Building intelligent event agents using Amazon Bedrock AgentCore and Amazon Bedrock Knowledge Bases
Machine Learning Blog
This article demonstrates building a production-ready event assistant using Amazon Bedrock AgentCore and Knowledge Bases for large conferences.
- Amazon Bedrock AgentCore Runtime provides serverless, secure hosting with session isolation for thousands of concurrent users
- AgentCore Identity integrates with Amazon Cognito for secure multi-IDP authentication and user context
- Short-term memory stores conversation history organized by actor_id and session_id for privacy
- Long-term memory extracts and persists user preferences across sessions using automated memory strategies
- Amazon Bedrock Knowledge Bases enables semantic search for event data like sessions, speakers, and schedules
- Agent hooks automatically trigger memory operations at initialization and message events
- Solution combines personalized context from memory with current event data for tailored recommendations
- Complete implementation available in GitHub repository with deployment guidance
The solution transforms event assistance from simple Q&A into personalized guidance by combining managed authentication, memory management, and RAG capabilities without infrastructure overhead.
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