LDI Universality
Abstract
We prove that the Local Divergence Intensity (LDI) framework detects structure in any or-dered symbolic sequence, independent of physical substrate. The universality follows from a sin-gle observation: the algorithm operates on flattened sequences, where all domain-specific tensorstructure is erased. Two examples—quantum many-body scars and protein sequences—illustratethat identical code, differing only in tensor shape, detects fundamentally different physical phe-nomena through the same geometric signature. We then establish that the Tree of ContinuaC = {0, 1}A serves as the universal receiver for all physical measurement: every quantum exper-iment terminates in bit strings, and bit strings live in C.
Fields of Study & Subjects
Quantum many-body systems
Computability
Logic
AI Algorithms
Complex Systems and Dynamics
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 15 March 2026
- Language
- EN