Discrete Pascal-Pyramid Topologies for Autonomous Reasoning Architectures

Current Large Language Models (LLMs) rely on computationally expensive transformer architectures that process reasoning linearly via unconstrained volumetric diffusion. This paper proposes a geometrically grounded alternative: a hierarchical Square-Based Pascal’s Pyramid neural network. By