We built a self-learning security system that adapts and updates itself without overwhelming network infrastructure. Instead of centralised updates, our hierarchical distributed learning lets devices learn locally, escalate patterns through clusters, and trigger global updates only when truly needed — making security faster, more efficient, and scalable across massive networks.