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-  <p>
-    This material is supported by <a href="https://maven.com/applied-llms/rag-playbook?promoCode=EBOOK" target="_blank"><strong>Applied LLMs on Maven</strong></a>.  Readers get 20% off.
-    Not ready? Check out the <a href="https://fivesixseven.ck.page/rag-crash-course" target="_blank"><strong>free email course</strong></a>.
-  </p>
+<p>
+  This material is supported by
+  <a
+    href="https://maven.com/applied-llms/rag-playbook?promoCode=EBOOK"
+    target="_blank"
+    ><strong>Applied LLMs on Maven</strong></a
+  >. Readers get 20% off. Not ready? Check out the
+  <a href="https://fivesixseven.ck.page/rag-crash-course" target="_blank"
+    ><strong>free email course</strong></a
+  >.
+</p>
 
           </div>
 
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-      
-        
 
 
 
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-  
-  
-  
-    <li class="md-nav__item">
-      <a href="/systematically-improving-rag/office-hours/AGENTS/" class="md-nav__link">
-        
-  
-  
-  <span class="md-ellipsis">
-    Agents
-    
-  </span>
-  
-
-      </a>
-    </li>
-  
-
-              
-            
-              
-                
-  
 
 
 
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+        <input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3_3" >
 
 
-          <label class="md-nav__link" for="__nav_3_4" id="__nav_3_4_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_3_3" id="__nav_3_3_label" tabindex="0">
 
 
 
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-        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_4_label" aria-expanded="false">
-          <label class="md-nav__title" for="__nav_3_4">
+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_3_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3_3">
             <span class="md-nav__icon md-icon"></span>
             Chapter 1: Starting the Flywheel
           </label>
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+        <input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3_4" >
 
 
-          <label class="md-nav__link" for="__nav_3_5" id="__nav_3_5_label" tabindex="0">
+          <label class="md-nav__link" for="__nav_3_4" id="__nav_3_4_label" tabindex="0">
 
 
 
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_4_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3_4">
             <span class="md-nav__icon md-icon"></span>
             Chapter 2: From Evaluation to Enhancement
           </label>
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-        <input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3_6" >
+        <input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3_5" >
 
 
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+          <label class="md-nav__link" for="__nav_3_5" id="__nav_3_5_label" tabindex="0">
 
 
 
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_5_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3_5">
             <span class="md-nav__icon md-icon"></span>
             Chapter 3: User Experience
           </label>
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-        <input class="md-nav__toggle md-toggle md-toggle--indeterminate" type="checkbox" id="__nav_3_7" >
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_6_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3_6">
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             Chapter 4: Topic Modeling
           </label>
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+          <label class="md-nav__link" for="__nav_3_7" id="__nav_3_7_label" tabindex="0">
 
 
 
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_7_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3_7">
             <span class="md-nav__icon md-icon"></span>
             Chapter 5: Multimodal Capabilities
           </label>
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+        <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_3_8_label" aria-expanded="false">
+          <label class="md-nav__title" for="__nav_3_8">
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             Chapter 6: Architecture
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+      
+        
 
 
 
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+              
+                
+  
+  
+  
+  
+    <li class="md-nav__item">
+      <a href="/systematically-improving-rag/talks/chris-lovejoy-domain-expert-vertical-ai/" class="md-nav__link">
+        
+  
+  
+  <span class="md-ellipsis">
+    Domain Experts: The Lever for Vertical AI (Chris Lovejoy, Anterior)
+    
+  </span>
+  
+
+      </a>
+    </li>
+  
+
+              
+            
           </ul>
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