As AI becomes increasingly interwoven into the essence of our existence, the essential need for ethical AI becomes more apparent . We must examine the intricate questions surrounding unfair automation, ensuring that these advanced systems are implemented responsibly. It necessitates a proactive approach to design , nurturing transparency and mitiga