diff --git a/public/researcher.html b/public/researcher.html
index a8032b2f..bcef8e85 100644
--- a/public/researcher.html
+++ b/public/researcher.html
@@ -41,7 +41,7 @@
         </p>
         <div class="flex justify-center space-x-4">
           <a href="/docs.html" class="bg-purple-600 text-white px-6 py-3 rounded-lg font-semibold hover:bg-purple-700 transition">
-            Read Technical Papers
+            Browse Documentation
           </a>
           <a href="#case-studies" class="bg-white text-purple-600 px-6 py-3 rounded-lg font-semibold border-2 border-purple-600 hover:bg-purple-50 transition">
             View Case Studies
@@ -197,7 +197,7 @@
               <span class="text-gray-500">Prevention: HIGH persistence validation</span>
             </div>
           </div>
-          <a href="/docs.html#27027-incident" class="text-purple-600 hover:text-purple-700 font-medium">Read full analysis →</a>
+          <a href="/demos/27027-demo.html" class="text-purple-600 hover:text-purple-700 font-medium">Interactive demo →</a>
         </div>
       </div>
 
@@ -213,7 +213,7 @@
               <span class="text-gray-500">Prevention: STRATEGIC boundary check</span>
             </div>
           </div>
-          <a href="/docs.html#privacy-creep" class="text-purple-600 hover:text-purple-700 font-medium">Read full analysis →</a>
+          <a href="/docs.html" class="text-purple-600 hover:text-purple-700 font-medium">See case studies doc →</a>
         </div>
       </div>
 
@@ -229,7 +229,7 @@
               <span class="text-gray-500">Prevention: CRITICAL pressure detection</span>
             </div>
           </div>
-          <a href="/docs.html#silent-degradation" class="text-purple-600 hover:text-purple-700 font-medium">Read full analysis →</a>
+          <a href="/docs.html" class="text-purple-600 hover:text-purple-700 font-medium">See case studies doc →</a>
         </div>
       </div>
     </div>