AI innovation is accelerating—fueled by the explosive growth of LLMs, multi-modal learning, and agent-based systems. But behind the scenes, infrastructure complexity is growing just as fast. Building, training, deploying, and protecting large-scale AI models is no longer just about compute—it’s a multi-dimensional challenge spanning storage, network architecture, cost optimization, and data governance.