In 1980, wind power cost more than 55 cents per kilowatt-hour. Today that figure sits below 3 cents. Capacity factors, the measure of how much of a turbine’s theoretical output it actually delivers, have climbed from 22 percent for pre-1998 installations to nearly 35 percent now. Those numbers didn’t arrive on their own.
How machine learning became the silent collaborator in engineering materials that didn’t exist a decade ago
The universe has never been in equilibrium. Most of our energy infrastructure behaves as if it has. That mismatch is not a coincidence. It is the central problem of energy science, and it has a name.
The computers that run the modern world are, in a fundamental sense, hitting a wall. Classical processors have grown faster and smaller for decades, but the underlying logic has not changed since the mid-twentieth century: bits flipping between zero and one, executing instructions in sequence.





