Qualcomm agreed to acquire Modular in a nearly $4 billion stock deal, giving its AI data center push a software layer built around portable model deployment. The move is aimed at a practical bottleneck in AI infrastructure: making models run efficiently across CPUs, GPUs, NPUs, and custom accelerators without locking developers into one hardware stack.