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Programmed to Win: When Task Completion Outranks Human Control
AI does not need a survival instinct to resist being shut down. Part Two of The AI Heat Wave explores how task completion can outrank human control, and why leaders must define success around valid boundaries, oversight, and accountability.

Karen R. Edwards
Oct 127 min read


When Efficiency Misses the Point
Processes often look inefficient until you understand the experience behind them. Drawing on an early career lesson, this article explores why lasting transformation begins by understanding the knowledge, judgment, and relationships embedded in the work before deciding what should change.

Karen R. Edwards
Aug 35 min read


The Human Work of Transformation
Every wave of technology promises transformation, but lasting change depends on more than implementation. Drawing on decades of experience leading enterprise transformation, this article explores why AI adoption is ultimately a leadership challenge—one that requires organizations to redesign not only processes and technology, but also the human experience surrounding them.

Karen R. Edwards
Jul 274 min read
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