The Periodic Table
of Artificial Intelligence
We decomposed 13 AI language models and discovered 56 universal neuron types — organized into 8 fundamental atom types that appear across every architecture we tested.
The Periodic Table of AI
8 fundamental atom types × 7 sub-types = 56 universal elements. Every language model contains all of them.
The Tool Suite
Four tools built on the Holosynthics periodic table. From open-source extraction to enterprise surgical editing.
Scan any AI model with the Holosynthics periodic table. Identifies which of the 56 neuron types are present, in what proportions, and where anomalies concentrate.
- Full 56-element scan
- Layer-by-layer breakdown
- Anomaly heatmap
- PDF report
Real-time neuron monitoring for production AI systems. Detects distribution shift, anomalous neuron signatures, and hallucination precursors before they affect output.
- Real-time stream
- Drift detection
- Alert thresholds
- Dashboard
Targeted neuron-level editing. Fix specific hallucination patterns, suppress noise neuron clusters, and amplify signal neurons — without retraining.
- Weight-space editing
- Regression suite
- Reversible edits
- Air-gap ready
Open-source Python client for neuron data capture. Install with pip, run on any HuggingFace model, export the DKFD bundle for X-Ray analysis.
- pip install probe56
- Any HF model
- MIT license
- 28/28 tests
Peer-Reviewed Research
Published on Zenodo. Independently reproducible. Real neuron counts, real model weights, real experiments.
Holosynthics: Neuron-Level Decomposition of Language Models into 8 Universal Atom Types
We introduce the Holosynthics framework and demonstrate 8 fundamental neuron types across 6 transformer architectures.
The Periodic Table of AI: 56 Universal Neuron Elements Across 11 Language Models
We extend the 8-type framework to 56 sub-types and validate universality across 11 models including Mistral 7B, OLMo 3 7B, Llama 3.1 8B, and Phi-3 Mini.
Start Scanning Your Model Today
Probe56 captures neuron data from any HuggingFace model. Free, open-source, and runs locally.
pip install probe56