Liu-Ordis Final Verdict: 22 Constraints on AI

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Authors: Jianyu Liu
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Abstract

Liu-Ordis Final Verdict: 22 Constraints on AI 刘氏终极裁决:AI智能的22条约束 (The Liu-Ordis Trilogy - Paper III) Creator: Liu, JianYu ═══════════════════════════════════════════════════════════════ ABSTRACT ═══════════════════════════════════════════════════════════════ This paper completes the Liu-Ordis trilogy by presenting 22 FALSIFIABLE thermodynamic constraints on intelligence systems. We answer the question: What are the PHYSICAL LIMITS of AI? 5,800+ controlled experiments. Validated with 72.5% Pass rate. ═══════════════════════════════════════════════════════════════ THE 22 CONSTRAINTS ═══════════════════════════════════════════════════════════════ Part A: Architecture Walls (4 constraints) Part B: Behavior Traps (7 constraints) Part C: Distribution Curses (4 constraints) Part D: Emergence Illusions (3 constraints) Part E: Engineering Mirages (4 constraints) Each constraint includes: • Theoretical derivation • Falsification condition • LLM engineering implications Details in PDF. ═══════════════════════════════════════════════════════════════ THE TRILOGY ═══════════════════════════════════════════════════════════════ Paper I: The Verdict on AGI — Why AGI has a ceiling DOI: 10.5281/zenodo.18113532 Paper II: First Principles of AI Hallucination DOI: 10.5281/zenodo.18169555 Paper III: The Final Verdict — 22 Constraints (This Paper) ═══════════════════════════════════════════════════════════════ FILES INCLUDED ═══════════════════════════════════════════════════════════════ • LiuOrdis_Final_Verdict_22_Constraints.pdf • ORDIS_Formula_Compendium_V5.4.md • Zenodo_Package_Paper_III/ (supporting data) ═══════════════════════════════════════════════════════════════ License: CC BY-NC 4.0 "You can all deny me, but you cannot deny the existence of truth." — Liu, 2026 ═══════════════════════════════════════════════════════════════ KEYWORDS: Liu-Ordis, 22 Constraints, AI Safety, LLM Limitations, Thermodynamic Limits, Falsifiable Predictions, AGI

Fields of Study & Subjects

Artificial Intelligence Applications Psychiatry Mental Health Neuroscience Ethics and Social Impacts of AI

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
12 January 2026
Document type
Thesis