I am an Automation and Framework Architect with strong hands-on experience in building automation frameworks from scratch and scaling them for enterprise use. I help teams design robust, maintainable, and future-ready automation frameworks aligned with business and delivery goals. I provide consultation on automation framework design, tool selection, and best practices, ensuring long-term stability rather than short-term fixes. I also specialize in debugging and modernizing legacy automation frameworks, improving performance, reliability, and maintainability. Where applicable, I leverage AI-assisted tools to accelerate analysis, refactoring, and test optimization. In addition, I have experience in architecting cloud-based automation frameworks, enabling seamless execution, scalability, and CI/CD integration across modern cloud environments.