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1<body><aside aria-label="Sidebar" id="sidebar" class="d-flex flex-column align-items-end"><header class="profile-wrapper"> <a href="/" id="avatar" class="rounded-circle"><img src="/assets/images/CL_small_square_2.jpg" width="160" height="160" alt="avatar" onerror="this.style.display='none'"></a> <a class="site-title d-block" href="/">Chris Lovejoy</a><p class="site-subtitle fst-italic mb-0"></p></header><nav class="flex-column flex-grow-1 w-100 ps-0"><ul class="nav"><li class="nav-item"> <a href="/" class="nav-link"> <i class="fa-fw fas fa-home"></i> <span>HOME</span> </a><li class="nav-item"> <a href="/writing/" class="nav-link"> <i class="fa-fw fas fa-pencil"></i> <span>WRITING</span> </a><li class="nav-item"> <a href="/speaking" class="nav-link"> <i class="fa-fw fas fa-microphone-alt"></i> <span>SPEAKING</span> </a><li class="nav-item"> <a href="/notes/" class="nav-link"> <i class="fa-fw fas fa-file-text"></i> <span>NOTES</span> </a><li class="nav-item"> <a href="/email" 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px-md-3"> <a href="/llm-native-vs-traditional-ml">The new AI playbook: why LLM-native beats traditional ML in verticals</a> <span class="dash flex-grow-1"></span> <time class="text-muted small text-nowrap" data-ts="1761782400" data-df="ll" > Oct 30, 2025 </time><li class="d-flex justify-content-between px-md-3"> <a href="/lessons-ai-verticals">Lessons on applying AI in vertical industries</a> <span class="dash flex-grow-1"></span> <time class="text-muted small text-nowrap" data-ts="1751673600" data-df="ll" > Jul 5, 2025 </time></ul></div></article></main><aside aria-label="Panel" id="panel-wrapper" class="col-xl-3 ps-2 text-muted"><div class="access"><section id="access-lastmod"><h2 class="panel-heading">Recently Updated</h2><ul class="content list-unstyled ps-0 pb-1 ms-1 mt-2"><li class="text-truncate lh-lg"> <a href="/ai-agents-for-enterprise">Why enterprise tech stacks aren't ready for AI agents — and the primitives that can unlock them</a><li class="text-truncate lh-lg"> <a href="/startup-equity">Why your startup equity offer is worth less than you think - and what to do about it</a><li class="text-truncate lh-lg"> <a href="/domain-native-ai-org">The Domain-Native AI Organization: How to Leverage Domain Expertise</a><li class="text-truncate lh-lg"> <a href="/sour-lesson">The Sour Lesson: A Guide to Building AGI-Pilled Products</a><li class="text-truncate lh-lg"> <a href="/llm-native-vs-traditional-ml">The new AI playbook: why LLM-native beats traditional ML in verticals</a></ul></section></div></aside></div><div class="row"><div id="tail-wrapper" class="col-12 col-lg-11 col-xl-9 px-md-4"><footer aria-label="Site Info" class=" d-flex flex-column justify-content-center text-muted flex-lg-row justify-content-lg-between align-items-lg-center pb-lg-3 " ><p>© <time>2026</time> <a href="https://twitter.com/ChrisLovejoy_">Chris Lovejoy</a>. <span data-bs-toggle="tooltip" data-bs-placement="top" title="Except where otherwise noted, the blog posts on this site are 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