Month 2024-12: Delivered key reliability and onboarding improvements across two repos, with a clear focus on business value and maintainable code. In aws-samples/aws-cudos-framework-deployment, fixed the TAO dataset account ID configuration to ensure the TAO dataset uses the correct account, preventing misconfigurations and deployment failures. In awslabs/cid-framework, delivered major AWS OU crawler improvements for QuickSight RLS generation, including traversal refactor, enhanced logging, and a new README with setup instructions to streamline onboarding and reduce operational risk. Overall, these changes reduce deployment errors, improve governance and reporting reliability, and accelerate troubleshooting and onboarding for new contributors. Technologies and skills demonstrated include configuration management, code refactoring for reliability, improved logging and observability, and cross-repo collaboration.