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insert 3 LLM intro slides at positions 11–13 in claude-code-best-practice deck

Browse Source 
New slides introduce LLM fundamentals before the Claude Code content for a PM
and beginner-technical audience:
- Slide 11 "One token at a time" — autoregressive generation (llm-basic.svg)
- Slide 12 "Tokens, not words" — tokenization basics (tokens.jpg)
- Slide 13 "Tokens in, tokens out" — combined view (llm-advanced.svg)

Renumbering: former slides 11–50 shifted to 14–53 by incrementing data-slide
attributes and updating SLIDE-N banner comments. data-level groupings
(agents/claude-md/skills/context/workflow) preserved. Total slide count
50 → 53. Asset path: ../assets/llm/.

Co-Authored-By: Claude <noreply@anthropic.com>
This commit is contained in:
Shayan Rais
2026-05-07 11:45:27 +05:00
parent a05c791c41
commit 73da14473e
1 changed files with 128 additions and 53 deletions
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presentation/claude-code-best-practice/index.html
+128 -53
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@@ -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;">