From Touching to Reading to Conversing

The history of the human relationship with machines is a history of progressive abstraction, and each layer of abstraction has transformed not merely what the worker does but what the worker knows and how the worker knows it. Shoshana Zuboff mapped the first great cognitive transition of the computer age: the migration from touching to reading, in which the paper mill worker who operated the digester through direct physical contact was moved to a control room where temperatures and pressures appeared as numbers on screens. The knowledge in her hands had no substrate in which to persist; what replaced it was intellective skill—the capacity to construct mental models from symbolic representations. The AI moment introduces a third transition, from reading to conversing: the machine no longer presents data for the worker to interpret but generates interpretations for the worker to evaluate. This demands evaluative intellective skill—the ability to judge the quality of sense the machine has already