Jev IDS

Network security: Intrusion Detection System (IDS) prototype built on Jev. It takes the metadata of a network flow and returns a verdict on whether the flow is an attack and its threat category, with probabilities. On a well-known cybersecurity benchmark (NSL-KDD), Jev IDS was compared against a state-of-the-art LLM (GPT-5.6 Luna) and a Machine Learning model (Random Forest). It was 4.8× faster and 3.8× cheaper than the LLM. It also raised 15× fewer false alarms than the Random Forest.

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