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Research Reflection3 min read

When AI becomes a capability, not just a tool

A working note on the shift from using AI for isolated tasks to treating it as an organizational capability shaped by people, routines, and context.

Artificial IntelligenceCapabilitiesWork
This is design-preview content for the Research Journal. The central question is not simply whether an organization uses AI, but how AI becomes embedded in the way work is coordinated, interpreted, and improved. That distinction matters because the same technology can produce very different outcomes depending on the surrounding routines, knowledge, and decision structures. As the research develops, this space will hold the connections between papers, emerging questions, and the ideas that eventually become formal studies.