Platform validation — "A blind twelve-month prediction test, graded against reality"

Any engine can explain the past. The real test is whether a signal from one year's data correctly calls the next. AvioIQ's decisions were locked, set aside for twelve months, then graded against actual outcomes — no hindsight, no parameters touched.