A new hierarchical framework integrates Hebbian neuroplasticity, graph neural networks, and BDI reasoning to manage autonomous drone swarms. This design mimics biological reflexes, skills, and strategic thinking to improve search and rescue operations. By utilizing a digital twin for strategic decisions, the system optimizes tactical coordination. Practitioners gain a blueprint for multi-layered agent autonomy.