The burgeoning field of AI demands a proactive perspective to ethics, moving beyond reactive measures to embed responsible guidelines directly into the design and deployment of algorithms. Organizations are increasingly facing pressure to ensure their systems are fair, transparent, and accountable, especially as these solutions become deeply integr