AI investment: How Nvidia and DDN maximize GPUs - SiliconANGLE

As artificial intelligence continues to advance, enterprises are increasingly focused on maximizing the value derived from AI investments. The collaboration between NVIDIA and DataDirect Networks (DDN... Read original →

The NVIDIA-DDN alliance signals a strategic pivot from brute-force compute to integrated data-compute optimization. Technically, BlueField-4 and the Vera Rubin platform push storage intelligence into the compute fabric, forcing NVMe architectures to evolve and boosting demand for CXL interconnects and near-memory processing. On compliance, tightening U.S. export controls on advanced AI chips accelerate enterprises’ shift toward localized 'AI factories,' raising upfront CapEx but mitigating supply chain fragility. Competitors like Cerebras may counter with monolithic wafer-scale vertical stacks, while cloud providers could leverage platforms like Upbound to build hardware-agnostic AI orchestration layers. Within 18 months, cost-per-token—not raw TFLOPS—will become the decisive metric, transforming data centers from power-hungry facilities into intelligent inference engines where only economically scalable deployments survive.