Looping soft tokens back into LLMs reveals emergent chaos, measurable via Lyapunov exponents

CatAstro_Piyush · x · 2026-10-23

tdj11100 reports a cross-disciplinary experiment: looping a language model's own soft tokens back into it produces an emergent landscape of order and chaos, and behaviors that superficially make no sense can be understood through chaos theory. The retweeted writeup by geogristle explains how to extract leading Lyapunov exponent sweeps from LLMs, giving a quantitative tool for this "AI as dynamical system" view.

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