{
  "abstract": "This article proposes an operational supplement to the Synthecracy methodology in the form of a conceptual pair: “vortex dynamism” and the “lemniscatic model”.\n\nThe first model describes the transformation of heterogeneous societal demand into structured alternatives, an authorised decision, action and evaluation of outcomes. The second represents the interdependence of the sphere of demand formation and context accumulation with the sphere of choice, implementation and audit, linked by the mechanisms of analysis and learning.\n\nAn eight-stage operational cycle, requirements for decision traceability, a pilot application protocol and evaluation indicators are proposed. Artificial intelligence is treated as an auxiliary means of search, structuring, comparison and documentation, not as an autonomous source of legitimacy or the final decision-making subject. The models have the status of conceptual proposals; their effectiveness requires empirical testing.\n\nRelated work: Synthecracy: A Methodological Framework for Collective Intelligence and Adaptive Societal Learning Supported by Artificial Intelligence (DOI: 10.5281/zenodo.23371190).",
  "abstract_shown": true,
  "affiliations": [
    "Chair of the Board, NGO \"Cherkasy.Today\" | Ukrainian Cultural Cluster"
  ],
  "article_type": null,
  "arxiv": null,
  "author_total": 1,
  "authors": [
    {
      "affs": [
        0
      ],
      "name": "Kostyantyn Pirozhenko",
      "orcid": "0009-0007-2832-5260"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/48b7aa7vb6m6g.bib",
  "cited_by": 0,
  "doi": "10.5281/zenodo.23565783",
  "fulltext_url": null,
  "id": "48b7aa7vb6m6g",
  "issns": [],
  "landing_url": "https://zenodo.org/records/23565783",
  "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": "https://zenodo.org/api/records/23565783/files/Synthecracy_Vortex_Model_EN.pdf/content",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-22",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/48b7aa7vb6m6g.ris",
  "sources": [
    {
      "first_seen": "2026-11-05T12:20:33Z",
      "native_id": "23565783",
      "source": "zenodo",
      "url": "https://zenodo.org/records/23565783"
    }
  ],
  "subjects": [],
  "title": "VORTEX DYNAMISM AND THE LEMNISCATIC MODEL OF SYNTHECRACY: An operational supplement to the methodology of collective intelligence and adaptive societal learning",
  "title_text": "VORTEX DYNAMISM AND THE LEMNISCATIC MODEL OF SYNTHECRACY: An operational supplement to the methodology of collective intelligence and adaptive societal learning",
  "type": "preprint",
  "updated_at": "2026-11-05T12:20:33Z",
  "url": "https://research.draconitic.com/paper/48b7aa7vb6m6g",
  "venue": "Zenodo",
  "versions": []
}