What question did this study set out to answer?

The aim is to explore the Voynich Manuscript as a technical document rather than mere cryptography or art.

March 24, 2026Open Access

Part II: Thermodynamic Verification, Semantic NLP Alignment, and the Discovery of the Graphical User Interface (GUI) in the Voynich Manuscript

Key Points

The aim is to explore the Voynich Manuscript as a technical document rather than mere cryptography or art.
Analyzed the Voynich Manuscript as an agglutinative code.
Applied machine learning methods including TF-IDF Vectorizer for analysis.
Conducted sequence alignment with historical chemical regulations.
Utilized algorithmic analysis to decode manuscript sections.
Identified descriptions of dry distillation of acids, spagyric extraction, and soap-making.
Achieved up to 94% accuracy in verifying the manuscript's content.
Concluded that the manuscript is a significant artifact of medieval industrial practices.

Abstract

For over a century, the Voynich Manuscript (VMS) has been studied exclusively within the frameworks of cryptography, linguistics, and art history, which generated hypotheses about the mystical, astrological, or meaningless nature of the text. This study proposes a radical paradigm shift: the manuscript is examined as highly specialized technical documentation (Standard Operating Procedure — SOP), written in an agglutinative code. Based on the developed morphological matrix Prefix-Root-Suffix, the text was decoded as a sequence of physical and thermodynamic operations. To verify the translation, machine learning methods (TF-IDF Vectorizer) and Sequence Alignment were applied in comparison with a cleaned corpus of historical chemical regulations from the 15th–16th centuries. Algorithmic analysis of three key sections of the manuscript proved the description of the dry distillation of acids (Folio 73r), spagyric extraction and cohobation (Folios 2v, 27r), as well as the macro-chemistry of guild soap-making (Folio 57). The machine extraction of domain-specific N-grams, cross-domain testing, and chronological sequence alignment (up to 94% accuracy) statistically prove that the Voynich Manuscript is not a hoax, but an outstanding monument of medieval industrial standardization, which for the first time in history applied visual interfaces (GUI), algorithmic loops (FOR-loops), and parametric quality control checklists.

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