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