lipeng

Toward Artificial General Intelligence: A Cognitive Architecture Based on 9-Level Token Stratification and Topological Domain Embeddings

Despite their remarkable generative capabilities, current Large Language Models (LLMs) fundamentally rely on autoregressive next-token prediction within a flat, one-dimensional token space. This paradigm limits them to statistical induction, leading to critical flaws such as hallucinations and a profound lack of physic...