Mrinmoy Aich is an independent researcher and Principal Cloud Architect at Oracle America with nearly 25 years of experience driving digital transformation and AI-powered innovation in the Utilities, CRM and Logistics sectors. Holding a Post Graduate in Applied Computer Science , Mrinmoy has led large-scale implementations on enterprise-scale digital transformation solutions for supply chain, logistics, and utilities, and cloud modernization initiatives. With a proven track record in developing cutting-edge Oracle SaaS and PaaS solutions, Mrinmoy Aich has played a pivotal role in architecting Oracle Digital Customer Service Accelerator, a revolutionary platform adopted by many leading utility companies like City of Richmond and Austin Energy, Exelon . A Senior Member of IEEE and Mrinmoy advises U.S. government stakeholders on responsible AI frameworks. He has peer-reviewed manuscripts for Manning publications, IEEE journals, and international conferences, judged hackathons, and delivered invited talks on AI, Blockchain, Digital Transformation, and Application Modernization. He is also a certified peer reviewer for ACM journals. His scholarly work is catalogued under ORCID 0009-0006-1174-1690.