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data-v-0009425e><!--[--><p class="text" data-v-0009425e>L1: First Agent</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/l2-multi-tool" data-v-0009425e><!--[--><p class="text" data-v-0009425e>L2a: Multi-Tool Agent</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/l2-context" data-v-0009425e><!--[--><p class="text" data-v-0009425e>L2b: Context-Aware Agent</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/l3-whitelist-hook" 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class="text" data-v-0009425e>L4b: Multi-Team Config</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>L5a: Observability</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-cicd" data-v-0009425e><!--[--><p class="text" data-v-0009425e>L5b: CI/CD Pipeline</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>L6a: Eval Harness</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-cost-optimization" data-v-0009425e><!--[--><p class="text" data-v-0009425e>L6b: Cost Optimization</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>L7a: 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="/labs/l7-meta-agent" data-v-0009425e><!--[--><p class="text" data-v-0009425e>L7b: Meta-Agent</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 _labs_" data-v-e6f2a212><div><h1 id="labs-overview" tabindex="-1">Labs Overview <a class="header-anchor" href="#labs-overview" aria-label="Permalink to "Labs Overview""></a></h1><p>13 hands-on labs covering the full agentic engineering stack. Each lab has a <code>starter.py</code> (fill in the blanks) and <code>solution.py</code> (reference answer).</p><h2 id="lab-index" tabindex="-1">Lab Index <a class="header-anchor" href="#lab-index" aria-label="Permalink to "Lab Index""></a></h2><table tabindex="0"><thead><tr><th>Lab</th><th>Module</th><th>Topic</th><th>Est. Time</th></tr></thead><tbody><tr><td><a href="/labs/l1-first-agent">L1: First Agent</a></td><td>M1</td><td>Single-tool agent from scratch</td><td>60 min</td></tr><tr><td><a href="/labs/l2-multi-tool">L2a: Multi-Tool Agent</a></td><td>M2</td><td>File ops + web search</td><td>75 min</td></tr><tr><td><a href="/labs/l2-context">L2b: Context-Aware</a></td><td>M2</td><td>Sliding window + summarization</td><td>60 min</td></tr><tr><td><a href="/labs/l3-whitelist-hook">L3a: Whitelist Hook</a></td><td>M3</td><td>L4 security implementation</td><td>60 min</td></tr><tr><td><a href="/labs/l3-verifier">L3b: Verifier Agent</a></td><td>M3</td><td>Read-only verification</td><td>75 min</td></tr><tr><td><a href="/labs/l4-agent-chain">L4a: Agent Chain</a></td><td>M4</td><td>YAML pipeline</td><td>60 min</td></tr><tr><td><a href="/labs/l4-multi-team">L4b: Multi-Team</a></td><td>M4</td><td>Team config + domain locking</td><td>90 min</td></tr><tr><td><a href="/labs/l5-observability">L5a: Observability</a></td><td>M5</td><td>SQLite tool tracing</td><td>60 min</td></tr><tr><td><a href="/labs/l5-cicd">L5b: CI/CD</a></td><td>M5</td><td>Golden dataset + regression gate</td><td>60 min</td></tr><tr><td><a href="/labs/l6-eval-harness">L6a: Eval Harness</a></td><td>M6</td><td>pass@k evaluation</td><td>60 min</td></tr><tr><td><a href="/labs/l6-cost-optimization">L6b: Cost Optimization</a></td><td>M6</td><td>Cascade routing</td><td>45 min</td></tr><tr><td><a href="/labs/l7-autoresearch">L7a: Autoresearch</a></td><td>M7</td><td>Self-improving experiment loop</td><td>75 min</td></tr><tr><td><a href="/labs/l7-meta-agent">L7b: Meta-Agent</a></td><td>M7</td><td>Agent that builds agents</td><td>60 min</td></tr></tbody></table><h2 id="running-labs" tabindex="-1">Running Labs <a class="header-anchor" href="#running-labs" aria-label="Permalink to "Running Labs""></a></h2><div class="language-bash vp-adaptive-theme"><button title="Copy Code" class="copy"></button><span class="lang">bash</span><pre class="shiki shiki-themes github-light github-dark vp-code" tabindex="0"><code><span class="line"><span style="--shiki-light:#005CC5;--shiki-dark:#79B8FF;">cd</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> course/labs/L1-first-agent/</span></span>
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<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D;"># Without API key (uses mock LLM automatically):</span></span>
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<span class="line"><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">python</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> starter.py</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> test.txt</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> "What is this file about?"</span></span>
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<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D;"># With API key:</span></span>
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<span class="line"><span style="--shiki-light:#D73A49;--shiki-dark:#F97583;">export</span><span style="--shiki-light:#24292E;--shiki-dark:#E1E4E8;"> ANTHROPIC_API_KEY</span><span style="--shiki-light:#D73A49;--shiki-dark:#F97583;">=</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;">"sk-ant-..."</span></span>
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<span class="line"><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">python</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> starter.py</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> test.txt</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> "What is this file about?"</span></span>
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<span class="line"></span>
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<span class="line"><span style="--shiki-light:#6A737D;--shiki-dark:#6A737D;"># Check solution after attempting:</span></span>
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<span class="line"><span style="--shiki-light:#6F42C1;--shiki-dark:#B392F0;">python</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> solution.py</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> test.txt</span><span style="--shiki-light:#032F62;--shiki-dark:#9ECBFF;"> "What is this file about?"</span></span></code></pre></div><h2 id="lab-structure" tabindex="-1">Lab Structure <a class="header-anchor" href="#lab-structure" aria-label="Permalink to "Lab Structure""></a></h2><p>Each lab has:</p><ul><li><code>starter.py</code> — Code skeleton with TODO markers</li><li><code>solution.py</code> — Complete reference implementation</li><li>No additional files needed — all labs are self-contained</li></ul><h2 id="offline-mode" tabindex="-1">Offline Mode <a class="header-anchor" href="#offline-mode" aria-label="Permalink to "Offline Mode""></a></h2><p>All labs include automatic mock LLM fallback. No API keys required. The mock client returns realistic, deterministic responses so you can verify your code logic without paying for API calls.</p></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="2026-06-03T12:07:52.000Z" 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="/labs/l1-first-agent" data-v-1bcd8184><!--[--><span class="desc" data-v-1bcd8184>Next page</span><span class="title" data-v-1bcd8184>All Labs</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. Part of the fdsa.ai orchestration platform.</p><p class="copyright" data-v-566314d4>Copyright 2026</p></div></footer><!--[--><!--]--></div></div></div>
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