Shakudo：2025年企业AI代理准备指南报告（英文版）

The enterprise is at a historic infection point. For the past decade, artifcial intelligence has been primarily predictive, analyzing vast datasets to inform human decisions. It has been a powerful analytical tool. Today, we are witnessing a paradigm shift to productive AI—autonomous systems, or AI agents, that do not just analyze the past but actively take steps to achieve future goals. This marks the transition from AI as a tool to AI as a digital workforce, a change poised to redefne produ