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

In three linesMulti-agent autonomous architecture for real-time insight discovery over data streams. Continuous loop: hypothesis generation, compilation into executable analytics, validation, visualizations. Uses Kafka, Flink, LLM. Contract-driven design with typed artifacts for modularity and lineage. Demonstrated on retail, finance, public data.

Summary generated by Claude — human-verified