Discovery Agents for Real-Time Analytics: Toward Proactive Insight Systems

This research proposes a multi-agent architecture for autonomous insight discovery in real-time data streams, addressing the limitations of reactive analytics systems. It employs a continuous loop of hypothesis generation, analytics compilation, validation, and visualization, leveraging technologies like Kafka, Flink, and large language models.