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Build AI-powered dashboard automation agents with NLP on Amazon Bedrock AgentCore

Machine Learning Blog



This article demonstrates building AI-powered dashboard automation agents using Amazon Bedrock AgentCore, Strands framework, and Amazon Nova for natural language processing.

  • Multi-agent architecture with Find, Modify, and Orchestrator agents for dashboard operations
  • Find Dashboard Agent discovers dashboards and retrieves column metadata via APIs
  • Modify Dashboard Agent validates columns and creates new dashboard versions for changes
  • Orchestrator Agent routes user requests based on intent classification using natural language
  • Validation-first workflow prevents errors and preserves original dashboards for rollback
  • Direct code deployment to Amazon Bedrock AgentCore without infrastructure management
  • Short-term memory maintains conversation context within sessions
  • Transforms multi-day dashboard requests into seconds-long natural language interactions

This solution enables business analysts to modify dashboards through natural language queries while maintaining security controls, audit trails, and governance compliance through a coordinated multi-agent system.



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