QML Observer is an observability and diagnostic framework for variational quantum machine learning. It monitors training telemetry in real time, detects probable plateau-like failure modes, explains what it sees, and can log or intervene before compute is wasted. Built for simulator-based PennyLane and Qiskit workflows.