What became visible
Every generation inherits institutions designed for an earlier technological age. Printing changed education. Industrialization changed corporations. Electricity changed infrastructure. Computing changed information. The Internet changed communication. Each time, the institutions that governed a domain were built for the capabilities of the age before — and each time, the lag between what became possible and what our institutions were designed to do became the real site of both risk and opportunity.
Abundant intelligence is the next such shift. But it arrives inside institutions — boards, hospitals, banks, agencies, schools — that were architected for a world in which intelligence was scarce, expensive, and human.
Why it matters institutionally
The instinct is to treat this as a technology problem: acquire the models, deploy the tools, measure the gains. But capability is not the scarce resource anymore. The scarce resource is an institution able to exercise abundant capability without losing responsibility, legitimacy, evidence, or trust.
An organization can adopt the most capable technology available and still be unable to say, credibly, who decided, what occurred, and on whose authority. Those are not engineering questions. They are institutional ones — and they do not resolve on their own as the models improve.
What thoughtful leaders should consider
The useful question is no longer how should we adopt AI? It is how must this institution evolve as intelligence becomes abundant? That reframing changes what a leader attends to: authority (how the institution decides and acts), evidence (what occurred, and whether it can be independently verified), and relationships (what obligations endure between the institution and the people it serves).
The work begins with a defined institutional purpose. The appropriate technologies follow — not the other way around.