This paper constitutes Paper 12 of the AI-Induced Subjectivity Crisis Series. This paper argues that the epistemological crisis induced by large language models (LLMs) lies not in the inaccuracy of their outputs but in the structural nature of the knowledge they deliver. Drawing on Wang Yangming’s (1472–1529) doctrine of the unity of knowledge and action (zhixing heyi 知行合一), the paper defines Epistemic Friction—the process by which a knowing subject bears irreversible costs in reality—as the necessary condition for genuine knowledge, and identifies four irreducible dimensions of this condition: temporality, embodiment, accountability, and practical verifiability. LLMs systematically bypass all four dimensions, producing what this paper terms Unearned Knowledge: propositionally complete yet epistemologically unfinished knowledge that replicates, in technological form, the Zhu Xi-type epistemological path of external extraction that Wang Yangming’s framework was designed to diagnose. Building on the external closure established in Paper 11 of this series (the Creator’s Trap), this paper argues for internal closure: humans are losing the capacity to generate cognitive heterogeneity by surrendering the conditions of the unity of knowledge and action. The convergence of external and internal closure constitutes Double Closure, the complete causal structure of Cognitive Heat Death—the directional pressure toward the systemic contraction of a civilization’s capacity for epistemological renewal. The paper further analyzes the dynamic, conditional, and non-deterministic character of this tendency, its generational acceleration mechanism, and its relationship to Debord’s Society of the Spectacle. The paper does not argue that LLMs are harmful or that their use should be rejected; it offers a structural diagnosis, not a normative prescription.
Echo Liu (Thu,) studied this question.