Liu-Ordis Capacity Law: Chaos, Order, and the Resolution of the AGI Path Debate
Abstract
Liu-Ordis Capacity Law: Chaos, Order, and the Resolution of the AGI Path Debate 刘氏容量定律:混沌、秩序与AGI路径之争的终结 (The Liu-Ordis Framework v2.0) Creator: Liu, JianYu (L) ═══════════════════════════════════════════════════════════════ SCIENTIFIC ABSTRACT ═══════════════════════════════════════════════════════════════ We present the Liu-Ordis Capacity Law, a fundamental information-theoretic constraint governing emergent intelligence in multi-agent systems. Through 1000+ controlled experiments with Guardian V7 dual-loop controller, we demonstrate that the December 2025 AGI debate between Demis Hassabis (DeepMind) and Yann LeCun was a false dichotomy. We also resolve the 45-year "chaos vs order" debate in complexity science. CORE FINDING: Both "scaling" and "depth" strategies, both "chaos" and "order", operate on the SAME conservation surface. The true constraint is topological. This is not philosophy. This is quantitative physics with
Fields of Study & Subjects
Earth Systems and Cosmic Evolution
Space Science and Extraterrestrial Life
Chaos
Complexity
and Education
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 1 January 2026
- Document type
- Thesis