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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