@
 
     </div>
 
-    <!-- ============================================================ -->
-    <!-- SLIDE 5: GitHub Trending — #1 Repository of the Day            -->
-    <!-- ============================================================ -->
-    <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.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>
-
     <!-- ============================================================ -->
     <!-- SLIDE 6: Agenda                                                -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="6">
+    <div class="slide" data-slide="4">
         <h1>Agenda</h1>
         <div style="margin-top: 48px; max-width: 900px;">
             <div style="display: flex; gap: 24px; margin-bottom: 32px; align-items: flex-start;">
@@ -362,7 +342,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 7: AI Jargon Word Cloud                                 -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="7">
+    <div class="slide" data-slide="5">
         <h1 style="font-size: 1.6rem; margin-bottom: 8px; color: #888; border-bottom: none; padding-bottom: 0; font-weight: 400; letter-spacing: 1px; text-transform: uppercase;">Jargon you'll hear</h1>
         <p style="font-size: 1rem; color: #aaa; margin-bottom: 0; font-style: italic;">I'll unpack each of these as we go &mdash; for now, just let them wash over you.</p>
         <div style="position: relative; width: 100%; min-height: calc(100vh - 130px); overflow: hidden;">
@@ -468,7 +448,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 4: Boris Three-Tweets GIF                               -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="8">
+    <div class="slide" data-slide="6">
         <div style="display: flex; flex-direction: column; align-items: center; justify-content: center; min-height: 80vh; text-align: center;">
             <figure style="max-width: 900px; width: 100%;">
                 <img src="../../!/root/boris-slider.gif" alt="Boris Cherny slides showing the spectrum of Claude Code usage styles" style="width: 100%; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
@@ -483,7 +463,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 6: Model + Harness (Brain + Body)                      -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="9">
+    <div class="slide" data-slide="7">
         <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;">What is Claude Code?</h1>
             <p style="font-size: 1.4rem; color: #555; margin: 0; max-width: 900px;"><strong>Model</strong> (Brain &#x1F9E0; &mdash; e.g. Opus, GPT) <span style="color: #999; margin: 0 10px;">+</span> <strong>Harness</strong> (Body &#x1F4AA; &mdash; e.g. tools, MCP, memory)</p>
@@ -493,7 +473,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 8: Models &mdash; Brain, Knowledge Cut-off              -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="10">
+    <div class="slide" data-slide="8">
         <h1>&#x1F9E0; Models &mdash; e.g. Opus, GPT</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;">
@@ -515,7 +495,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 9: Model Limitations &mdash; Real-time access           -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="11">
+    <div class="slide" data-slide="9">
         <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;">
@@ -526,7 +506,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 10: Harness (1 of 2) &mdash; mind, methods, memory       -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="12">
+    <div class="slide" data-slide="10">
         <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;">
@@ -578,7 +558,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 11: Harness (2 of 2) &mdash; senses, rules, reflexes     -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="13">
+    <div class="slide" data-slide="11">
         <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;">
@@ -608,7 +588,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 12: Problem solved with harness &mdash; success case     -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="14">
+    <div class="slide" data-slide="12">
         <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;">
@@ -619,7 +599,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 13: Suspense / transition &mdash; But...?                -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="15">
+    <div class="slide" data-slide="13">
         <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>
@@ -629,7 +609,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 14: Non-determinism 1 &mdash; Refuses to use tools       -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="16">
+    <div class="slide" data-slide="14">
         <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;">
@@ -640,7 +620,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 15: Non-determinism 2 &mdash; Tools can fail             -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="17">
+    <div class="slide" data-slide="15">
         <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;">
@@ -651,7 +631,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 18: The Two Problems &mdash; what we're solving          -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="18">
+    <div class="slide" data-slide="16">
         <h1>The Two Problems</h1>
         <p style="text-align: center; color: #666; font-style: italic; margin: 0 0 40px; font-size: 1.1rem;">These are the two problems we&rsquo;re trying to solve.</p>
         <div style="max-width: 900px;">
@@ -669,7 +649,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 19: Vibe Coding &mdash; Karpathy&rsquo;s original tweet  -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="19">
+    <div class="slide" data-slide="17">
         <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;">
@@ -680,7 +660,7 @@
     <!-- ============================================================ -->
     <!-- SLIDE 6: Vibe Coding vs Agentic Engineering                   -->
     <!-- ============================================================ -->
-    <div class="slide" data-slide="20">
+    <div class="slide" data-slide="18">
         <h1>Vibe Coding vs Agentic Engineering</h1>
         <div class="two-col">
             <div>
@@ -751,14 +731,14 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide 8: Agents Section Divider -->
-    <div class="slide section-slide" data-slide="21" data-level="agents">
+    <div class="slide section-slide" data-slide="19" 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="22">
+    <div class="slide" data-slide="20">
         <h1>The Restaurant Kitchen</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -781,7 +761,7 @@ todoapp/
     </div>
 
     <!-- Slide 10: Prompting vs Agent table -->
-    <div class="slide" data-slide="23">
+    <div class="slide" data-slide="21">
         <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>
@@ -822,7 +802,7 @@ todoapp/
     </div>
 
     <!-- Slide 11: Agents Get Their Own Brain -->
-    <div class="slide" data-slide="24">
+    <div class="slide" data-slide="22">
         <h1>Agents Get Their Own Brain</h1>
         <div class="info-box">
             <h4>Tip from Thariq (Anthropic) &mdash; Apr 16, 2026</h4>
@@ -855,7 +835,7 @@ todoapp/
     </div>
 
     <!-- Slide 12: How to Create an Agent -->
-    <div class="slide" data-slide="25">
+    <div class="slide" data-slide="23">
         <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">
@@ -898,7 +878,7 @@ todoapp/
     </div>
 
     <!-- Slide 13: Agent Config Fields -->
-    <div class="slide" data-slide="26">
+    <div class="slide" data-slide="24">
         <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;">
@@ -946,14 +926,14 @@ todoapp/
     <!-- ============================================================ -->
 
     <!-- Slide 14: Skills Section Divider -->
-    <div class="slide section-slide" data-slide="27" data-level="skills">
+    <div class="slide section-slide" data-slide="25" 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="28">
+    <div class="slide" data-slide="26">
         <h1>The Training Manual</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -980,7 +960,7 @@ todoapp/
     </div>
 
     <!-- Slide 16: When to Turn Something Into a Skill -->
-    <div class="slide" data-slide="29">
+    <div class="slide" data-slide="27">
         <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>
@@ -1017,7 +997,7 @@ todoapp/
     </div>
 
     <!-- Slide 17: Why Separate Agents and Skills? -->
-    <div class="slide" data-slide="30">
+    <div class="slide" data-slide="28">
         <h1>Why Separate Agents and Skills?</h1>
         <div class="two-col">
             <div>
@@ -1043,7 +1023,7 @@ todoapp/
     </div>
 
     <!-- Slide 18: How to Create Your Own Skill -->
-    <div class="slide" data-slide="31">
+    <div class="slide" data-slide="29">
         <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">
@@ -1096,7 +1076,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 19: Skill Config Fields -->
-    <div class="slide" data-slide="32">
+    <div class="slide" data-slide="30">
         <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;">
@@ -1136,14 +1116,14 @@ Fetch the current temperature for Dubai, UAE.
     <!-- ============================================================ -->
 
     <!-- Slide 20: Context Section Divider -->
-    <div class="slide section-slide" data-slide="33" data-level="context">
+    <div class="slide section-slide" data-slide="31" 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="34">
+    <div class="slide" data-slide="32">
         <h1>Claude's Brain</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -1181,7 +1161,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 22: What Loads at Session Start -->
-    <div class="slide" data-slide="35">
+    <div class="slide" data-slide="33">
         <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;" />
@@ -1215,7 +1195,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 23: Keep the Brain Clear -->
-    <div class="slide" data-slide="36">
+    <div class="slide" data-slide="34">
         <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">
@@ -1259,7 +1239,7 @@ Fetch the current temperature for Dubai, UAE.
     </div>
 
     <!-- Slide 24: How to Manage Your Context -->
-    <div class="slide" data-slide="37">
+    <div class="slide" data-slide="35">
         <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">
@@ -1304,14 +1284,14 @@ Fetch the current temperature for Dubai, UAE.
     <!-- ============================================================ -->
 
     <!-- Slide 25: CLAUDE.md Section Divider -->
-    <div class="slide section-slide" data-slide="38" data-level="claude-md">
+    <div class="slide section-slide" data-slide="36" 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="39">
+    <div class="slide" data-slide="37">
         <h1>The Employee Handbook</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -1339,7 +1319,7 @@ 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="40">
+    <div class="slide" data-slide="38">
         <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">
@@ -1384,7 +1364,7 @@ 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="41">
+    <div class="slide" data-slide="39">
         <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>
@@ -1421,7 +1401,7 @@ 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="42">
+    <div class="slide" data-slide="40">
         <h1>What Goes in CLAUDE.md</h1>
         <div class="code-block"><span class="comment"># CLAUDE.md</span>
 
@@ -1449,7 +1429,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     </div>
 
     <!-- Slide 30: How CLAUDE.md Loads -->
-    <div class="slide" data-slide="43">
+    <div class="slide" data-slide="41">
         <h1>How CLAUDE.md Loads</h1>
         <p>Claude Code uses two mechanisms to find CLAUDE.md files:</p>
         <div class="two-col">
@@ -1482,14 +1462,14 @@ This is a TodoApp with a FastAPI backend and React frontend.
     <!-- ============================================================ -->
 
     <!-- Slide 31: Commands Section Divider -->
-    <div class="slide section-slide" data-slide="44" data-level="commands">
+    <div class="slide section-slide" data-slide="42" 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="45">
+    <div class="slide" data-slide="43">
         <h1>Commands &mdash; The Entry Point</h1>
         <div class="analogy-box">
             <h4>Think of it like this</h4>
@@ -1533,7 +1513,7 @@ 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="46">
+    <div class="slide" data-slide="44">
         <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">
@@ -1588,14 +1568,14 @@ 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="47" data-level="workflow">
+    <div class="slide section-slide" data-slide="45" 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="48">
+    <div class="slide" data-slide="46">
         <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>
@@ -1622,7 +1602,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     </div>
 
     <!-- Slide 36: Two Ways Skills Are Used -->
-    <div class="slide" data-slide="49">
+    <div class="slide" data-slide="47">
         <h1>Two Ways Skills Are Used</h1>
         <p>The weather workflow demonstrates both skill patterns in a single flow:</p>
         <div class="two-col">
@@ -1645,7 +1625,7 @@ 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="50">
+    <div class="slide" data-slide="48">
         <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">
@@ -1696,7 +1676,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
     <!-- ============================================================ -->
     <!-- SLIDE 40: Closing                                             -->
     <!-- ============================================================ -->
-    <div class="slide title-slide" data-slide="51">
+    <div class="slide title-slide" data-slide="49">
         <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>