Bridging the Ethical Gap: Privacy-Preserving Artificial Intelligence in the Age of Pervasive Data Vijayalaxmi Methuku, Srikanth Kamatala*, Praveen Kumar Myakala Abstract Artificial intelligence is increasingly embedded in modern systems, driving innovations in areas such as personalized healthcare, autonomous technologies, and digital services. Alongside these advancements, concerns about privacy, ethical accountability,