The Adaptive Quantum Clock System is a precision timekeeping platform that uses quantum mechanics to maintain ultra-accurate timing even in harsh environments. It integrates real-time sensor data, digital twin modeling, and adaptive control algorithms to adjust clock behaviour dynamically under changing conditions such as underwater environments, electromagnetic noise, or temperature variations. A noise modeling module further filters interference, ensuring stable and reliable performance at all times