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<div id="app"><div class="fdsa-app"><div class="Layout" data-v-d8b57b2d><!--[--><!--]--><!--[--><span tabindex="-1" data-v-fcbfc0e0></span><a href="#VPContent" class="VPSkipLink visually-hidden" data-v-fcbfc0e0>Skip to content</a><!--]--><!----><header class="VPNav" data-v-d8b57b2d data-v-7ad780c2><div class="VPNavBar" data-v-7ad780c2 data-v-9fd4d1dd><div class="wrapper" data-v-9fd4d1dd><div class="container" data-v-9fd4d1dd><div class="title" data-v-9fd4d1dd><div class="VPNavBarTitle has-sidebar" data-v-9fd4d1dd data-v-9f43907a><a class="title" href="/" data-v-9f43907a><!--[--><!--]--><!----><span data-v-9f43907a>FDSA</span><!--[--><!--]--></a></div></div><div class="content" data-v-9fd4d1dd><div class="content-body" data-v-9fd4d1dd><!--[--><!--]--><div class="VPNavBarSearch search" data-v-9fd4d1dd><!--[--><!----><div id="local-search"><button type="button" class="DocSearch DocSearch-Button" aria-label="Search"><span class="DocSearch-Button-Container"><span class="vp-icon 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Tool Calling</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m1-foundations#lesson-16-vibe-coding-vs-agentic-engineering" data-v-0009425e><!--[--><p class="text" data-v-0009425e>1.7 Vibe Coding vs Engineering</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m1-foundations#lesson-17-do-you-trust-your-agents" data-v-0009425e><!--[--><p class="text" data-v-0009425e>1.8 Do You Trust Your Agents?</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/labs/l1-first-agent" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Lab 1.9: First Agent</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-51288d80><section class="VPSidebarItem level-0 collapsible collapsed is-link" data-v-51288d80 data-v-0009425e><div class="item" tabindex="0" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m2-architecture" data-v-0009425e><!--[--><h2 class="text" data-v-0009425e>Module 2: Architecture</h2><!--]--></a><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-0009425e><span class="vpi-chevron-right caret-icon" data-v-0009425e></span></div></div><div class="items" data-v-0009425e><!--[--><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m2-architecture#lesson-21-the-four-pillars" data-v-0009425e><!--[--><p class="text" data-v-0009425e>2.1-2.3 Core Architecture</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m2-architecture#lesson-23b-skills-system-deep-dive" data-v-0009425e><!--[--><p class="text" data-v-0009425e>2.4-2.6 Skills & Workspace</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m2-architecture#lesson-24-context-window-management" data-v-0009425e><!--[--><p class="text" data-v-0009425e>2.7-2.9 Advanced Patterns</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e 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data-v-0009425e><!--[--><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m4-orchestration#lesson-41-why-one-agent-is-not-enough" data-v-0009425e><!--[--><p class="text" data-v-0009425e>4.1-4.4 Patterns</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m4-orchestration#lesson-43-depth-2-delegation" data-v-0009425e><!--[--><p class="text" data-v-0009425e>4.5-4.9 Teams & Comms</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m4-orchestration#lesson-410-the-ceo-board-system" data-v-0009425e><!--[--><p class="text" data-v-0009425e>4.10-4.11 Case Studies</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/labs/l4-agent-chain" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Labs 4.12-4.13</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-51288d80><section class="VPSidebarItem level-0 collapsible collapsed is-link" data-v-51288d80 data-v-0009425e><div class="item" tabindex="0" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m5-production" data-v-0009425e><!--[--><h2 class="text" data-v-0009425e>Module 5: Production</h2><!--]--></a><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-0009425e><span class="vpi-chevron-right caret-icon" data-v-0009425e></span></div></div><div class="items" data-v-0009425e><!--[--><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m5-production#lesson-51-what-production-means-for-agents" data-v-0009425e><!--[--><p class="text" data-v-0009425e>5.1-5.4 CI/CD & Stack</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m5-production#lesson-53-shadow-deployments" data-v-0009425e><!--[--><p class="text" data-v-0009425e>5.5-5.8 Deploy & Monitor</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/labs/l5-observability" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Labs 5.9-5.10</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-51288d80><section class="VPSidebarItem level-0 collapsible collapsed is-link" data-v-51288d80 data-v-0009425e><div class="item" tabindex="0" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m6-economics" data-v-0009425e><!--[--><h2 class="text" data-v-0009425e>Module 6: Economics</h2><!--]--></a><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-0009425e><span class="vpi-chevron-right caret-icon" data-v-0009425e></span></div></div><div class="items" data-v-0009425e><!--[--><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m6-economics#lesson-60-the-compute-advantage-equation" data-v-0009425e><!--[--><p class="text" data-v-0009425e>6.0-6.2 Pricing</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m6-economics#lesson-63-cost-per-session-math" data-v-0009425e><!--[--><p class="text" data-v-0009425e>6.3-6.5 Eval Metrics</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m6-economics#lesson-66-ab-testing-agents" data-v-0009425e><!--[--><p class="text" data-v-0009425e>6.6-6.7 Testing</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/labs/l6-eval-harness" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Labs 6.8-6.9</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-51288d80><section class="VPSidebarItem level-0 collapsible collapsed is-link" data-v-51288d80 data-v-0009425e><div class="item" tabindex="0" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m7-advanced" data-v-0009425e><!--[--><h2 class="text" data-v-0009425e>Module 7: Advanced</h2><!--]--></a><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-0009425e><span class="vpi-chevron-right caret-icon" data-v-0009425e></span></div></div><div class="items" data-v-0009425e><!--[--><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m7-advanced#lesson-71-autoresearch" data-v-0009425e><!--[--><p class="text" data-v-0009425e>7.1-7.3 Autoresearch</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m7-advanced#lesson-73-meta-agents" data-v-0009425e><!--[--><p class="text" data-v-0009425e>7.4-7.6 Meta & Beyond</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/labs/l7-autoresearch" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Labs 7.7-7.8</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><div class="no-transition group" data-v-51288d80><section class="VPSidebarItem level-0 collapsible collapsed is-link" data-v-51288d80 data-v-0009425e><div class="item" tabindex="0" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m8-capstone" data-v-0009425e><!--[--><h2 class="text" data-v-0009425e>Module 8: Capstone</h2><!--]--></a><div class="caret" role="button" aria-label="toggle section" tabindex="0" data-v-0009425e><span class="vpi-chevron-right caret-icon" data-v-0009425e></span></div></div><div class="items" data-v-0009425e><!--[--><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m8-capstone#project-options" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Project Options</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m8-capstone#capstone-phases" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Phases</p><!--]--></a><!----></div><!----></div><div class="VPSidebarItem level-1 is-link" data-v-0009425e data-v-0009425e><div class="item" data-v-0009425e><div class="indicator" data-v-0009425e></div><a class="VPLink link link" href="/modules/m8-capstone#grading-rubric" data-v-0009425e><!--[--><p class="text" data-v-0009425e>Rubric</p><!--]--></a><!----></div><!----></div><!--]--></div></section></div><!--]--><!--[--><!--]--></nav></aside><div class="VPContent has-sidebar" id="VPContent" data-v-d8b57b2d data-v-9a6c75ad><div class="VPDoc has-sidebar has-aside" data-v-9a6c75ad data-v-e6f2a212><!--[--><!--]--><div class="container" data-v-e6f2a212><div class="aside" data-v-e6f2a212><div class="aside-curtain" data-v-e6f2a212></div><div class="aside-container" data-v-e6f2a212><div class="aside-content" data-v-e6f2a212><div class="VPDocAside" data-v-e6f2a212 data-v-cb998dce><!--[--><!--]--><!--[--><!--]--><nav aria-labelledby="doc-outline-aria-label" class="VPDocAsideOutline" data-v-cb998dce data-v-f610f197><div class="content" data-v-f610f197><div class="outline-marker" data-v-f610f197></div><div aria-level="2" class="outline-title" id="doc-outline-aria-label" role="heading" data-v-f610f197>On this page</div><ul class="VPDocOutlineItem root" data-v-f610f197 data-v-53c99d69><!--[--><!--]--></ul></div></nav><!--[--><!--]--><div class="spacer" data-v-cb998dce></div><!--[--><!--]--><!----><!--[--><!--]--><!--[--><!--]--></div></div></div></div><div class="content" data-v-e6f2a212><div class="content-container" data-v-e6f2a212><!--[--><!--]--><main class="main" data-v-e6f2a212><div style="position:relative;" class="vp-doc _modules_curriculum" data-v-e6f2a212><div><h1 id="curriculum" tabindex="-1">Curriculum <a class="header-anchor" href="#curriculum" aria-label="Permalink to "Curriculum""></a></h1><h2 id="module-overview" tabindex="-1">Module Overview <a class="header-anchor" href="#module-overview" aria-label="Permalink to "Module Overview""></a></h2><table tabindex="0"><thead><tr><th>Module</th><th>Title</th><th style="text-align:center;">Hours</th><th>What You'll Learn</th></tr></thead><tbody><tr><td>M1</td><td>Foundations</td><td style="text-align:center;">4-6</td><td>What agents are, harness vs model, decision frameworks, trust</td></tr><tr><td>M2</td><td>Architecture</td><td style="text-align:center;">6-8</td><td>Tools, loops, context, memory, skills, codebase patterns</td></tr><tr><td>M3</td><td>Safety & Security</td><td style="text-align:center;">5-7</td><td>6-level security ladder, hooks, verifier pattern, defense-in-depth</td></tr><tr><td>M4</td><td>Orchestration</td><td style="text-align:center;">7-9</td><td>Multi-agent patterns, P-threads, delegation, P2P communication</td></tr><tr><td>M5</td><td>Production</td><td style="text-align:center;">5-7</td><td>CI/CD, shadow deploys, observability, rollback, 5-tool stack</td></tr><tr><td>M6</td><td>Economics</td><td style="text-align:center;">4-6</td><td>Model pricing, cascade routing, pass@k evals, cost optimization</td></tr><tr><td>M7</td><td>Advanced</td><td style="text-align:center;">5-7</td><td>Autoresearch, meta-agents, beyond MCP, always-on agents</td></tr><tr><td>M8</td><td>Capstone</td><td style="text-align:center;">8-12</td><td>Build a production-grade multi-agent system</td></tr></tbody></table><p><strong>Total</strong>: 44-62 hours, 65 lessons, 13 labs, 56 quizzes</p><hr><h2 id="module-1-foundations-4-6-hours" tabindex="-1">Module 1: Foundations (4-6 hours) <a class="header-anchor" href="#module-1-foundations-4-6-hours" aria-label="Permalink to "Module 1: Foundations (4-6 hours)""></a></h2><table tabindex="0"><thead><tr><th>Lesson</th><th>Topic</th></tr></thead><tbody><tr><td>1.1</td><td>What Makes an Agent? — Karpathy thesis, Software 3.0</td></tr><tr><td>1.2</td><td>The Harness vs The Model — 5 subsystems, 4 dimensions</td></tr><tr><td>1.3</td><td>The Repository IS the Spec</td></tr><tr><td>1.4</td><td>Decision Framework: "Should I use an agent for this?"</td></tr><tr><td>1.5</td><td>The Agent Loop: Think, Act, Observe, Repeat</td></tr><tr><td>1.6</td><td>Tool Calling Deep Dive</td></tr><tr><td>1.7</td><td>Vibe Coding vs Agentic Engineering</td></tr><tr><td>1.8</td><td>Do You Trust Your Agents? — Hotz critique, Schmidt strategic view</td></tr><tr><td>Lab</td><td>Your First Agent (single-tool)</td></tr></tbody></table><h2 id="module-2-architecture-6-8-hours" tabindex="-1">Module 2: Architecture (6-8 hours) <a class="header-anchor" href="#module-2-architecture-6-8-hours" aria-label="Permalink to "Module 2: Architecture (6-8 hours)""></a></h2><table tabindex="0"><thead><tr><th>Lesson</th><th>Topic</th></tr></thead><tbody><tr><td>2.1</td><td>The Four Pillars: Tools, Loop, Context, Memory</td></tr><tr><td>2.2</td><td>Tool Design Patterns: MCP, CLI, Script, Skills</td></tr><tr><td>2.3</td><td>Agent Loop Variants: 5 levels</td></tr><tr><td>2.4</td><td>Skills System Deep Dive: path-scoped, plugins, LSP</td></tr><tr><td>2.5</td><td>Agent-Readable Workspace: init phase, feature lists</td></tr><tr><td>2.6</td><td>Context Window Management</td></tr><tr><td>2.7</td><td>Memory Patterns: mental models, scratch pads</td></tr><tr><td>2.8</td><td>The Reasoning Parameter</td></tr><tr><td>2.9</td><td>Codebase Architectures: 4 patterns</td></tr><tr><td>Labs</td><td>Multi-Tool Agent + Context-Aware Agent</td></tr></tbody></table><h2 id="module-3-safety-security-5-7-hours" tabindex="-1">Module 3: Safety & Security (5-7 hours) <a class="header-anchor" href="#module-3-safety-security-5-7-hours" aria-label="Permalink to "Module 3: Safety & Security (5-7 hours)""></a></h2><table tabindex="0"><thead><tr><th>Lesson</th><th>Topic</th></tr></thead><tbody><tr><td>3.1</td><td>Prompt Injection (L0) + Why Bash Is the Problem</td></tr><tr><td>3.2</td><td>The 6-Level Security Ladder</td></tr><tr><td>3.3</td><td>The L3 Marque Break</td></tr><tr><td>3.4</td><td>Damage Control: 3 access levels</td></tr><tr><td>3.5</td><td>Hook Architecture: 13 lifecycle events</td></tr><tr><td>3.6</td><td>The Verifier Pattern</td></tr><tr><td>3.7</td><td>Defense-in-Depth Stacking</td></tr><tr><td>Labs</td><td>Whitelist Hook + Verifier Agent</td></tr></tbody></table><h2 id="module-4-orchestration-7-9-hours" tabindex="-1">Module 4: Orchestration (7-9 hours) <a class="header-anchor" href="#module-4-orchestration-7-9-hours" aria-label="Permalink to "Module 4: Orchestration (7-9 hours)""></a></h2><table tabindex="0"><thead><tr><th>Lesson</th><th>Topic</th></tr></thead><tbody><tr><td>4.1</td><td>Why One Agent Is Not Enough</td></tr><tr><td>4.2</td><td>Orchestration Patterns: Dispatcher, Pipeline, P2P</td></tr><tr><td>4.3</td><td>P-Threads: Parallel Agent Execution</td></tr><tr><td>4.4</td><td>F-Threads: Fusion, N Agents One Winner</td></tr><tr><td>4.5</td><td>Depth-2 Delegation</td></tr><tr><td>4.6</td><td>Agent Experts That Remember</td></tr><tr><td>4.7</td><td>Domain Locking</td></tr><tr><td>4.8</td><td>TillDone Task Discipline</td></tr><tr><td>4.9</td><td>Agent Chains</td></tr><tr><td>4.10</td><td>P2P Communication + MCP Agent Mail</td></tr><tr><td>4.11</td><td>Service Connectors</td></tr><tr><td>4.12</td><td>Conversation Awareness</td></tr><tr><td>4.13</td><td>CEO Board System</td></tr><tr><td>4.14</td><td>UI Agents System</td></tr><tr><td>Labs</td><td>Agent Chain + Multi-Team Config</td></tr></tbody></table><h2 id="module-5-production-5-7-hours" tabindex="-1">Module 5: Production (5-7 hours) <a class="header-anchor" href="#module-5-production-5-7-hours" aria-label="Permalink to "Module 5: Production (5-7 hours)""></a></h2><table tabindex="0"><thead><tr><th>Lesson</th><th>Topic</th></tr></thead><tbody><tr><td>5.1</td><td>What Production Means for Agents</td></tr><tr><td>5.2</td><td>CI/CD for Agents</td></tr><tr><td>5.3</td><td>The 5-Tool Production Stack</td></tr><tr><td>5.4</td><td>The Agent Manager Role</td></tr><tr><td>5.5</td><td>Shadow Deployments</td></tr><tr><td>5.6</td><td>Rollback Strategies</td></tr><tr><td>5.7</td><td>Observability + Cross-Provider Search</td></tr><tr><td>5.8</td><td>Alerting and Monitoring</td></tr><tr><td>5.9</td><td>Deployment Modes</td></tr><tr><td>5.10</td><td>Cost Control</td></tr><tr><td>Labs</td><td>Observability SQLite + CI/CD Pipeline</td></tr></tbody></table><h2 id="module-6-economics-4-6-hours" tabindex="-1">Module 6: Economics (4-6 hours) <a class="header-anchor" href="#module-6-economics-4-6-hours" aria-label="Permalink to "Module 6: Economics (4-6 hours)""></a></h2><table tabindex="0"><thead><tr><th>Lesson</th><th>Topic</th></tr></thead><tbody><tr><td>6.0</td><td>The Compute Advantage Equation</td></tr><tr><td>6.1</td><td>Tokenomics: 3 Levels</td></tr><tr><td>6.2</td><td>LLM Pricing Landscape</td></tr><tr><td>6.3</td><td>Cascade Routing</td></tr><tr><td>6.4</td><td>Cost Per Session Math</td></tr><tr><td>6.5</td><td>Agent Evaluation Metrics</td></tr><tr><td>6.6</td><td>Automated Evaluation</td></tr><tr><td>6.7</td><td>A/B Testing Agents</td></tr><tr><td>6.8</td><td>Human Evaluation</td></tr><tr><td>Labs</td><td>Eval Harness + Cost Optimization</td></tr></tbody></table><h2 id="module-7-advanced-5-7-hours" tabindex="-1">Module 7: Advanced (5-7 hours) <a class="header-anchor" href="#module-7-advanced-5-7-hours" aria-label="Permalink to "Module 7: Advanced (5-7 hours)""></a></h2><table tabindex="0"><thead><tr><th>Lesson</th><th>Topic</th></tr></thead><tbody><tr><td>7.1</td><td>Autoresearch: Self-Improving Agents</td></tr><tr><td>7.2</td><td>Integrity: Keeping the Loop Honest</td></tr><tr><td>7.3</td><td>Meta-Agents: Agents That Build Agents</td></tr><tr><td>7.4</td><td>Beyond MCP: Choosing Tool Channels</td></tr><tr><td>7.5</td><td>Mac Mini Agent: Physical Sandbox</td></tr><tr><td>7.6</td><td>Always-On Agents</td></tr><tr><td>Labs</td><td>Autoresearch Loop + Meta-Agent</td></tr></tbody></table><h2 id="module-8-capstone-8-12-hours" tabindex="-1">Module 8: Capstone (8-12 hours) <a class="header-anchor" href="#module-8-capstone-8-12-hours" aria-label="Permalink to "Module 8: Capstone (8-12 hours)""></a></h2><p>Build a production-grade multi-agent system. Choose from:</p><ul><li><strong>Brand Monitor</strong> — Multi-LLM brand mention tracking</li><li><strong>Code Review Pipeline</strong> — Plan, Build, Review, Verify</li><li><strong>Strategic Decision Board</strong> — 8-agent CEO board</li></ul><h2 id="reference-documents" tabindex="-1">Reference Documents <a class="header-anchor" href="#reference-documents" aria-label="Permalink to "Reference Documents""></a></h2><ul><li><a href="/modules/field-manual">FIELD-MANUAL.md</a> — Quick reference cheat sheet</li><li><a href="/modules/feynman">FEYNMAN.md</a> — Core concepts in plain language</li><li><a href="/modules/debate">DEBATE.md</a> — The great agent debate (Armin vs George)</li><li><a href="/modules/competitive-analysis">COMPETITIVE-ANALYSIS.md</a> — vs Anthropic, TAC, ClaudeFAST</li><li><a href="/modules/reference-stack">REFERENCE-STACK.md</a> — Production architecture</li><li><a href="/modules/tool-reference">TOOL-REFERENCE.md</a> — 5-tool CLI reference</li></ul></div></div></main><footer class="VPDocFooter" data-v-e6f2a212 data-v-1bcd8184><!--[--><!--]--><div class="edit-info" data-v-1bcd8184><!----><div class="last-updated" data-v-1bcd8184><p class="VPLastUpdated" data-v-1bcd8184 data-v-1bb0c8a8>Last updated: <time datetime="2026-06-03T12:04:06.000Z" data-v-1bb0c8a8></time></p></div></div><nav class="prev-next" aria-labelledby="doc-footer-aria-label" data-v-1bcd8184><span class="visually-hidden" id="doc-footer-aria-label" data-v-1bcd8184>Pager</span><div class="pager" data-v-1bcd8184><!----></div><div class="pager" data-v-1bcd8184><a class="VPLink link pager-link next" href="/modules/m1-foundations" data-v-1bcd8184><!--[--><span class="desc" data-v-1bcd8184>Next page</span><span class="title" data-v-1bcd8184>Module 1: Foundations</span><!--]--></a></div></nav></footer><!--[--><!--]--></div></div></div><!--[--><!--]--></div></div><footer class="VPFooter has-sidebar" data-v-d8b57b2d data-v-566314d4><div class="container" data-v-566314d4><p class="message" data-v-566314d4>FDSA Agency — Agentic Engineering Course. 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