The blacksmith knew his process worked. He had no idea why — and had no way to verify it except by outcome. Modern engineering closed that gap, but only through hard-won failures: ships that cracked in harbor, steel that passed every test and still failed at sea. This article traces the thread from historical failure to practical investigation, and shows what it means to move from reactive root cause analysis to a preventive engineering discipline.
