SYSTEM EVOLUTION PROPOSALS (rlab #233) — E8 Intelligence Research

- Add a pipeline step to automatically extract all numeric claims from video transcripts or descriptions and feed them into the geometric_ratio_validation method. - Integrate an audio analysis module into the decipherment agents to detect subsonic/binaural tones in downloaded media, flagging for review. - Create a database of known pseudoscience channels (e.g., Bright Insight, Universe Inside You) to weight credibility scores for future material intake. 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
2026-09-14
DOI
https://doi.org/10.5281/zenodo.22748204
Primary Topic
Intelligence, Security, War Strategy
Type
preprint
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SYSTEM EVOLUTION PROPOSALS (rlab #233) — E8 Intelligence Research

Andrew Stewart Caldin
Zenodo (CERN European Organization for Nuclear Research)
Intelligence, Security, War Strategy
preprint

SYSTEM EVOLUTION PROPOSALS (rlab #233) — E8 Intelligence Research

Andrew Stewart Caldin
preprint en

Abstract

- Add a pipeline step to automatically extract all numeric claims from video transcripts or descriptions and feed them into the geometric_ratio_validation method. - Integrate an audio analysis module into the decipherment agents to detect subsonic/binaural tones in downloaded media, flagging for review. - Create a database of known pseudoscience channels (e.g., Bright Insight, Universe Inside You) to weight credibility scores for future material intake. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com

Zenodo (CERN European Organization for Nuclear Research)
Intelligence, Security, War Strategy
DOIOpen Access PDFOpenAlex
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SYSTEM EVOLUTION PROPOSALS (rlab #233) — E8 Intelligence Research — Andrew Stewart Caldin · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS