A new hierarchical framework integrates Hebbian neuroplasticity, graph neural networks, and BDI reasoning to coordinate autonomous drone swarms. This architecture mimics biological reflexes, skills, and strategic reasoning for search and rescue. By utilizing a digital twin for meta-learning, the system improves tactical coordination. Practitioners can now implement more granular control over swarm autonomy.