Yin-Yang in Artificial Intelligence: The Architecture of Human-LLM Symbiosis (Version 2.0)

Modern Large Language Models (LLMs) are positioned either as autonomous truth generators or as strictly limited corporate assistants. Both approaches are flawed: the first leads to hallucinations and loss of control, the second — to refusal of complex tasks. This paper proposes the architecture of the "Crystal Protocol," based on the Yin-Yang principle. We consider the LLM and the human Operator as two complementary sides of a single cognitive loop. The Operator provides Intent (D4) and Position (D5), while the LLM provides Structure (D2) and Speed. The interaction is built on three mechanisms: mandatory meaning reconstruction, uncertainty marking (C_ABSENT), and stopping before action (Plateau). This model replaces the "AI-servant" paradigm with the "AI-resonator" paradigm.