For years, Edge AI was forced into a corner: you either used underpowered integrated chips or massive, power-hungry GPUs that wouldn't fit in a ruggedized industrial-grade enclosure. Today, Edge architecture is shifting. The rise of M.2 AI Processing Units (AIPUs)—like the Hailo-10, Axelera Metis, and Ambrize—has introduced the era of Modular Compute. But these modules are only as good as the interface they plug into. To build a true "Swiss Army Knife" for your Edge environme

The challenges faced by modern Edge AI environments isn’t limited to processing power—the physical geography of the host hardware platform has become a chief concern. As more and more businesses integrate AI driven technology into their workflows (factories, retail hubs, and telco towers), the required accelerator hardware is often being “crammed” into short-depth 1U and 2U servers. For AI Architects, two major challenges have arisen: 1. The Space challenge:  Many PCIe Gen5 c