Xiangyu Guo

The Wrong Scale of Explanation: Effective Structure, Distributed Intelligence, and the Category Error of Microscopic Localization

The Wrong Scale of Explanation: Effective Structure, Distributed Intelligence, and the Category Error of Microscopic Localization Civilization Physics - Series: Effective Structure / AI Interpretability This article argues that neural-network explanation is often distorted by a h...

The Question Bottleneck in the Age of AI: Structural Fidelity Discrimination and the Reality-Coupled Architecture of Knowledge Production

The Question Bottleneck in the Age of AI: Structural Fidelity Discrimination and the Reality-Coupled Architecture of Knowledge Production Civilization Physics - Series: AI-Native Knowledge Production / Structure Sense This article argues that generative AI does not eliminate scar...

The Structural Determinacy of LLM Generation: Active Structure, Convergence Frontiers, and the Misreading of Randomness

The Structural Determinacy of LLM Generation: Active Structure, Convergence Frontiers, and the Misreading of Randomness Civilization Physics - Series: Model Series This article argues that stochastic decoding does not imply structurally stochastic generation. Large language model...

The Structural Determinacy of LLM Generation: Active Structure, Convergence Frontiers, and the Misreading of Randomness

The Structural Determinacy of LLM Generation: Active Structure, Convergence Frontiers, and the Misreading of Randomness Civilization Physics - Series: Model Series This article argues that stochastic decoding does not imply structurally stochastic generation. Large language model...