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AEGIS-Omega is a high-performance, hybrid multi-layer Intrusion Detection System (IDS). It features a 4-layer detection strategyβSignature Analysis, Autoencoder Anomaly Detection, BiLSTM Deep Learning, and Ensemble Fusionβto identify attack types with 95% F1-score. Includes a FastAPI backend, React dashboard, and PCAP,Netflow analysis.