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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><!--[--><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_debate" data-v-e6f2a212><div><h1 id="the-great-agent-debate" tabindex="-1">The Great Agent Debate <a class="header-anchor" href="#the-great-agent-debate" aria-label="Permalink to "The Great Agent Debate""></a></h1><p>Two opposing views from credible engineers. Both are essential context.</p><h2 id="armin-ronacher-—-building-pi-with-pi" tabindex="-1">Armin Ronacher — "Building Pi With Pi" <a class="header-anchor" href="#armin-ronacher-—-building-pi-with-pi" aria-label="Permalink to "Armin Ronacher — "Building Pi With Pi"""></a></h2><p><strong>Who</strong>: Creator of Flask, Sentry co-founder, Pi maintainer.<br><strong>Post</strong>: <a href="https://lucumr.pocoo.org/2026/5/24/pi-oss/" target="_blank" rel="noreferrer">lucumr.pocoo.org</a> (May 24, 2026)</p><p><strong>Key arguments</strong>:</p><ul><li>Pi is built with Pi (agents building agent tools)</li><li>The harness matters most</li><li>We're not at full autonomy yet</li><li>AI-generated PRs create new OSS maintenance burdens</li></ul><h2 id="george-hotz-—-the-eternal-sloptember" tabindex="-1">George Hotz — "The Eternal Sloptember" <a class="header-anchor" href="#george-hotz-—-the-eternal-sloptember" aria-label="Permalink to "George Hotz — "The Eternal Sloptember"""></a></h2><p><strong>Who</strong>: Founder of comma.ai, first iPhone jailbreaker.<br><strong>Post</strong>: <a href="https://geohot.github.io//blog/jekyll/update/2026/05/24/the-eternal-sloptember.html" target="_blank" rel="noreferrer">geohot.github.io</a> (May 24, 2026)</p><p><strong>Key arguments</strong>:</p><ul><li>"Agents cannot program" — output is broken in increasingly hard-to-detect ways</li><li>It's not "you're using it wrong" — he tried all models, harnesses, prompts</li><li>Agents hurt large organizations more (slow feedback loops)</li><li>"Golden era for slop, dark age for quality"</li></ul><h2 id="the-synthesized-view" tabindex="-1">The Synthesized View <a class="header-anchor" href="#the-synthesized-view" aria-label="Permalink to "The Synthesized View""></a></h2><table tabindex="0"><thead><tr><th>Armin Says</th><th>George Says</th><th>We Teach</th></tr></thead><tbody><tr><td>Harness is the product</td><td>Output is slop</td><td>The harness catches slop (M3)</td></tr><tr><td>Not at dark factory yet</td><td>Agents can't program</td><td>Use agents for what they're good at (M1)</td></tr><tr><td>Built with Pi is real</td><td>Slot machine polish problem</td><td>Verifier finishes the polish (M3)</td></tr><tr><td>OSS maintenance is hard</td><td>Large orgs will suffer</td><td>Production patterns prevent this (M5)</td></tr></tbody></table><p>Both are right. Agents produce slop. The harness, verification, and production patterns turn slop into shipped quality. Without the harness, Hotz wins.</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="2026-06-03T12:04:06.000Z" 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. 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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