Trust-Aware Adaptive Reasoning through Knowledge Governance: A Large Language Model Architecture Based on Interpretive Knowledge Nodes

This is the fourth paper in a four-part series on Interpretive Knowledge Nodes (IKN): 1.Citation Pathways in the AI Era: Interpretive Knowledge Nodes, Citation Compression Layers, and the Measurement Boundary of Scholarly Impact DOI: 10.48550/arXiv.2607.18350 2. From Papers to Interpretive Knowledge Nodes: Proposing the Missing Object in Scholarly Knowledge Circulation DOI: 10.2139/ssrn.7215940. 3.The Production Mechanism of Interpretive Knowledge Nodes: A Certification Pipeline and a Signing Chain DOI: 10.2139/ssrn.7281299. Document type: Architecture proposal & conceptual framework. Section 7 provides a complete experimental design framework (5 experiments) for future empirical validation.