CONCEPT
The Distribution Question
The Engels Simulation's central political question: not <em>whether</em> AI increases total wealth, which is not disputed, but <em>how</em> the increase is distributed among those who produce it.
The Distribution Question is the political question the Engels Simulation places at the center of every adequate analysis of the AI transition. The question is not whether AI increases total wealth — this is not disputed by serious historians or economists of any ideological persuasion. Every major technological revolution in human history has increased total wealth. The question is how the wealth is distributed among those whose labor, data, and infrastructure produce it. The Distribution Question reframes debates about AI's effects from technical questions about capability to political questions about power, and insists that the answers are determined not by what the technology can do but by the institutional arrangements through which the technology's gains and costs are allocated.
In The You On AI Field Guide
The framework's foundational claim is that the distribution of gains from technological transitions is never automatic. It is always the outcome of political struggle. The spinning jenny increased wealth while reducing handloom weavers' wages to starvation levels. The steam engine increased wealth while