Preprint / scholarly article

Self-Referential Persistent Modes in Human--AI Ecosystems

K. Takahashi

Published
DOI
10.5281/zenodo.17669224

Abstract

We focus on datacenter-scale AI services—such as large language model (LLM) deployments—together with the human populations that interact with them, and ask when such coupled infrastructures can support long-lived, structured environmental modes that are stabilized by their own interaction patterns.

Keywords

  • AI
  • large language models
  • category theory
  • human-AI ecosystems
  • persistence-first holographic systems
  • PFHS
  • reflective subcategory
  • fractal interface
  • autopoietic interface

Identifiers and source records