Clean org profile: text-only, no images, focused on organization with links to Models Space

README.md

@@ -8,22 +8,39 @@ pinned: false
 license: apache-2.0
 ---
 
-# EdgeFirst AI — Spatial Perception at the Edge
+<div align="center">
 
-**EdgeFirst Perception** is an open-source suite of libraries and microservices for AI-driven spatial perception on edge devices — cameras, LiDAR, radar, and time-of-flight sensors — optimized for resource-constrained embedded hardware.
+# EdgeFirst AI
 
-**[View the EdgeFirst Model Zoo →](https://huggingface.co/spaces/EdgeFirst/Models)**
+### Spatial Perception at the Edge
+
+Open-source libraries and microservices for AI-driven spatial perception on embedded devices.
 
 [![EdgeFirst Studio](https://img.shields.io/badge/EdgeFirst_Studio-3E3371?style=for-the-badge&logoColor=white)](https://edgefirst.studio)
 [![GitHub](https://img.shields.io/badge/GitHub-212529?style=for-the-badge&logo=github&logoColor=white)](https://github.com/EdgeFirstAI)
-[![Documentation](https://img.shields.io/badge/Documentation-1FA0A8?style=for-the-badge&logo=readthedocs&logoColor=white)](https://doc.edgefirst.ai)
+[![Documentation](https://img.shields.io/badge/Docs-1FA0A8?style=for-the-badge&logo=readthedocs&logoColor=white)](https://doc.edgefirst.ai)
+[![Website](https://img.shields.io/badge/edgefirst.ai-E8B820?style=for-the-badge&logoColor=333)](https://edgefirst.ai)
+
+</div>
+
+---
+
+## 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.
+
+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**.
+
+## Model Zoo
 
-## Models
+Pre-trained models validated on real edge hardware with full-dataset accuracy metrics and detailed timing breakdowns per device.
 
-| Task | Models | Link |
-|------|--------|------|
-| Detection | YOLO26, YOLO11, YOLOv8, YOLOv5 | [Browse →](https://huggingface.co/spaces/EdgeFirst/Models) |
-| Instance Segmentation | YOLO26, YOLO11, YOLOv8 | [Browse →](https://huggingface.co/spaces/EdgeFirst/Models) |
+**[Browse the EdgeFirst Model Zoo →](https://huggingface.co/spaces/EdgeFirst/Models)**
+
+| Task | Models |
+|------|--------|
+| **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) |
+| **Instance Segmentation** | [YOLO26](https://huggingface.co/EdgeFirst/yolo26-seg) · [YOLO11](https://huggingface.co/EdgeFirst/yolo11-seg) · [YOLOv8](https://huggingface.co/EdgeFirst/yolov8-seg) |
 
 ## Supported Hardware
 
@@ -33,6 +50,25 @@ license: apache-2.0
 ![RPi5 + Hailo](https://img.shields.io/badge/RPi5-Hailo--8%2F8L-1FA0A8?style=flat-square&logoColor=white)
 ![NVIDIA Jetson](https://img.shields.io/badge/NVIDIA-Jetson-76B900?style=flat-square&logoColor=white)
 
+## EdgeFirst Studio
+
+[**EdgeFirst Studio**](https://edgefirst.studio) is our MLOps platform for the complete perception development lifecycle — dataset management, model training, INT8 quantization, on-target validation, and deployment. **Free tier available.**
+
+## Links
+
+| | |
+|---|---|
+| **Website** | [edgefirst.ai](https://edgefirst.ai) |
+| **Studio** | [edgefirst.studio](https://edgefirst.studio) |
+| **GitHub** | [github.com/EdgeFirstAI](https://github.com/EdgeFirstAI) |
+| **Documentation** | [doc.edgefirst.ai](https://doc.edgefirst.ai) |
+| **Model Zoo** | [EdgeFirst/Models](https://huggingface.co/spaces/EdgeFirst/Models) |
+| **Company** | [Au-Zone Technologies](https://www.au-zone.com) |
+
 ---
 
+<div align="center">
+
 Apache 2.0 · [Au-Zone Technologies Inc.](https://www.au-zone.com)
+
+</div>