diff --git a/index.html b/index.html
index 90e2d73..7a483f0 100644
--- a/index.html
+++ b/index.html
@@ -84,6 +84,15 @@ <h1 class="title is-1 publication-title">QIANets: Quantum-Integrated Adaptive Ne
                   </span>
                   <span>Paper</span>
                 </a>
+              </span>
+		<!-- Quantum Insider Link. -->
+              <span class="link-block">
+              <a href="https://thequantuminsider.com/2024/10/30/quantum-inspired-techniques-cut-latency-in-computer-vision-without-sacrificing-accuracy/" class="external-link button is-normal is-rounded is-dark">
+                  <span class="icon">
+                  <i class="fas fa-atom"></i>
+                  </span>
+                  <span>The Quantum Insider</span>
+                </a>
               </span>
 	      <!-- arXiv Link. -->
               <span class="link-block">
@@ -888,12 +897,6 @@ <h2 class="title is-3">Referances</h2>
         <img src="Github Logo.jpg" alt="GitHub Logo" style="width: 42px; height: 42px; margin-right: 5px;"> 
         <span>Website Code</span>
     </a>
-<a href="https://thequantuminsider.com/2024/10/30/quantum-inspired-techniques-cut-latency-in-computer-vision-without-sacrificing-accuracy/" target="_blank" style="display: inline-flex; align-items: center; text-decoration: none;">
-    <span class="icon" style="width: 54px; height: 54px; display: inline-flex; justify-content: center; align-items: center;">
-        <i class="fas fa-file-pdf" style="font-size: 36px;"></i> <!-- Adjust the font size as needed -->
-    </span>
-    <span style="margin-left: 5px;">The Quantum Insider Article</span>
-</a>
         </div>
       </div>
     </div>