I. Token Epistemics

In this essay

Large language models do not merely generate text—they reorganize the epistemic foundations of modern societies. When the cost of producing plausible prose falls to zero, the institutions that depend on the scarcity of credible written communication face an existential reckoning.

The medium is the message. —Marshall McLuhan, *Understanding Media* (1964)

The Printed Word and Its Discontents

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris nisi ut aliquip ex ea commodo consequat. Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. Excepteur sint occaecat cupidatat non proident, sunt in culpa qui officia deserunt mollit anim id est laborum.

The printing press did not merely make books cheaper. It destabilized the Catholic Church’s monopoly on scriptural interpretation, enabled the rapid dissemination of Protestant theology, and ultimately contributed to a century of religious warfare.1 The parallel to large language models is not precise, but it is instructive.

Tokens as Epistemic Units

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque habitant morbi tristique senectus et netus et malesuada fames ac turpis egestas. Vestibulum tortor quam, feugiat vitae, ultricies eget, tempor sit amet, ante. Donec eu libero sit amet quam egestas semper. Aenean ultricies mi vitae est. Mauris placerat eleifend leo.

The Collapse of Credibility Gradients

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Cras mattis consectetur purus sit amet fermentum. Maecenas sed diam eget risus varius blandit sit amet non magna. Integer posuere erat a ante venenatis dapibus posuere velit aliquet. Praesent commodo cursus magna, vel scelerisque nisl consectetur et.2

Institutional Responses

Lorem ipsum dolor sit amet, consectetur adipiscing elit. Nullam quis risus eget urna mollis ornare vel eu leo. Cum sociis natoque penatibus et magnis dis parturient montes, nascetur ridiculus mus. Donec id elit non mi porta gravida at eget metus. Vivamus sagittis lacus vel augue laoreet rutrum faucibus dolor auctor.3

  1. Elizabeth Eisenstein, The Printing Press as an Agent of Change (1979), remains the definitive account of how print technology reshaped European intellectual life. ↩︎

  2. The concept of “credibility gradients” draws on the sociological work of Randall Collins, The Sociology of Philosophies (1998), particularly his analysis of how intellectual authority is constructed and maintained through networks. ↩︎

  3. For a contemporary analysis of institutional responses to AI-generated content, see the proceedings of the 2024 Oxford Internet Institute symposium on “Epistemic Security in the Age of Generative AI.” ↩︎

Next in series: II. Inference Economics →