Senior Quality Engineering and AI Systems Leader with 26 years of experience at IBM and Wipro. I help QA professionals grow into leadership roles and help teams understand how to think about testing AI systems. At IBM (GBS India) I built the first internal test framework for cognitive and AI systems — before this discipline had a name. I've led $1.7M programmes, coordinated 50-person teams, and designed automation frameworks that eliminated manual effort at scale. Open to honest, practical conversations — no generic advice.