aiqbench analysis

This white paper outlines how legacy Wide Area Network (WAN) architectures must evolve to support the deterministic, low-latency requirements of agentic AI workloads. The core argument emphasizes a paradigm shift where networks transition from human-centric management to agent-driven operations, necessitating edge-enabled frameworks for processing massive uplink data flows. For the AI and quantum community, this highlights that infrastructure modernization is no longer optional but a prerequisite for scaling distributed AI models beyond traditional cloud boundaries.