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TheHuman Foundation

Artificial Intelligence

When Intelligence Becomes Abundant

For most of civilization, high-level cognitive ability was scarce. Our institutions were built around that scarcity. What happens when it ends?

William HenleyAugust 18, 20262 min read

For most of recorded history, the ability to reason carefully about complex problems was rare, expensive, and slow to produce. A society could only make so many physicians, engineers, analysts, and scholars, and each one took decades to form. Nearly every institution we have inherited was built around that constraint.

Institutions built on scarcity

Schools existed to transfer information, because information itself was hard to reach. Careers rewarded expertise, because expertise was difficult to accumulate. Organizations paid, sometimes extraordinarily, for human judgment, because there was no substitute for it. Status followed intellectual ability, because intellectual ability was the bottleneck standing between a society and the things it wanted.

Artificial intelligence changes that equation. Not by making human thought worthless, but by making a large volume of competent cognitive work available instantly and inexpensively.

When a scarce resource becomes abundant, the structures built to allocate it do not adapt gracefully. They are disassembled.

What abundance does not resolve

It is tempting to read this as a story about obsolescence. It is not. Abundant intelligence answers a question of supply. It does not answer questions of direction, obligation, or meaning, and those questions do not become less urgent when answers become cheaper to generate.

A physician's diagnostic reasoning may be matched. The decision about how to tell a family what is coming is a different kind of act. A teacher's explanation may be exceeded. The formation of a fourteen-year-old's character is not an information transfer.

The rediscovery

If the last two centuries taught us to locate human value in cognitive output, the next decades may force a correction. Not a retreat into sentimentality — a more accurate account of what was valuable about human beings all along.

That correction is the work in front of us. It will be carried out in schools, companies, families, legislatures, and congregations, mostly by people who did not choose to be at the center of a civilizational transition. The purpose of this project is to help them do it well.

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