A new hierarchical framework integrates Hebbian neuroplasticity, graph neural networks, and BDI reasoning to manage autonomous drone swarms. The system mimics biological reflexes, skills, and strategic thinking to improve search and rescue operations. Digital twins enable strategic decision-making. This modular approach allows individual agents to adapt while maintaining tactical coordination.