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On the Consumption of AI-Generated Content at Scale

Shreya Shankar · 1 Dec 2025

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Every claim below was made in this piece, quoted word for word and numbered in the order the piece makes them, so you can read it there rather than take our word for it. The sentence above each quote is our reading of the claim, not their wording. Each quote was checked against a stored copy of the page at build time; where the two differ, the quote is the fact.

  1. AI has overused the tools designed to aid human comprehension to the point where I’ve stopped noticing them.
  2. For complex tasks, in the pre-LLM era, generating output was expensive but verification was comparatively cheap. You put in the work to produce something—a document, a piece of code, an analysis—and checking it was tractable.
  3. First, if consumers can’t comprehend complex ideas or notice errors, they’re easier to manipulate.

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