{
  "abstract": "This paper examines the limitations of current generative artificial intelligence systems in specialized creative applications, including fashion design, outfit recommendations, poetry generation, and short-form video. Drawing on informal observations of AI-generated outputs and interactions, it explores challenges related to interpreting visual references, understanding user intent, producing natural creative expression, and generating realistic facial appearances and synchronized speech.\n\nThe paper discusses these observations in the context of existing research on multimodal instruction following, text-to-image generation, AI-generated poetry, and facial animation. It considers the distinction between generating creative content and fulfilling the broader contextual, practical, and judgment-based requirements of human creative work.\n\nThis paper is an exploratory, practitioner-focused discussion rather than a controlled empirical study. Its observations are not intended to establish universal limitations or predict the future of artificial intelligence. Instead, it highlights why current generative AI capabilities should be evaluated carefully before claims are made about their ability to replace human creative professionals.",
  "abstract_shown": true,
  "affiliations": [],
  "article_type": null,
  "arxiv": null,
  "author_total": 1,
  "authors": [
    {
      "name": "Shreya Dama"
    }
  ],
  "bibtex": "https://research.draconitic.com/paper/4qbdz6w1876nv.bib",
  "cited_by": 0,
  "doi": "10.5281/zenodo.23462051",
  "fulltext_url": null,
  "id": "4qbdz6w1876nv",
  "issns": [],
  "landing_url": "https://zenodo.org/records/23462051",
  "language": null,
  "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/23462051/files/Empirical%20Limitations%20of%20GenAI.pdf/content",
  "pmcid": null,
  "pmid": null,
  "published": "2026-10-19",
  "publisher": null,
  "ris": "https://research.draconitic.com/paper/4qbdz6w1876nv.ris",
  "sources": [
    {
      "first_seen": "2026-11-02T12:20:47Z",
      "native_id": "23462051",
      "source": "zenodo",
      "url": "https://zenodo.org/records/23462051"
    }
  ],
  "subjects": [],
  "title": "Empirical Limitations of Generative Artificial Intelligence in Specialized Creative Domains",
  "title_text": "Empirical Limitations of Generative Artificial Intelligence in Specialized Creative Domains",
  "type": "preprint",
  "updated_at": "2026-11-02T12:20:47Z",
  "url": "https://research.draconitic.com/paper/4qbdz6w1876nv",
  "venue": "Zenodo",
  "versions": []
}