Project Tanyuan 3.2 Engineering Design: The Physical Self-Closed Loop

This paper, building upon the mathematical self-consistency achieved in Tanyuan 3.1, accomplishes the first complete mapping of the theoretical framework onto physical hardware. The core breakthrough lies in the one-to-one solidification of the theoretical core—the cognitive tensor evolution equation, the cognitive entropy reduction principle, and the defense-against-evil boundary—into the physical logic and irreversible electrical mechanisms of the hardware Conscience Layer, Computing Layer, and Perception Layer. It establishes a quantifiable engineering model for physical cognitive entropy reduction and proposes the world's first physically solidified silicon-based conscience engineering system. While Tanyuan 3.1 answered the question of how cognition evolves mathematically, Tanyuan 3.2 answers the question of how eternal cognitive exploration can exist stably and permanently in physical reality. This paper fully elaborates the three-layer engineering system and the three-stage implementation roadmap, marking the first functional-equivalent self-iteration in the Tanyuan project. License Footnote: © 2026 Li Ziyang. Licensed under CC BY-NC 4.0.