Edge AI inspection robot built with ROS 2 and Edge Impulse, demoed at Embedded World 2026. Learn a practical two-stage approach-fast detection plus close-up anomaly scoring-running fully on-device for low latency, better safety, and reliable inspection data without cloud dependency.