A new hierarchical framework integrates Hebbian neuroplasticity, graph neural networks, and BDI reasoning to manage autonomous drone swarms. This architecture mimics biological reflexes, skills, and strategic reasoning to improve search and rescue operations. By utilizing a digital twin for decision making, the system enables faster tactical coordination for practitioners deploying multi-agent robotic fleets.