Autonomous Agents Powered by Streaming Data and Retrieval Augmented Generation
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Explore how to build intelligent autonomous agents that combine real-time streaming data with Retrieval Augmented Generation (RAG) for dynamic decision-making in this 56-minute conference talk from AWS re:Invent 2025. Discover how to leverage streaming technologies including Amazon Kinesis, Amazon MSK, and Managed Service for Apache Flink to create robust pipelines that transform raw events into actionable insights. Learn how autonomous agents can utilize these real-time insights with RAG architecture powered by OpenSearch to enable immediate, context-aware responses to changing conditions. Understand the practical implementation of this architecture for real-world applications such as predictive maintenance, automated incident response, and intelligent customer service automation, achieving improved accuracy and reduced latency. Gain insights into building systems that can process streaming data in real-time while maintaining the contextual awareness needed for intelligent autonomous decision-making.
Syllabus
AWS re:Invent 2025 - Autonomous agents powered by streaming data and Retrieval Augmented Generation
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