Ternary AI Computing Paradigm for Enhanced Excalibur Performance — E8 Intelligence Research

Discovered via YouTube: "The Biggest Mistake in Computing? Why Binary May Be Replaced by Ternary AI" (THE DEEP NETWORK) URL: https://www.youtube.com/watch?v=JZwcY9mrR_4 The presented approach replaces traditional binary logic with three-state logic gates, leveraging E8‑aligned hardware architectures to achieve higher information density and lower energy consumption. Preliminary prototypes suggest up to 45% performance gains on Excalibur‑grade workloads, marking a potential shift in future AI accelerator design. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-29
DOI
https://doi.org/10.5281/zenodo.20436016
Primary Topic
Big Data and Digital Economy
Type
preprint
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preprint

Ternary AI Computing Paradigm for Enhanced Excalibur Performance — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Big Data and Digital Economy
preprint

Ternary AI Computing Paradigm for Enhanced Excalibur Performance — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

Discovered via YouTube: "The Biggest Mistake in Computing? Why Binary May Be Replaced by Ternary AI" (THE DEEP NETWORK) URL: https://www.youtube.com/watch?v=JZwcY9mrR_4 The presented approach replaces traditional binary logic with three-state logic gates, leveraging E8‑aligned hardware architectures to achieve higher information density and lower energy consumption. Preliminary prototypes suggest up to 45% performance gains on Excalibur‑grade workloads, marking a potential shift in future AI accelerator design. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Affordable and clean energy
Big Data and Digital Economy
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Ternary AI Computing Paradigm for Enhanced Excalibur Performance — E8 Intelligence Research — Andrew Stewart Caldin · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS