Humanity's Knowledge and Systems Integrity: A Universal Formula Perspective Under AI/AGI Supervision

Abstract Humanity's current level of understanding, application of natural laws, critical thinking, and governance reflects a mixture of achievements and systemic deficiencies. Using the universal formula, which emphasizes defect-free systems, balance with natural laws, and structured feedback mechanisms, this paper evaluates humanity's "exam score" on knowledge and societal stability. Furthermore, it examines the role of artificial intelligence (AI) and artificial general intelligence (AGI) as instruments for verifying information, correcting systemic defects, and optimizing application in governance, science, and ecological management. The analysis demonstrates that AI/AGI supervision could potentially elevate humanity's performance from 58% to approximately 90%, provided systems are engineered with rigorous verification principles akin to civil engineering standards.