CONCEPT
The Domain-General Amplifier
The distinction that transforms Cipolla’s sardonic observation about the distribution of human stupidity into an urgent analysis of civilizational risk: when an amplifier operates across every domain a user can describe in natural language, the bounded harms of domain-specific tools become unbounded.
Every amplifier in the history of technology before the large language model was domain-specific. The printing press amplified the production of text. The power loom amplified the production of cloth. The spreadsheet amplified the capacity for numerical calculation. In each case, the stupid actor’s amplified reach was confined to the domain in which the tool operated—the stupid pamphleteer could harm the republic of letters, but he could not simultaneously harm the practice of medicine and the design of bridges. The domain-general amplifier removes this bound. A
large language model amplifies whatever the user describes in natural language across every domain the user can articulate—legal, medical, architectural, educational, financial—simultaneously and without distinction. Applied to
Cipolla’s laws, the consequence is arithmetic: the constant fraction of actors whose behavior produces harm without benefit now produces that harm across every domain their intentions can reach, not merely across one.
Cargo cult productivity is the observable signature