
The rapid proliferation of artificial intelligence within highly regulated sectors like healthcare and life sciences has created an urgent need for robust frameworks that can harness innovation without compromising security or compliance. This review explores the evolution of practical AI governance and integration architecture, using the career and technical contributions of Sandeep Reddy Kaidhapuram as a central case study. The










