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. Researchers used a digital twin for strategic decision-making. The approach offers a more modular alternative to single-paradigm learning systems.