Refresh: 789 validation sessions, 20 hardware platforms; humanizer pass on published prose

index.html

@@ -139,13 +139,13 @@
 
         <div style="text-align:center; margin: 1.5rem 0;">
             <a href="https://huggingface.co/spaces/EdgeFirst/Models">
-                <img src="https://huggingface.co/spaces/EdgeFirst/Models/resolve/main/social-card.png?v=3" alt="EdgeFirst Model Zoo" style="max-width:100%; height:auto; border-radius:8px;">
+                <img src="https://huggingface.co/spaces/EdgeFirst/Models/resolve/main/social-card.png?v=4" alt="EdgeFirst Model Zoo" style="max-width:100%; height:auto; border-radius:8px;">
             </a>
         </div>
 
         <h2>About</h2>
         <p>
-            <strong>Au-Zone Technologies</strong> builds EdgeFirst &mdash; a comprehensive platform for deploying AI perception on edge devices. We support cameras, LiDAR, radar, and time-of-flight sensors for real-time object detection, segmentation, sensor fusion, and 3D spatial understanding.
+            <strong>Au-Zone Technologies</strong> builds EdgeFirst, a platform for deploying AI perception on edge devices. We support cameras, LiDAR, radar, and time-of-flight sensors for real-time object detection, segmentation, sensor fusion, and 3D spatial understanding.
         </p>
         <p>
             Our stack spans four layers: <strong>Foundation</strong> (hardware abstraction and inference delegates), <strong>Zenoh</strong> (pub/sub microservices), <strong>GStreamer</strong> (media pipeline plugins), and <strong>ROS 2</strong> integration. All released under <strong>Apache 2.0</strong>.