I started my career as a Manual Tester. Today, I help engineers navigate the transition from traditional QA to AI Testing, GenAI, and modern automation. Over the past 12+ years, I've worked across enterprise environments including Airbus, Bosch, Mercedes-Benz, and Bridgestone, building automation frameworks, quality engineering practices, and scalable testing solutions. My expertise spans Python, Java, Selenium, Playwright, CI/CD, AI Testing, RAG, MCP, and Agentic AI systems. Along the way, I've published 200+ AI Playbooks and 1,000+ technical articles focused on helping QA Engineers, SDETs, and Automation Engineers grow into next-generation AI professionals. If you're looking for clarity on your career path, AI Testing roadmap, interview preparation, or skills needed for the future of Quality Engineering, I'd be happy to help.