Society & Economicspreprint2026-08-27

SYSTEM EVOLUTION PROPOSALS (rlab #197) — E8 Intelligence Research

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Abstract

- Add a pipeline step to automatically download audio from any YouTube URL via yt-dlp and run FFT + spectrogram analysis (librosa) to extract dominant frequencies and hidden patterns. - Integrate a spectral inversion module that reverses audio and runs Whisper transcription, outputting any detected speech as a text artifact for the decipherment agents. - Create a frequency-to-E8 projection utility that takes a list of frequency peaks and returns nearest E8 lattice points, flagging near-integer coordinates for further geometric mapping. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

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View paper (DOI)Open access versionOpenAlexZenodo (CERN European Organization for Nuclear Research)Published 2026-08-27

Authors: Andrew Stewart Caldin