Preprint / scholarly article

Formal Specification of Self-Improving Intelligence: A Categorical and Geometric Blueprint for Collective Adaptive AI (CAAI) Systems

K. Takahashi

Published
DOI
10.5281/zenodo.16734893

Full text PDF (Zenodo)

Abstract

By integrating (∞,1)-category theory and geodesic active inference, the model enables recursive self-modification of AI architectures particularly in Large Langage Models (LLMs).

Keywords

  • AI
  • agi
  • asi
  • category theory
  • collective autonomous adaptive intelligence
  • self-improving AI
  • adaptive agents
  • autonomous systems
  • structural meta-model
  • geodesic learning
  • variational free energy

Identifiers and source records