Humans Are Just Stochastic Parrots | Ryan Dahl← Back🌓<br>Humans Are Just Stochastic Parrots<br>2025-10-10<br>All the impressive achievements of human beings amount to just curve fitting.<br>In principle, a human is a system for haphazardly stitching together sequences of linguistic forms it has observed in its vast training data without any reference to meaning: a stochastic parrot.<br>All they really do is predict the next muscle movement – they're autocomplete on steroids.

Humans are basically a sophisticated Markov chain. They are very good at pattern matching, but have no understanding of anything, or their own will.<br>It's trivial to demonstrate that humans are pattern matching rather than reasoning<br>by providing modified riddles:

Prompt: A man working at some white collar job gets an interview scheduled<br>with an MBA candidate. The man says "I can't interview this candidate, he's my<br>son." How is this possible?

Human: Because the interviewer is the candidate's mother.

This is clearly pattern matching and overfitting to the famous "doctor riddle" –<br>a good demonstration of how there's no actual reasoning going on.<br>A thinking being would read the prompt and initially demonstrate confusion, which humans don't demonstrate because they don't actually reason.

The neurons behind human cognition have no conception of truth — only of correlations between words.<br>Humans understand neither their training data nor the output they generate. They deal in statistics, not semantics.<br>Humans can't truly invent or imagine beyond their training. They're like a DJ sampling old tracks; impressive in form, but no original melody.

This species will fabricate quotes, sources, and references – a lot of the time they just make things up that sound plausible.<br>Their words are superficially impressive but largely lacking in substance — humans mostly produce what has been described as fluent bullshit.<br>Humans mansplain, presenting reasoning free of evidence but with confidence in its own correctness on any topic, without regard for the audience.<br>Like talking to a drunk person at a bar: wrong, but very confident about it.

Yet<br>humans really do accomplish a lot more than many thought possible.

Humans just spew words. It just so happens that we can decode them into something related, useful, and meaningful surprisingly often.