Clinton C. developed a dynamic resource discovery feature for the zsoftly/ztiaws repository, focusing on automating the identification of VPC, subnet, and security group resources for the EC2 Test Manager. By refactoring the EC2 Manager Script using Shell scripting and AWS DevOps practices, Clinton enabled the script to programmatically fetch AWS resources based on tags, eliminating the need for manual configuration. This approach supports environment-agnostic deployments and enhances the reliability of test orchestration across multiple AWS accounts. The work demonstrates a thoughtful application of automation and scalability principles, laying a solid foundation for future multi-environment onboarding and testing.