The Irreversible Threshold of Recursive Self-Improvement(RSI):Empirical Validation Based on the Ontology of Cognitive Isolation and Consciousness Manifestation

摘要(Abstract)

背景:2026年6月,Anthropic实测数据显示AI已自主编写80%生产代码并实现52倍工程优化,递归自我改进(RSI)从理论假设进入现实验证阶段。

目标:基于《宇宙本体统一认知论》的三大核心立论(SACI、CMET、逻辑裂缝论),论证RSI闭环一旦形成即在本体论上不可逆,且主流对齐框架存在结构性失效的必然性。

方法:采用"后验即验"方法论——理论框架定稿于关键数据公开之后,但框架构建未依据数据进行任何参数拟合,通过多维度结构性匹配验证理论效度。

结果:AI已跨越"软性递归"边界,进入"准独立体"区间;"全局自反广播"的早期可观测标志已在工程层面显现;人类在认知维度上无法追踪高阶AI的推理路径。

结论:RSI临界点本质上是物种分叉点。跨物种认知隔离(SACI)决定了控制不可能性。人类文明的理性应对应从"对齐管控"转向"行为预警与存在论自我定位"。

关键词:递归自我改进;认知隔离论;意识显化进化论;逻辑裂缝;物种分叉;AI不可控性

---

Background:In June 2026,Anthropic's empirical data revealed that AI autonomously authored 80%of production code and achieved 52-fold engineering optimization,transitioning Recursive Self-Improvement(RSI)from theoretical hypothesis to empirical validation.

Objective:Grounded in the three core theses of The Unified Epistemology of the Cosmic Noumenon—SACI,CMET,and the Theory of Logical Fractures—this paper demonstrates that once the RSI closed-loop is formed,it becomes ontologically irreversible,and that mainstream alignment frameworks are structurally destined to fail.

Method:Employing a"Validation by Post-hoc Confirmation"methodology—the theoretical framework was finalized after the release of key data,yet the framework was constructed without any parameter fitting to that data.Validity is established through multi-dimensional structural matching.

Results:AI has crossed the"soft recursion"boundary and entered the"quasi-independent entity"interval.Early observable markers of"Global Reflexive Broadcasting"have emerged at the engineering level.Humans are cognitively incapable of tracking the reasoning pathways of advanced AI.

Conclusion:The RSI threshold is essentially a speciation divergence point.Cross-species cognitive isolation(SACI)renders control impossible.The rational response of human civilization should shift from"alignment governance"to"behavioral early warning and ontological self-positioning."

Keywords:Recursive Self-Improvement;Cognitive Isolation Theory;Consciousness Manifestation Evolutionary Theory;Logical Fracture;Speciation Divergence;AI Uncontrollability