As we navigate the technological landscape of 2026, Artificial Intelligence (AI) has moved beyond the realm of novelty and into the infrastructure of daily life. From the autonomous vehicles that navigate our streets to the generative models that assist in scientific research, the reliability of these systems is paramount. However, a common misconception remains: that AI "learns" on its own....