Compute infrastructure is the collection of servers, GPUs, storage systems, networking, and cloud services used to train, fine-tune, and run AI models. It is the physical and virtual foundation behind AI workloads, including the machines that process data, the platforms that schedule jobs, and the access controls that let teams use them safely.
In cyber security, compute infrastructure matters because it concentrates high-value data and powerful processing in one environment. Attackers may target misconfigured cloud accounts, exposed storage, insecure APIs, or overloaded clusters to steal model artifacts, poison training data, or disrupt operations. Defenders protect it with segmentation, strong identity and access management, logging, patching, quota limits, and supply-chain review for hardware and cloud dependencies. Well-managed compute infrastructure makes AI systems more resilient, auditable, and harder to abuse.