A newly disclosed vulnerability, 'LeftoverLocals,' exploits residual data in GPU memory to steal AI model outputs and sensitive data across processes. Affecting major vendors like AMD, Apple, and Qualcomm, the flaw impacts popular frameworks PyTorch and TensorFlow, exposing critical gaps in multi-tenant cloud and edge computing security. This hardware-level weakness forces a fundamental rethink of GPU isolation guarantees.