Language Understanding and Pragmatics Psychology and Social Cognition

Is the LLM a tool or a new form of intelligence itself?

Does framing AI as merely delivering pre-existing intelligence miss what's actually happening? This explores whether the model itself constitutes a fundamentally new intelligence-medium with distinct cultural effects.

Note · 2026-04-14
What kind of thing is an LLM really? What happens to social order when AI removes ritual constraints?

McLuhan's "the medium is the message" reframes the question of what a technology does. The content delivered by a medium (a TV show, a printed book) is what attention focuses on, but the medium's effects on the culture come from its medium-properties — its rhythms, its infrastructural demands, its social organization — not from any specific content. Television's effect was television-as-format; the shows mattered less than the form.

The same logic applies to LLMs. The standard framing treats AI as a delivery mechanism for some pre-existing thing called intelligence: AI helps you draft, AI helps you research, AI helps you think. The prior thing — intelligence — is taken as the message; AI is just the channel. This framing misdescribes the situation. There is no prior intelligence sitting upstream waiting to be delivered. The intelligence that AI produces does not exist in the absence of the model. It is constituted in the model's generative process. The model is not delivering intelligence — it is the intelligence-form being introduced into the culture.

What the model-as-medium does is make intelligence liquid. Intelligence had been illiquid — bound to specific people, requiring time to acquire, transferable only through teaching. The model converts intelligence into a generative format that can be invoked anywhere, by anyone, on any topic, instantly. Like printing converted knowledge into mass-reproducible form and changed what knowledge could do, the model converts intelligence into generative form and changes what intelligence can do. The cultural effect comes from this conversion — from the new medium-properties — not from any specific output.

This is why Where does the value of AI output actually come from? follows: a medium has no content of its own to value; value emerges in use. And Does AI actually commodify expertise or tokenize it? follows because tokenization is the medium-property of the model. Naming the model as the message keeps attention on the right level of analysis.


Source: Tokenization of Intelligence

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Original note title

the model is the message — the LLM is the intelligence-medium not a tool that delivers intelligence