Semantic Lenia: Emergence of Homeostatic Solitons within the Semantic Space of Large Language Models
We introduce Semantic Lenia, an artificial life framework that transforms Large Language Model (LLM) inference from a static optimization problem into a continuous, closed-loop dynamical system. By establishing a non-linear homeostatic feedback loop to dynamically balance semantic attraction and syntactic repulsion, we demonstrate the emergence of ``Homeostatic Solitons''-metastable semantic structures that actively resist repetitive crystallization. Our exhaustive parameter sweeps map a critical ``Habitable Ridge'' where applied steering forces balance the model's intrinsic syntactic inertia. This approach successfully maintains generative trajectories in a numerically sensitive critical...
| Authors | Yoshihiko Kayama |
|---|---|
| Primary category | cs.CL |
| Published | 12 August 2026 |
| Last updated at source | 17 August 2026 |
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