Appendix D 2.0: Triple-AI Variational Derivation of the GIGL Constants
Abstract
This appendix unifies three independent AI-generated derivations (ChatGPT, Grok, Gemini) into a single mathematically consistent Variational Model. The goal is to formally derive the three GIGL constants: εth = 0.00727, εmin = 0.00729, ηfold = 0.275, Y = 0.04125. These values must arise as stationary solutions of an Action functional, not as heuristic inputs.
Fields of Study & Subjects
Explainable Artificial Intelligence (XAI)
Artificial Intelligence in Healthcare and Education
Gaussian Processes and Bayesian Inference
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 2 January 2026
- Language
- EN