
AI Outcomes: Governance Over Training
Training Wasn’t the Problem — Governance Was
Intro
This is Field Notes—real-world observations from inside living systems where AI meets leadership, governance, and human judgment.
These are not theories, tools, or trends. They’re moments from practice that reveal how AI actually behaves once it enters an organization.
Let’s get into today’s Field Note.
The Field Moment
A leadership team recently told me they were confused by their AI results.
They had done what most organizations do “right.”
They selected strong tools.
They invested in training.
They rolled out clear usage guidelines…
The skinny
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