AI-Managed Zero-Point Energy Systems: A Theoretical Framework for Intelligent Quantum Vacuum Energy Extraction and Control

The quantum vacuum is not empty space; it is a dynamic medium saturated with measurable energy, confirmed experimentally through the Casimir effect, the Lamb shift, and quantum energy teleportation (QET) protocols realized on quantum computing hardware. Zero-point energy (ZPE), the irreducible ground-state energy of quantum fields, represents a theoretically vast reservoir whose practical extraction remains an open question in fundamental physics. A central obstacle is thermodynamic: the quantum vacuum in the absence of boundaries is a state of equilibrium, and extracting net energy from equilibrium without external work input would violate the second law of thermodynamics. However, systems involving dynamic boundary conditions, time-varying material properties, and non-equilibrium quantum protocols such as QET have demonstrated that energy differentials involving vacuum fluctuations can be physically realized under controlled conditions. This paper argues that if thermodynamically viable extraction pathways are established, the extraordinary complexity of managing such systems in real time constitutes a second, independent barrier—one that artificial intelligence is uniquely positioned to address. We introduce the AIZPE (AI-Managed Zero-Point Energy) framework, a conceptual architecture in which AI systems continuously optimize Casimir cavity geometries, predict vacuum fluctuation dynamics, manage quantum energy storage, and enforce thermodynamic constraints. Drawing on existing research in machine learning for Casimir energy prediction, deep reinforcement learning for quantum system control, and AI-driven quantum materials discovery, we argue that the convergence of these fields presents a credible pathway toward the first integrated AI management system for quantum vacuum energy research. The implications extend beyond energy production to fundamental questions about the relationship between intelligence, information, and the physical vacuum.