Dilemma and Breakthrough of Middle-layer Ontology Construction: From Personality Structure to General Intelligence Research领域实体论:开放复杂系统的中间层本体与统一动力学框架--4方法论篇:中间层本体构建与人格应用

The core bottleneck of long-term general intelligence research lies in the lack of middle-layer ontology between micro cognitive units and macro intelligent behaviors. The core dilemma of middle-layer construction lies in the closed-loop dilemma of cognition and construction: "without clear construction, it is difficult to form stable cognition, without basic cognition, it is difficult to complete boundary construction". Superimposed with multiple constraints of research paradigm limitations, disciplinary barriers, and research goal misalignment, relevant research has always been difficult to complete the substantial construction of the middle layer. Based on the published core frameworks of General Agent Dynamics and Domain Entity Theory, this paper adopts the phenomenological theory research paradigm, takes the observable concrete phenomena of personality structure as the anchor, and completes the substantial construction of the middle layer from the bottom up, systematically sorts out three core difficulties in middle-layer construction, combined with the exploration path of middle-layer construction starting from the observation of personality structure, presents the expansion possibility from the perspective of "parameter fitting" to "structural evolution" in general intelligence research. From a purely theoretical dimension, this paper further objectively evaluates the innovation value, academic significance and theoretical boundary of the middle-layer system, systematically summarizes the core connotation of life wisdom, and reveals the unified underlying law of cross-scale intelligent operation from single-cell life to human society, analyzes its potential paradigm breakthrough value in the field of complex system science and general intelligence research, and clarifies the existing limitations and future improvement directions of the theory. It provides a set of reference analytical framework for solving the subject-object dualism, the interpretation problem of complex system emergence and the AGI alignment dilemma. 通用智能研究长期面临的核心瓶颈,在于微观认知单元与宏观智能行为之间的中间层本体缺失。而中间层构建的核心困境,在于**“无清晰建构则难以形成稳定认知,无基础认知则难以完成边界建构”**的认知与建构闭环困境,叠加研究范式局限、学科壁垒、研究目标错位的多重约束,使得相关研究始终难以完成中间层的实体化建构。本文基于已发布的通用智能体动力学、领域实体论核心框架,采用唯象理论研究范式,以人格结构的可观测具象现象为锚点,自下而上完成中间层的实体化建构,系统梳理中间层构建的三类核心难点,结合从人格结构观察出发的中间层建构探索路径,呈现通用智能研究中从“参数拟合”视角到“结构演化”视角的拓展可能。本文进一步从纯理论维度,客观评估了该中间层体系的创新价值、学术意义与理论边界,系统概括了生命智慧的核心内涵,揭示了从单细胞生命到人类社会的跨尺度智能运行统一底层规律,分析其在复杂系统科学与通用智能研究领域的潜在范式突破价值,同时厘清了理论的现存局限与未来完善方向,为破解主客二元对立、复杂系统涌现解释难题与AGI对齐困境,提供一套可供参考的分析框架。