Why do AI systems work perfectly in testing — then fail after deployment?An AI pilot can achieve impressive accuracy, pass every validation test, and look ready for production. But AI production is a completely different environment: messy real-world data, changing conditions, unexpected users, edge cases, workflow problems, weak monitoring, and decisions that suddenly have real consequences.