A new framework integrates Hebbian neuroplasticity, graph neural networks, and BDI reasoning to manage autonomous drone swarms. This hierarchy separates reflexes, tactical skills, and strategic decision-making. By utilizing a digital twin for meta-learning, the system improves search and rescue coordination. It offers a blueprint for scaling complex agent behaviors in physical environments.