A new hierarchical framework integrates Hebbian neuroplasticity, graph neural networks, and BDI reasoning to manage autonomous drone swarms. This approach mimics biological reflexes, skills, and strategic thinking to improve search and rescue operations. Researchers used a digital twin to validate the strategic layer. It offers a structured template for complex multi-agent coordination.