160 Years of Proof

In 1865, William Jevons published "The Coal Question" and made a prediction nobody believed.

Steam engines had just gotten more efficient. Everyone in England expected the obvious: efficient engines use less coal per unit, so total consumption should drop.

Coal consumption exploded.

Jevons saw what nobody expected. Efficiency didn't reduce demand. It made coal-powered industry viable in applications that couldn't afford it before. More efficient engines. More uses. More coal than ever.

He put it plainly: "It is a confusion of ideas to suppose that the economical use of fuel is equivalent to diminished consumption. The very contrary is the truth."

Cheaper never meant less. It meant more.

Now replace "fuel" with "intelligence."

AI made analysis cheap. You can generate research, code, and recommendations for pennies.

Instead, the work multiplied. More options require more decisions. More decisions require more judgment. The human work around intelligence. Prioritizing. Deciding what matters. Taking responsibility. It gets more expensive, not less.

Jevons' paradox. Running for 160 years. Coal in the 1860s. Oil in the 1970s. Computing in the 2000s. Intelligence now.

This is the force behind cheap capability, expensive judgment. The fuel got efficient. The decisions got harder.

The bottleneck moved from producing intelligence to navigating what it produces.

Intelligence got cheap. Judgment followed the oldest economic law in the book. The Context Flow shows where the value actually moved.