Clinton C. developed a dynamic resource discovery feature for the zsoftly/ztiaws repository, focusing on enhancing the EC2 Test Manager’s flexibility and automation. He refactored the EC2 Manager Script using Shell scripting and AWS DevOps practices to programmatically identify VPC, subnet, and security group resources through AWS tags. This approach eliminated the need for manual configuration, enabling environment-agnostic deployments and improving the reliability of test orchestration. By automating resource identification, Clinton’s work laid the foundation for scalable multi-account testing and streamlined onboarding of new environments, demonstrating depth in AWS automation and robust infrastructure management within a short timeframe.