Privacy-First Artificial Intelligence: Toward Fair, Transparent, and Accountable Systems Direesh Reddy Aunugu*, Venumadhav Goud Vathsavai Abstract As artificial intelligence (AI) systems increasingly influence decisions in healthcare, finance, education, and governance, concerns surrounding data privacy, algorithmic fairness, and ethical accountability are becoming critical. This study presents a privacy-first approach to AI