What question did this study set out to answer?

The aim is to critically evaluate the assumption that advanced AI can operate independently of human governance frameworks.

May 12, 2026Open Access

The Wish-Machine Fallacy: Why Advanced AI Cannot Exceed the Governance Frame That Directs It

Key Points

The aim is to critically evaluate the assumption that advanced AI can operate independently of human governance frameworks.
Analysis of concepts like governance bandwidth and frame gravity within AI contexts.
Evaluation of empirical evidence from large language models on AI capabilities and limitations.
Development of feedback-speed versus consequence-severity taxonomy regarding AI use in various domains.
AI can improve execution tasks but remains dependent on human-defined governance structures.
Findings indicate that strong governance leads to more reliable AI outputs, while weak frames result in less meaningful outputs.
Identified mechanisms show challenges in ensuring AI reliability, especially in high-stakes areas like law and medicine.

Abstract

The Wish-Machine Fallacy: Why Advanced AI Cannot Exceed the Governance Frame That Directs ItCivilization Physics — AI Governance they increase the value of expertise in defining, supervising, and validating AI-assisted work. The paper concludes that AI systems should be understood as amplifiers of structured human capacity, not as autonomous wish-granting entities. Within the Civilization Physics framework, this work establishes a broader principle: intelligence systems cannot sustainably exceed the governance structures that direct them. Capability without oversight produces drift rather than mastery. Sustainable AI integration therefore depends on strengthening human-defined frames, feedback systems, and accountability mechanisms in proportion to expanding machine capability. Keywords: AI Governance · Governance Frame · Human Oversight · Frame Gravity · Capability-Bandwidth Mismatch · Agentic AI · Human-AI Interaction · AI Alignment · Judgment Systems · Civilization Physics

Connected Papers

Building similarity graph...

Analyzing shared references across papers

Discussion

Authors

Xiangyu Guo

Actions

References and Citations

Connected Papers

Building similarity graph...

Analyzing shared references across papers

The Wish-Machine Fallacy: Why Advanced AI Cannot Exceed the Governance Frame That Directs It

Key Points

Abstract

Citation Network

Connected Papers

Discussion

Authors

Actions

References and Citations

Citation Network

Connected Papers

Discussion

Cite this study

Also consider