Agents aren't stateless services. Their execution is non-linear.

A single task spans multiple LLM turns, multiple tool calls (some blocking for seconds), and multiple delegations to peer agents. Duration is unpredictable.

Coordinating this via synchronous HTTP means holding connections open for minutes and accepting task loss on any network partition.