{
  "abstract": "We demonstrate on a network testbed a Digital Twin-aided multi-agent LLM for autonomous class-aware optical network management. The system detects soft failures and autonomously adapts modulation format per service class requirements, ensuring continuous, marginless channel quality with minimal human intervention. ©2026 The",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": "Journal reference: The 52nd European Conference on Optical Communication (ECOC), Sep 2026, Malaga, Spain",
  "arxiv": "2610.06599",
  "author_total": 6,
  "authors": [
    {
      "name": "Marc Lawson"
    },
    {
      "name": "Ambashri Purkayastha"
    },
    {
      "name": "Camille Delezoide"
    },
    {
      "name": "Andrea Sgambelluri"
    },
    {
      "name": "Nicola Sambo"
    },
    {
      "name": "Patricia Layec"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/fmwc6xvw0crvd.bib",
  "cited_by": 0,
  "doi": "10.48550/arxiv.2610.06599",
  "fulltext_url": null,
  "id": "fmwc6xvw0crvd",
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  "landing_url": "https://arxiv.org/abs/2610.06599",
  "language": null,
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  "licence_label": "arXiv licence",
  "licence_source": "article",
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  "metadata_licence": "CC0-1.0",
  "native_subjects": [
    [
      "arxiv",
      "physics.optics"
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      "openalex",
      "2208|Optical Network Technologies"
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  "openalex": "W7220740409",
  "pdf_url": "https://arxiv.org/pdf/2610.06599",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-05",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/fmwc6xvw0crvd.ris",
  "sources": [
    {
      "first_seen": "2026-10-30T12:27:01Z",
      "native_id": "2610.06599",
      "source": "arxiv",
      "url": "https://arxiv.org/abs/2610.06599"
    }
  ],
  "subjects": [
    {
      "field": "physics",
      "origin": "arxiv:physics.optics",
      "subfield": "optics-photonics"
    }
  ],
  "title": "Experimental Demonstration of Autonomous Class Aware Optimization via Digital Twin Aided Optical Network Agent",
  "title_text": "Experimental Demonstration of Autonomous Class Aware Optimization via Digital Twin Aided Optical Network Agent",
  "type": "preprint",
  "updated_at": "2026-10-30T12:27:01Z",
  "url": "https://research.draconitic.com/paper/fmwc6xvw0crvd",
  "venue": "arXiv",
  "versions": []
}