A new framework integrates Hebbian neuroplasticity, graph neural networks, and BDI reasoning to manage autonomous drone swarms. This hierarchical approach separates reflexes, tactical skills, and strategic decision-making. Researchers used a digital twin to validate the coordination. The system offers a more structured alternative to single-paradigm learning for search and rescue missions.