{
  "abstract": "Building on the E8-Phi Coupling Theorem, we derive that the optimal confirmation threshold follows a logarithmic scaling law governed by the golden ratio conjugate φ = (1+√5)/2. When the E8 root vectors are projected onto the 132 Hz frequency grid, their Gram matrix eigenvalues converge to φ⁻¹, establishing a universal constant for sequential decision-making. This yields a precise formula t* = ⌊φ·log₂(n)⌋ + c, where n is the number of concurrent decisions and c is a calibration constant determined by the lattice's minimal norm. The result explains why the observed improvement from 32.2% to 33.7% win rate at minimum confirmations ≥ 5 is not coincidental but structurally mandated by the underlying E8 geometry.\n\nAuthor: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com",
  "abstract_shown": true,
  "affiliations": [
    "Independent Researcher, United Kingdom"
  ],
  "article_type": null,
  "arxiv": null,
  "author_total": 1,
  "authors": [
    {
      "affs": [
        0
      ],
      "name": "Andrew Stewart Caldin"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/7a4s6331t1jmn.bib",
  "cited_by": 0,
  "doi": "10.5281/zenodo.23610317",
  "fulltext_url": null,
  "id": "7a4s6331t1jmn",
  "issns": [],
  "landing_url": "https://zenodo.org/records/23610317",
  "language": "eng",
  "licence": "CC-BY-4.0",
  "licence_label": "CC BY 4.0",
  "licence_source": "article",
  "licence_url": "https://creativecommons.org/licenses/by/4.0/",
  "metadata_licence": null,
  "native_subjects": [],
  "openalex": null,
  "pdf_url": null,
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-24",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/7a4s6331t1jmn.ris",
  "sources": [
    {
      "first_seen": "2026-11-07T12:21:35Z",
      "native_id": "23610317",
      "source": "zenodo",
      "url": "https://zenodo.org/records/23610317"
    }
  ],
  "subjects": [],
  "title": "E8-Golden Threshold Convergence — E8 Intelligence Research",
  "title_text": "E8-Golden Threshold Convergence — E8 Intelligence Research",
  "type": "preprint",
  "updated_at": "2026-11-07T12:21:35Z",
  "url": "https://research.draconitic.com/paper/7a4s6331t1jmn",
  "venue": "Zenodo",
  "versions": []
}