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diff --git a/core-concepts/classification/mom/index.html b/core-concepts/classification/mom/index.html
@@ -1767,7 +1767,6 @@ <h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practice
 <li>Consider using different model providers for better diversity</li>
 <li>Monitor and log classification results for each model</li>
 </ul>
-<p>For more examples and advanced usage, check out the <a href="examples/">examples directory</a> in the repository. </p>
 
 
 

diff --git a/core-concepts/classification/vision/index.html b/core-concepts/classification/vision/index.html
@@ -1863,7 +1863,6 @@ <h2 id="example-with-multiple-models">Example with Multiple Models<a class="head
 <a id="__codelineno-1-24" name="__codelineno-1-24" href="#__codelineno-1-24"></a>    <span class="n">image</span><span class="o">=</span><span class="kc">True</span>
 <a id="__codelineno-1-25" name="__codelineno-1-25" href="#__codelineno-1-25"></a><span class="p">)</span>
 </code></pre></div>
-<p>For more examples and advanced usage, check out the <a href="examples/">examples directory</a> in the repository. </p>
 
 
 

diff --git a/core-concepts/contracts/index.html b/core-concepts/contracts/index.html
@@ -1634,7 +1634,6 @@ <h2 id="basic-usage">Basic Usage<a class="headerlink" href="#basic-usage" title=
 <a id="__codelineno-1-5" name="__codelineno-1-5" href="#__codelineno-1-5"></a>    <span class="k">pass</span>
 </code></pre></div>
 </details>
-<p>For more examples and advanced usage, check out the <a href="examples/">examples directory</a> in the repository.</p>
 
 
 

diff --git a/core-concepts/document-loaders/aws-textract/index.html b/core-concepts/document-loaders/aws-textract/index.html
@@ -1765,7 +1765,7 @@ <h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practice
 <li>Process pages individually for large documents</li>
 <li>Monitor API quotas and costs</li>
 </ol>
-<p>For more examples and implementation details, check out the <a href="examples/">examples directory</a> in the repository. </p>
+<p>For more examples and implementation details, check out the <a href="../../examples/aws-textract">AWS Stack</a> in the repository. </p>
 
 
 

diff --git a/core-concepts/document-loaders/azure-form/index.html b/core-concepts/document-loaders/azure-form/index.html
@@ -1754,7 +1754,7 @@ <h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practice
 <li>Handle tables and paragraphs separately for better accuracy</li>
 <li>Process documents page by page for large files</li>
 </ul>
-<p>For more examples and advanced usage, check out the <a href="examples/">examples directory</a> in the repository. </p>
+<p>For more examples and implementation details, check out the <a href="../../examples/azure-form.md">Azure Stack</a> in the repository. </p>
 
 
 

diff --git a/core-concepts/document-loaders/google-document-ai/index.html b/core-concepts/document-loaders/google-document-ai/index.html
@@ -1791,7 +1791,7 @@ <h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practice
 <li>Monitor API quotas</li>
 </ol>
 <p>Document AI supports PDF, TIFF, GIF, JPEG, PNG with a maximum file size of 20MB or 2000 pages.</p>
-<p>For more examples and implementation details, check out the <a href="examples/">examples directory</a> in the repository. </p>
+<p>For more examples and implementation details, check out the <a href="../../examples/google-document-ai">Google Stack</a> in the repository. </p>
 
 
 

diff --git a/core-concepts/document-loaders/tesseract/index.html b/core-concepts/document-loaders/tesseract/index.html
@@ -1752,7 +1752,7 @@ <h2 id="best-practices">Best Practices<a class="headerlink" href="#best-practice
 <li>Consider image preprocessing for better accuracy</li>
 <li>Set appropriate page segmentation mode based on document layout</li>
 </ul>
-<p>For more examples and advanced usage, check out the <a href="examples/">examples directory</a> in the repository.</p>
+<p>For more examples and advanced usage, check out the <a href="../../examples/local-processing">Local Stack</a> in the repository.</p>
 
 
 

diff --git a/getting-started/index.html b/getting-started/index.html
@@ -1682,28 +1682,26 @@ <h2 id="native-features-that-you-want">Native Features that you want<a class="he
         <li>
             <p><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M14 2H6c-1.1 0-2 .9-2 2v16c0 1.1.9 2 2 2h12c1.1 0 2-.9 2-2V8l-6-6zM6 20V4h7v5h5v11H6z"></path></svg></span> <strong>Extraction with Pydantic</strong></p>
             <p>Extract structured data from any document type using Pydantic models for validation, custom features, and prompt engineering capabilities.</p>
-            <p><a href="../examples/extraction"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p>
+            <!-- <p><a href="../examples/extraction"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p> -->
         </li>
         <li>
             <p><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 2L4.5 20.29l.71.71L12 18l6.79 3 .71-.71z"></path></svg></span> <strong>Classification & Split</strong></p>
             <p>Intelligent document classification and splitting with support for consensus strategies, eager/lazy splitting, and confidence thresholds.</p>
-            <p><a href="../examples/classification"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p>
+            <!-- <p><a href="../examples/classification"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p> -->
         </li>
         <li>
             <p><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 1 3 5v6c0 5.55 3.84 10.74 9 12 5.16-1.26 9-6.45 9-12V5l-9-4zm0 10.99h7c-.53 4.12-3.28 7.79-7 8.94V12H5V6.3l7-3.11v8.8z"></path></svg></span> <strong>PII Detection</strong></p>
             <p>Automatically detect and handle sensitive personal information in documents with privacy-first approach and advanced validation.</p>
-            <p><a href="../examples/pii"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p>
+            <!-- <p><a href="../examples/pii"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p> -->
         </li>
         <li>
             <p><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21.7 18.6-6.9-6.9q-.275-.275-.637-.425-.363-.15-.763-.15-.425 0-.787.15-.363.15-.638.425L8.1 15.5q-.275.275-.425.638-.15.362-.15.762 0 .425.15.788.15.362.425.637l6.9 6.9q.275.275.638.425.362.15.787.15.425 0 .788-.15.362-.15.637-.425l4.9-4.9q.275-.275.425-.637.15-.363.15-.788 0-.425-.15-.787-.15-.363-.425-.638Z"></path></svg></span> <strong>LLM and OCR Agnostic</strong></p>
             <p>Freedom to choose and switch between different LLM providers and OCR engines based on your needs and cost requirements.</p>
-            <p><a href="../examples/integrations"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p>
+            <!-- <p><a href="../examples/integrations"><span class="twemoji"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path d="M8.22 2.97a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.75.75 0 0 1-1.042-.018.75.75 0 0 1-.018-1.042l2.97-2.97H3.75a.75.75 0 0 1 0-1.5h7.44L8.22 4.03a.75.75 0 0 1 0-1.06"></path></svg></span> Learn More</a></p> -->
         </li>
     </ul>
 </div>
 
-<p>Check out our <a href="./advanced-usage.md">advanced usage guide</a> for more complex scenarios like document classification, batch processing, and custom LLM integration.</p>
-
 
 
 

diff --git a/search/search_index.json b/search/search_index.json
diff --git a/sitemap.xml b/sitemap.xml
@@ -2,130 +2,130 @@
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diff --git a/sitemap.xml.gz b/sitemap.xml.gz
-Original file line number
+Diff line change
@@ Expand Up @@
     <li>Consider using different model providers for better diversity</li>
     <li>Monitor and log classification results for each model</li>
     </ul>
-    <p>For more examples and advanced usage, check out the <a href="examples/">examples directory</a> in the repository. </p>
@@ Expand Down @@