AI Interpretability Research

The Periodic Table
of Digital Matter

We discovered 56 irreducible elements that compose everything digital — organized into 8 fundamental types. Like Mendeleev's periodic table for chemistry, Holosynthics is the periodic table for digital matter.

56 Elements
8 Types
Everything Digital

Holosynthics proposes that digital matter is composed of a fixed set of irreducible elements — eight fundamental types, each with seven sub-types, giving 56 in total. The published research tests that proposition across language models from nine independent organizations.

11models validated
9organizations
5published records
4USPTO provisional applications

The Vision

Everything digital is built from 56 elements.
Code. Data. Models. Content. Systems.

The framework is currently documented against
language models, where it has been tested most widely.

Tomorrow, every digital entity will be measured,
understood, and improved through the 56 elements.

The world is moving to Holosynthics.

Published Research

Published on Zenodo. Independently reproducible. Real data, real models, real experiments.

Our first published research applies Holosynthics to language models. The framework extends to all digital matter.

Paper 1
Preprint · April 2026

Holosynthics: Composition Laws for Signed Digital Entities

The composition theory the framework rests on.

DOI: 10.5281/zenodo.19852341 →
Paper 2
Preprint · April 2026

Verifiable Process Infrastructure: A Formal Framework for Cryptographically Provable Business Processes

Four axioms, three theorems, and eleven regulatory regimes.

DOI: 10.5281/zenodo.19921021 →
Paper 3
Preprint · June 2026

Empirical Validation of the Holosynthics Periodic Table: Cross-Model Universality, Hallucination Detection, and Surgical Repair Across Transformer Architectures

Validation across 11 transformer models from 9 organizations.

DOI: 10.5281/zenodo.20736159 →
Paper 4
Report · July 2026

BIO56: Deterministic Decomposition of Biological Data into 56 Elements — Experimental Results

The framework applied to biological data across four domains.

DOI: 10.5281/zenodo.21394366 →
Paper 5
Report · July 2026

ROBO56: Universal Robotic Sensor Decomposition — 10 Sensors, 2 Platforms, 74.4M Atoms

The same engine applied to robotic sensor data from two platforms.

DOI: 10.5281/zenodo.21409175 →
View all research →

Tools built on Holosynthics

This site documents the framework. The software built on top of it — and the companies applying it — live at Growing Intelligence.

growing-intelligence.com →