Infrastructure for Agentic Workflows | CoreWeave Blog

This post details how agentic workflows, characterized by multi-turn tool calls and bursty demand, introduce unique infrastructure challenges compared to traditional chatbots. It highlights the need for infrastructure that supports consistent latency across long dependency chains, scales rapidly to handle bursty inference demand, and provides predictable economics. The core argument is that the infrastructure's ability to manage these dynamic resource needs directly impacts the agent's responsiveness, reliability, and cost-effectiveness.