1865, English economist William Stanley Jevons observed that the invention of the Watt steam engine — which improved the efficiency of the coal-fired steam engine — made coal a more effective energy source. Jevons called it “a confusion of ideas” to assume the efficiency born from this invention would reduce coal consumption. That efficiency actually dramatically increased consumption even as the total amount of coal required for a particular task fell. There’s now a term for this seemingly contradictory idea: the Jevons paradox. Quote 2026-06-09
I feel a lot of things changing as working software increasingly comes out on a tap. The Jevon’s paradox kicks in and I feel my own demand for software growing substantially. You can ask for anything - explainers, visualizers, dashboards, bespoke single-use apps (e.g. a full wandb that is hyper-specific just for your project), you can 10X your test suite, auto-optimize code, run giant research projects with custom HTML for the results, anything! “Free your mind” (Matrix ref).
Andrej Karpathy, on Claude Fable 5
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