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Deploy AI agents on Amazon Bedrock AgentCore using GitHub Actions

Machine Learning Blog



This article demonstrates deploying AI agents on Amazon Bedrock AgentCore using GitHub Actions CI/CD automation with enterprise security controls.

  • GitHub Actions orchestrates automated deployment pipeline for AI agents
  • AgentCore Runtime provides framework-agnostic, serverless hosting for agents
  • OIDC authentication eliminates need for long-lived AWS credentials
  • Amazon Inspector performs continuous vulnerability scanning on container images
  • Solution supports LangGraph, Strands, and CrewAI frameworks
  • Includes IAM roles, ECR integration, and environment separation
  • Agents support real-time interactions and workloads up to 8 hours
  • Pipeline includes code quality checks and security best practices

This comprehensive guide enables secure, scalable AI agent deployment with automated CI/CD, reducing operational complexity while maintaining enterprise-level security standards.



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