QianJun Yu

The Trinity Framework of Cognitive Systems: A Structured Critical Thinking Architecture for Complex Adaptive Systems

This paper proposes the Trinity Framework, a multi-layer cognitive architecture integrating six complementary mechanisms for structured critical thinking, discovery, and adaptive governance. The core Trinity consists of three cognitive engines — Unification (structural insight th...

Adversarial Multi-AI Falsification in Research Workflows: A Bounded Case Study of Scope Error, Verification Failure, and Human Adjudication

This record is version 2.2 of Adversarial Multi-AI Falsification, repositioned for computers-and-society audiences as a bounded case study of AI-assisted scholarly workflow governance. It reconstructs an eight-system falsification workflow using rendered message captures with mes...