I’ve been exploring the Geniatech AI Edge Box for an upcoming project and wanted to hear from others who’ve used it. The specs look impressive for the price, especially the integration of an NPU for AI acceleration. But how does it perform in real-world scenarios like facial recognition, object detection, or license plate reading?

Is the Geniatech AI Edge box hardware stable under long-term load, and how’s the cooling system? Also, I’m curious about the software environment. Is it easy to deploy custom models using common frameworks like TensorFlow or ONNX? Do firmware updates come regularly, and how reliable is the support team if something goes wrong during deployment?