The advancement of artificial intelligence (AI) is constantly progressing towards a future where systems exhibit self-governing capabilities. This shift towards agentic intelligence demands a fundamental realignment in how we conceptualize AI, moving beyond traditional rule-based systems to foster learning algorithms capable of functioning with the