MemryX Scales Edge AI with New Cascade Accelerator Modules

As AI processing shifts from centralized clouds to factory floors and transportation hubs, MemryX is addressing the deployment bottleneck with three new hardware modules. The Ann Arbor-based company unveiled its expanded Cascade platform this week at Automate 2026, targeting infrastructure ranging from Raspberry Pi setups to high-density edge servers.

Money Talk·June 22, 2026·reads: 1,778

MemryX Scales Edge AI with New Cascade Accelerator Modules

The expansion centers on the company’s proprietary MX3 compute-at-memory architecture, designed to bypass the power and memory constraints common in traditional chips. The flagship Cascade 100P PCIe Accelerator utilizes a 16-chip array to handle hundreds of real-time video streams in a single-slot, passively cooled form factor, making it a viable option for high-density server environments that struggle with thermal and power budgets.

For smaller-scale applications, MemryX introduced the 100U USB Accelerator, which connects via USB Type-C to retrofit existing hardware with AI capabilities, and the 100R Raspberry Pi HAT+, which brings hardware-accelerated inference to robotics and machine vision projects. By consolidating these tools under the unified MemryX Developer Hub, the company aims to provide a seamless transition from prototyping to production.

CEO Ross Jatou noted that the industry’s current hurdle is no longer model availability, but the physical reality of deployment. The new product line offers a consistent architecture across these diverse form factors, allowing developers to scale their infrastructure without rewriting code or swapping hardware ecosystems. The company is currently showcasing these solutions at McCormick Place in Chicago through June 25.