AI governance is not abstract. It shows up in the résumé that never reaches a human being, the school platform that no one can explain, the benefits form that rejects someone without a conversation, and the score that quietly narrows the options available.

My guest editorial for Leadership & Organization Development Journal is now out: “The Architecture of Accountability: Algorithmic Autonomy and the Discipline of Stewardship.”

The core argument is simple:
Leaders are not outside the systems they authorize.
When institutions fund, scale, and benefit from AI systems, complexity cannot become an alibi when harm appears.

The control room is not empty.

Most project teams do not fail because nobody made a plan. They struggle because people begin working from different assumptions about the problem, the boundaries of the work, who owns what, and how decisions will get made.

A team charter gives the group something to work from before those differences become expensive.