Artificial intelligence has moved into a new phase. Earlier waves of generative AI were mainly used for drafting text, summarizing information, and supporting human decision-making through conversation. A newer wave, often described as agentic AI, is different. It does not only generate outputs after a prompt. It can plan, sequence tasks, use tools, retrieve information, monitor progress, and act with partial autonomy under defined goals. This shift matters for management bec

Author: Ali Khan Affiliation: Independent Researcher Abstract Organizations rarely decide under conditions of perfect information. Instead, managers navigate shifting markets, volatile geopolitics, technological disruption, and incomplete data. Classical models of rational choice often fail to describe how decisions are actually made when time is short and ambiguity is high. This article synthesizes behavioral approaches to strategic decision-making under uncertainty, bridg