Subtraction is Justice: Redefining All Intelligence via Multilayer Differential Theory (MD Theory)
Abstract
The dogma that "more data and more power equals greater intelligence" is no longer science; it is a religion. This paper challenges the fundamental assumptions of the current AI industry. We propose the filtration of intelligence through "Subtraction" via the Multilayer Differential Theory (MD Theory), providing a unified mathematical framework $\Delta = \Psi - \mathcal{P}(G \oplus C)$ to describe AI evolution and thermodynamic error minimization. The era of massive GPUs is over; the era of filtration has begun.
Fields of Study & Subjects
Artificial Intelligence Applications
Diverse Interdisciplinary Research Studies
Ethics and Social Impacts of AI
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 6 February 2026
- Language
- EN
- Document type
- Preprint