
The transition from simple query-response interactions to fully autonomous agents represents a fundamental change in the architectural requirements for modern high-performance computing clusters and redefines the role of the central processing unit. This shift has moved the CPU beyond traditional instruction sets toward a landscape where it must orchestrate a complex symphony of real-time data retrieval, environment sandboxing, and GPU










