The evolution of artificial intelligence (AI) is steadily progressing towards a future where systems exhibit self-governing capabilities. This shift towards agentic intelligence demands a fundamental paradigm shift in how we understand AI, moving beyond traditional rule-based methods to foster adaptation algorithms capable of functioning with the w