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LLMs Don’t Learn Patterns — They Learn Human Expectations
Pattern recognition in AI reflects human expectations. Models bring cognitive bias, emotional framing, and narrative structure into interpretation.
2025-11-17
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LLMs Don’t Learn Patterns — They Learn Human Expectations

People say LLMs “learn patterns.”

But the truth is more radical:
LLMs learn human expectations about patterns.

They model:

  • what we expect a story to do

  • how we expect an explanation to unfold

  • where we expect uncertainty to appear

  • which emotional tone fits which situation

  • how arguments evolve

  • how contradictions resolve

Patterns aren’t statistical artifacts —
they’re cognitive blueprints.

And because LLMs learn from humans,
they inherit our:

  • shortcuts

  • assumptions

  • biases

  • emotional defaults

  • conceptual rhythms

To optimize for AI interpretation, content must respect these cognitive expectations while remaining distinct enough to form an identifiable pattern.

The model doesn’t just read your words.
It reconstructs the mind it thinks produced them.


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