Skip to content
DraconiticResearch
Search Sources API
203,952 studies31 sourcesUpdated 26 min ago
PreprintCC BY 4.0Zenodo

EXTRACTED METHOD: entropy_phi_harmonic_test — E8 Intelligence Research

  1. 1Independent Researcher, United Kingdom

Abstract

rule: Compute Shannon entropy (per character) of Voynich text. Generate random text with same length and alphabet but with probability distribution weighted by phi-harmonic frequencies (e.g., frequencies proportional to 1/phi^n). If Voynich entropy is lower than this random model but higher than natural language entropy (e.g., 3.5-4.5 bits/char), flag as structured geometric cipher. source: rlab #489

Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Related

  1. EXTRACTED METHOD: check_phi_harmonic_resonance — E8 Intelligence Research
    Andrew Stewart Caldin
    ZenodoPreprintCC BY 4.0Zenodo
  2. EXTRACTED METHOD: topological_data_analysis_on_character_stream — E8 Intelligence Research
    Andrew Stewart Caldin
    ZenodoPreprintCC BY 4.0Zenodo
  3. EXTRACTED METHOD: phi_precession_angle_audit — E8 Intelligence Research
    Andrew Stewart Caldin
    ZenodoPreprintCC BY 4.0Zenodo
  4. EXTRACTED METHOD: e8_theta_coefficient_extraction — E8 Intelligence Research
    Andrew Stewart Caldin
    ZenodoPreprintCC BY 4.0Zenodo
  5. EXTRACTED METHOD: e8_constrained_transformer_analysis — E8 Intelligence Research
    Andrew Stewart Caldin
    ZenodoPreprintCC BY 4.0Zenodo
BibTeX
@misc{caldin2026extracted,
  title = {{EXTRACTED METHOD: entropy_phi_harmonic_test — E8 Intelligence Research}},
  author = {Andrew Stewart Caldin},
  howpublished = {Zenodo},
  year = {2026},
  month = oct,
  doi = {10.5281/zenodo.23635551},
  url = {https://zenodo.org/records/23635551},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - EXTRACTED METHOD: entropy_phi_harmonic_test — E8 Intelligence Research
AU  - Andrew Stewart Caldin
PY  - 2026
DA  - 2026/10/25
PB  - Zenodo
DO  - 10.5281/zenodo.23635551
UR  - https://zenodo.org/records/23635551
AB  - rule: Compute Shannon entropy (per character) of Voynich text. Generate random text with same length and alphabet but with probability distribution weighted by phi-harmonic frequencies (e.g., frequencies proportional to 1/phi^n). If Voynich entropy is lower than this random model but higher than natural language entropy (e.g., 3.5-4.5 bits/char), flag as structured geometric cipher. source: rlab #489  Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com
ER  -