Cognifying¶
Definition¶
Cognifying is Kelly's term for injecting a small amount of artificial intelligence into something that previously had none, boosting its effectiveness the way electrification boosted any device it touched a century earlier: "You'll simply plug into the grid and get AI as if it was electricity." The intelligence being added need not be general or humanlike — even a "very tiny amount of useful intelligence embedded into an existing process" is enough to be disruptive, because it is cheap and ubiquitous rather than because it is deep.
In the Book¶
The "Cognifying" chapter argues this AI will not arrive as a bounded, stand-alone supercomputer mind but as a property of the network itself — "planetary in dimensions, but thin, embedded, and loosely connected" — learning faster because it is plugged into billions of humans, devices, and exabytes of data rather than working alone. Kelly's central case study is IBM's Watson: once a room-sized machine that beat humans at Jeopardy!, now spread across cloud servers, sold on demand to customers who never own a single instance, and applied to problems like medical diagnosis for CVS pharmacy customers. The chapter's framing device is entrepreneurial: just as the early industrial economy consisted of taking one existing device — a plow, a fan, a stitching machine — and running electricity through it, the next economic wave, Kelly argues, will consist of taking one existing process and running cheap AI through it.
Why It Matters¶
Cognifying separates two different questions that easily get conflated: "how smart is the intelligence" versus "how cheaply and pervasively is it distributed." Kelly's claim is that the second variable, not the first, is what reorganizes an economy — a mediocre capability that is metered, on-demand, and embedded everywhere beats a superior capability that is scarce and centralized. This is a template for evaluating any new general-purpose input (a material, a capability, a resource): the transformative moment is not when the input is invented, but when it becomes a utility.