A context characterized by significant financial, strategic, or societal consequences, where decisions and actions by AI systems carry substantial risk of immense gain or loss. In such settings, precision, reliability, auditability, and verifiable outcomes from AI are paramount, necessitating the structured and organized approach of agentic AI.