AINeutralarXiv – CS AI · 2h ago6/10
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Discovery Agents for Real-Time Analytics: Toward Proactive Insight Systems
Researchers present a multi-agent architecture that automates insight discovery over real-time data streams using large language models, Apache Kafka, and Apache Flink. The system shifts analytics from reactive, query-driven models to proactive discovery-driven systems through continuous hypothesis generation, validation, and visualization.