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Building Intelligent Network Operations Agent with Amazon Bedrock AgentCore

Networking & Content Delivery Blog



This article demonstrates how to build intelligent Network Operations Agents using Amazon Bedrock AgentCore to automate cloud network troubleshooting and diagnostics.

  • Seven modular building blocks: Interface & Integration, Security & Operations, Intelligence, Orchestration, Memory, Deployment, and Evaluation
  • Agents reduce mean time to resolution (MTTR) from hours to minutes with 24/7 automated diagnostics
  • Integrates with AWS networking services: VPC Flow Logs, CloudWatch, Reachability Analyzer, Network Firewall
  • Uses foundation models like Claude Sonnet 4, Amazon Nova, or Llama for complex reasoning
  • Implements security via Bedrock AgentCore Identity, IAM roles, and prompt engineering
  • Practical example: troubleshooting imaging application connectivity across multiple VPCs and Transit Gateway
  • Hybrid approach recommended: agents for complex troubleshooting, serverless functions for routine operations

Organizations can automate network incident resolution while maintaining security controls by starting with high-value use cases and gradually expanding agent capabilities.



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