Bias in AI systems represents one of the most significant challenges in modern artificial intelligence development. As AI agents become increasingly integrated into critical decision-making processes, ensuring fairness and mitigating bias becomes not just an ethical imperative but a technical necessity. Here are the technical approaches, algorithms, and evaluation techniques for implementing fairness in AI…