Anomaly-Based Intrusion Detection System Using RAG

The world today requires people to maintain their online security because those vital protection systems no longer exist as voluntary options. The security systems that existed before now face difficulties because they have to deal with the increasing frequency of cyber threats and network attacks. The article presents a new method for preventing network breaches which uses Retrieval-Augmented Generation (RAG) technology to develop security systems that use machine learning and large language models to provide better protection through intelligent monitoring. Introduction The frequency of cyber attacks together with network intrusions has escalated because hackers have developed more advanced techniques. Organizations- whether small businesses or large enterprises—face constant threats of unauthorized access, data breaches, and system takeovers. A network intrusion refers to any suspicious or unauthorized activity within a computer network. The attackers use this method to execute thei