SHARD detects cyber attacks, generates real-time iptables/WAF defense rules using Seq2Seq Transformer, blocks hackers autonomously with RL agent, finds zero-days with VAE, and predicts future attacks with Temporal GNN. 4000+ defense actions per hour. Fully open-source.