Opacity of AI Restructuring

Every previous technology of the intellect restructured cognition through a process the user could observe, practice, and eventually master. The restructuring was transparent in the sense that the operations enabled by the technology were performed by the user through deliberate, learnable practices. The scribe learned to make lists. The programmer learned to code. The user understood what she was doing differently, even if she did not know all the consequences of doing it differently. AI breaks this pattern. The restructuring it produces does not pass through the user's understanding. The user describes a problem in natural language; the machine returns a structured response; the user's thinking has changed. But the mechanism by which the restructuring occurred is opaque. The machine applied processes — pattern matching across billions of tokens, weighted transformations through neural network layers, statistical inferences — that the user cannot inspect, reproduce, or in most cases describe.