Most AI agents still behave like clever chat systems with tools. This article lays out a governed organism style architecture that treats regulation, memory, identity, social reasoning, and foresight as first class system layers. You get a deployable stack for digital twins and high stakes environments, with verifiable action selection and long horizon coherence.
scenario planning
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This roadmap shows how organizations can move beyond prediction and build anticipation into their operating systems, using strategic foresight, scenario design, and adaptive execution.