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presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html
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<div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #009688; text-align: center;">
<div style="font-size: 2.8rem; line-height: 1; margin-bottom: 10px;">&#x1F9D1;&#x200D;&#x1F4BC;</div>
<h4 style="color: #00796b; text-transform: none; letter-spacing: 0; margin-bottom: 6px;"><strong>Agents</strong> &mdash; the specialists</h4>
<p style="font-size: 0.9rem; color: #555; margin: 0;">A dedicated Claude worker &mdash; own context, tools, focus.</p>
<p style="font-size: 0.9rem; color: #555; margin: 0 0 4px;">A dedicated Claude worker &mdash; own context, tools, focus.</p>
<p style="font-size: 0.7rem; color: #2e7d32; margin: 0; font-weight: 600;">&#x2705; fresh brain per run</p>
</div>
<div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #4caf50; text-align: center;">
<div style="font-size: 2.8rem; line-height: 1; margin-bottom: 10px;">&#x1F3AF;</div>
<h4 style="color: #2e7d32; text-transform: none; letter-spacing: 0; margin-bottom: 6px;"><strong>Skills</strong> &mdash; the know-how</h4>
<p style="font-size: 0.9rem; color: #555; margin: 0;">What the specialist (or Claude) can actually do.</p>
<p style="font-size: 0.9rem; color: #555; margin: 0 0 4px;">What the specialist (or Claude) can actually do.</p>
<p style="font-size: 0.7rem; color: #2e7d32; margin: 0; font-weight: 600;">&#x2705; progressive disclosure</p>
</div>
<div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #ef6c00; text-align: center;">
<div style="font-size: 2.8rem; line-height: 1; margin-bottom: 10px;">&#x1F4D8;</div>
<h4 style="color: #ef6c00; text-transform: none; letter-spacing: 0; margin-bottom: 6px;"><strong>Workflows</strong> &mdash; the instruction manual</h4>
<p style="font-size: 0.9rem; color: #555; margin: 0;">Repeatable step-by-step recipes &mdash; like an AC install guide.</p>
<p style="font-size: 0.9rem; color: #555; margin: 0 0 4px;">Repeatable step-by-step recipes &mdash; like an AC install guide.</p>
<p style="font-size: 0.7rem; color: #2e7d32; margin: 0; font-weight: 600;">&#x2705; reproducible recipes</p>
</div>
<div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #9c27b0; text-align: center;">
<div style="font-size: 2.8rem; line-height: 1; margin-bottom: 10px;">&#x1F4DD;</div>
<h4 style="color: #7b1fa2; text-transform: none; letter-spacing: 0; margin-bottom: 6px;"><strong>CLAUDE.md</strong> &mdash; your memory</h4>
<p style="font-size: 0.9rem; color: #555; margin: 0;">Knowledge <strong>you</strong> provide to the model.</p>
<p style="font-size: 0.9rem; color: #555; margin: 0 0 4px;">Knowledge <strong>you</strong> provide to the model.</p>
<p style="font-size: 0.7rem; color: #c62828; margin: 0; font-weight: 600;">&#x26A0;&#xFE0F; 200-line problem</p>
</div>
<div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #ff9800; text-align: center;">
<div style="font-size: 2.8rem; line-height: 1; margin-bottom: 10px;">&#x1F4DD;</div>
<h4 style="color: #ef6c00; text-transform: none; letter-spacing: 0; margin-bottom: 6px;"><strong>System Prompt</strong> &mdash; Claude&rsquo;s memory</h4>
<p style="font-size: 0.9rem; color: #555; margin: 0 0 4px;">Knowledge <strong>Anthropic</strong> bakes in.</p>
<p style="font-size: 0.75rem; color: #999; margin: 0; font-style: italic;">e.g. identity &middot; tone &middot; safety</p>
<p style="font-size: 0.75rem; color: #999; margin: 0 0 3px; font-style: italic;">e.g. identity &middot; tone &middot; safety</p>
<p style="font-size: 0.7rem; color: #2e7d32; margin: 0; font-weight: 600;">&#x2705; always on</p>
</div>
<div class="col-card" style="flex: 0 1 calc(33.333% - 12px); border-left: 4px solid #3f51b5; text-align: center;">
<div style="font-size: 2.8rem; line-height: 1; margin-bottom: 6px;">&#x1F4AD;</div>
<h4 style="color: #283593; text-transform: none; letter-spacing: 0; margin-bottom: 4px;"><strong>Context</strong> &mdash; the working memory</h4>
<p style="font-size: 0.85rem; color: #555; margin: 0 0 6px;">What Claude holds in his head now.</p>
<p style="font-size: 0.85rem; color: #555; margin: 0 0 6px;">What Claude holds in his head now &mdash; fresh every new chat session.</p>
<div style="display: flex; align-items: center; gap: 8px;">
<div style="flex: 1; background: #e0e0e0; border-radius: 3px; height: 6px; overflow: hidden;">
<div style="background: #3f51b5; width: 20%; height: 100%;"></div>
</div>
<span style="font-size: 0.7rem; color: #666; white-space: nowrap;">20% of 1M tokens</span>
</div>
<p style="font-size: 0.7rem; color: #c62828; margin: 6px 0 0; font-weight: 600;">&#x26A0;&#xFE0F; dumb-zone problem</p>
</div>
</div>
</div>
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</div>
<!-- ============================================================ -->
<!-- SLIDE 11: Harness Limitation 1 &mdash; Refuses to use tools -->
<!-- SLIDE 12: Problem solved with harness &mdash; success case -->
<!-- ============================================================ -->
<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;">
<img src="../assets/harness/harness-limitation-2.jpg" alt="Claude Code using Web Search across AccuWeather, Weather25, and TimeAndDate to answer &quot;what is the weather in Karachi?&quot;" style="max-width: 100%; max-height: 55vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
</div>
</div>
<!-- ============================================================ -->
<!-- SLIDE 13: Suspense / transition &mdash; But...? -->
<!-- ============================================================ -->
<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: 1.4rem; color: #555; margin: 24px 0 0; max-width: 900px;">But does the harness always work this cleanly?</p>
</div>
</div>
<!-- ============================================================ -->
<!-- SLIDE 14: Non-determinism 1 &mdash; Refuses to use tools -->
<!-- ============================================================ -->
<div class="slide" data-slide="14">
<h1>&#x1F4AA; Non-determinism &mdash; Doesn&rsquo;t always use its tools</h1>
<p>Same question, different prompt &mdash; sometimes the harness <strong>asks first</strong> instead of acting.</p>
<div style="text-align: center; margin: 24px 0;">
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</div>
<!-- ============================================================ -->
<!-- SLIDE 12: Harness Limitation 2 &mdash; Different sources -->
<!-- SLIDE 15: Non-determinism 2 &mdash; Tools can fail -->
<!-- ============================================================ -->
<div class="slide" data-slide="13">
<h1>&#x1F4AA; Non-determinism &mdash; Different sources, different answers</h1>
<p>Same question across runs can route through <strong>different tools and sources</strong>.</p>
<div style="text-align: center; margin: 24px 0;">
<img src="../assets/harness/harness-limitation-2.jpg" alt="Claude Code using Web Search across AccuWeather, Weather25, and TimeAndDate for weather in Karachi" style="max-width: 100%; max-height: 55vh; border-radius: 12px; box-shadow: 0 4px 24px rgba(0,0,0,0.12);" />
</div>
</div>
<!-- ============================================================ -->
<!-- SLIDE 13: Harness Limitation 3 &mdash; Tools can fail -->
<!-- ============================================================ -->
<div class="slide" data-slide="14">
<div class="slide" data-slide="15">
<h1>&#x1F4AA; Non-determinism &mdash; Tools can fail</h1>
<p>External tools can time out, return errors, or fetch stale data.</p>
<div style="text-align: center; margin: 24px 0;">
@@ -626,9 +642,9 @@
</div>
<!-- ============================================================ -->
<!-- SLIDE 14: Harness Takeaway &mdash; Same question, different path -->
<!-- SLIDE 16: Harness Takeaway &mdash; Same question, different path -->
<!-- ============================================================ -->
<div class="slide" data-slide="15">
<div class="slide" data-slide="16">
<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>
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<!-- ============================================================ -->
<!-- SLIDE 6: Vibe Coding vs Agentic Engineering -->
<!-- ============================================================ -->
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<div class="slide" data-slide="17">
<h1>Vibe Coding vs Agentic Engineering</h1>
<div class="two-col">
<div>
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<!-- SLIDE 7: What is Vibe Coding? -->
<!-- ============================================================ -->
<div class="slide" data-slide="17">
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<h1>What is Vibe Coding?</h1>
<div class="two-col" style="margin-top: 28px;">
<div class="col-card bad">
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<!-- ============================================================ -->
<!-- SLIDE 8: Good vs Bad Prompts -->
<!-- ============================================================ -->
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<div class="slide" data-slide="19">
<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;">
@@ -772,7 +788,7 @@ todoapp/
<!-- ============================================================ -->
<!-- SLIDE 9: Meet the Person — TOC -->
<!-- ============================================================ -->
<div class="slide" data-slide="19">
<div class="slide" data-slide="20">
<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">
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<!-- ============================================================ -->
<!-- Slide 8: Agents Section Divider -->
<div class="slide section-slide" data-slide="20" data-level="agents">
<div class="slide section-slide" data-slide="21" 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="21">
<div class="slide" data-slide="22">
<h1>The Restaurant Kitchen</h1>
<div class="analogy-box">
<h4>Think of it like this</h4>
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</div>
<!-- Slide 10: Prompting vs Agent table -->
<div class="slide" data-slide="22">
<div class="slide" data-slide="23">
<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>
@@ -890,7 +906,7 @@ todoapp/
</div>
<!-- Slide 11: Agents Get Their Own Brain -->
<div class="slide" data-slide="23">
<div class="slide" data-slide="24">
<h1>Agents Get Their Own Brain</h1>
<div class="info-box">
<h4>Tip from Thariq (Anthropic) &mdash; Apr 16, 2026</h4>
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</div>
<!-- Slide 12: How to Create an Agent -->
<div class="slide" data-slide="24">
<div class="slide" data-slide="25">
<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">
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</div>
<!-- Slide 13: Agent Config Fields -->
<div class="slide" data-slide="25">
<div class="slide" data-slide="26">
<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;">
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<!-- ============================================================ -->
<!-- Slide 14: Skills Section Divider -->
<div class="slide section-slide" data-slide="26" data-level="skills">
<div class="slide section-slide" data-slide="27" 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="27">
<div class="slide" data-slide="28">
<h1>The Training Manual</h1>
<div class="analogy-box">
<h4>Think of it like this</h4>
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</div>
<!-- Slide 16: When to Turn Something Into a Skill -->
<div class="slide" data-slide="28">
<div class="slide" data-slide="29">
<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>
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</div>
<!-- Slide 17: Why Separate Agents and Skills? -->
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<h1>Why Separate Agents and Skills?</h1>
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<!-- Slide 18: How to Create Your Own Skill -->
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<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">
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</div>
<!-- Slide 19: Skill Config Fields -->
<div class="slide" data-slide="31">
<div class="slide" data-slide="32">
<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;">
@@ -1204,14 +1220,14 @@ Fetch the current temperature for Dubai, UAE.
<!-- ============================================================ -->
<!-- Slide 20: Context Section Divider -->
<div class="slide section-slide" data-slide="32" data-level="context">
<div class="slide section-slide" data-slide="33" 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="33">
<div class="slide" data-slide="34">
<h1>Claude's Brain</h1>
<div class="analogy-box">
<h4>Think of it like this</h4>
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</div>
<!-- Slide 22: What Loads at Session Start -->
<div class="slide" data-slide="34">
<div class="slide" data-slide="35">
<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;" />
@@ -1283,7 +1299,7 @@ Fetch the current temperature for Dubai, UAE.
</div>
<!-- Slide 23: Keep the Brain Clear -->
<div class="slide" data-slide="35">
<div class="slide" data-slide="36">
<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">
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</div>
<!-- Slide 24: How to Manage Your Context -->
<div class="slide" data-slide="36">
<div class="slide" data-slide="37">
<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">
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<!-- ============================================================ -->
<!-- Slide 25: CLAUDE.md Section Divider -->
<div class="slide section-slide" data-slide="37" data-level="claude-md">
<div class="slide section-slide" data-slide="38" 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="38">
<div class="slide" data-slide="39">
<h1>The Employee Handbook</h1>
<div class="analogy-box">
<h4>Think of it like this</h4>
@@ -1407,7 +1423,7 @@ 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="39">
<div class="slide" data-slide="40">
<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">
@@ -1452,7 +1468,7 @@ open, edit, save <span class="comment"># Tweak it like any doc</span><
</div>
<!-- Slide 28: Grow CLAUDE.md With Every Mistake -->
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<div class="slide" data-slide="41">
<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>
@@ -1489,7 +1505,7 @@ 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="41">
<div class="slide" data-slide="42">
<h1>What Goes in CLAUDE.md</h1>
<div class="code-block"><span class="comment"># CLAUDE.md</span>
@@ -1517,7 +1533,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
</div>
<!-- Slide 30: How CLAUDE.md Loads -->
<div class="slide" data-slide="42">
<div class="slide" data-slide="43">
<h1>How CLAUDE.md Loads</h1>
<p>Claude Code uses two mechanisms to find CLAUDE.md files:</p>
<div class="two-col">
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<!-- ============================================================ -->
<!-- Slide 31: Commands Section Divider -->
<div class="slide section-slide" data-slide="43" data-level="commands">
<div class="slide section-slide" data-slide="44" 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="44">
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<h1>Commands &mdash; The Entry Point</h1>
<div class="analogy-box">
<h4>Think of it like this</h4>
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</div>
<!-- Slide 33: How to Create Your Own Command -->
<div class="slide" data-slide="45">
<div class="slide" data-slide="46">
<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">
@@ -1656,14 +1672,14 @@ This is a TodoApp with a FastAPI backend and React frontend.
<!-- ============================================================ -->
<!-- Slide 34: Workflow Sub-Section (Putting It All Together) -->
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<div class="slide section-slide" data-slide="47" 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="47">
<div class="slide" data-slide="48">
<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>
@@ -1690,7 +1706,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
</div>
<!-- Slide 36: Two Ways Skills Are Used -->
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<h1>Two Ways Skills Are Used</h1>
<p>The weather workflow demonstrates both skill patterns in a single flow:</p>
<div class="two-col">
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</div>
<!-- Slide 37: How to Wire Your Own Workflow -->
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<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">
@@ -1764,7 +1780,7 @@ This is a TodoApp with a FastAPI backend and React frontend.
<!-- ============================================================ -->
<!-- SLIDE 40: Closing -->
<!-- ============================================================ -->
<div class="slide title-slide" data-slide="50">
<div class="slide title-slide" data-slide="51">
<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>