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

README.md

@@ -25,7 +25,7 @@ Open-source libraries and microservices for AI-driven spatial perception on embe
 
 <div align="center">
 
-[![EdgeFirst Model Zoo](https://huggingface.co/spaces/EdgeFirst/Models/resolve/main/social-card.png?v=3)](https://huggingface.co/spaces/EdgeFirst/Models)
+[![EdgeFirst Model Zoo](https://huggingface.co/spaces/EdgeFirst/Models/resolve/main/social-card.png?v=4)](https://huggingface.co/spaces/EdgeFirst/Models)
 
 </div>
 
@@ -33,7 +33,7 @@ Open-source libraries and microservices for AI-driven spatial perception on embe
 
 ## About
 
-**Au-Zone Technologies** builds EdgeFirst — 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.
+**Au-Zone Technologies** 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.
 
 Our stack spans four layers: **Foundation** (hardware abstraction and inference delegates), **Zenoh** (pub/sub microservices), **GStreamer** (media pipeline plugins), and **ROS 2** integration. All released under **Apache 2.0**.
 
@@ -48,7 +48,7 @@ Pre-trained models validated on real edge hardware with full-dataset accuracy me
 | **Detection** | [YOLO26](https://huggingface.co/EdgeFirst/yolo26-det) · [YOLO11](https://huggingface.co/EdgeFirst/yolo11-det) · [YOLOv8](https://huggingface.co/EdgeFirst/yolov8-det) · [YOLOv5](https://huggingface.co/EdgeFirst/yolov5-det) |
 | **Segmentation** | [YOLO26](https://huggingface.co/EdgeFirst/yolo26-seg) · [YOLO11](https://huggingface.co/EdgeFirst/yolo11-seg) · [YOLOv8](https://huggingface.co/EdgeFirst/yolov8-seg) |
 
-## Supported Hardware
+## Supported hardware
 
 ![NXP i.MX 8M Plus](https://img.shields.io/badge/NXP-i.MX_8M_Plus-3E3371?style=flat-square&logoColor=white)
 ![NXP i.MX 95](https://img.shields.io/badge/NXP-i.MX_95-3E3371?style=flat-square&logoColor=white)