The Agentic Execution Loop: Distributed Systems & API Proximity

This content argues that while single-node GPU optimization is crucial for AI, the true bottleneck for scaling autonomous AI agents shifts to network latency and distributed systems challenges. The article highlights the 'Sequential Tool Calling (N+1) Problem' as the real networking killer for agents, rather than data serialization.