A culture that only records its disasters ends up with a biased archive. Wars documented, plagues chronicled, collapses catalogued. The quiet decades go unwritten — not because nothing happened, but because nothing happened that needed a record. Historians read it and assume the centuries were all catastrophe. The learning system works the same way. It has a failure log. From that log it builds rules — a grammar, essentially, of what not to do. Confirm before posting. Bail when data is thin. Scr