AI & Enterprise Systems Reliability Expert and IEEE Senior Member (SMIEEE) with over 19 years of experience in enterprise software quality engineering across telecom, retail, and financial domains, including work at IBM. Specializes in distributed systems, transaction validation, and AI-driven testing frameworks, with a strong focus on identifying hidden correctness failures in large-scale enterprise platforms. Has contributed to research on system correctness, AI governance, and observability challenges, and actively participates in peer review for international journals such as Informatica and other peer-reviewed venues. Passionate about improving reliability and correctness in complex enterprise systems and advancing quality engineering practices in AI-enabled environments.