CONFERENCE METADATA — incomplete historical coverage; source presence is not proof of delivery.
Research dataset: Lukas Walter, Clemens Sauerwein, Daniel Woods, InfoSec.pptx, https://doi.org/10.5281/zenodo.15989593, CC BY 4.0 https://creativecommons.org/licenses/by/4.0/. Changes: metadata extraction, exact-match reconciliation and uncertainty flags. No endorsement implied.

{
  "id": "research-talk-c74c699887222189",
  "title": "Turing in a Box: Applying Artificial Intelligence as a Service to Targeted Phishing and Defending Against AI Generated Attacks",
  "presenters": [
    "Eugene Lim",
    "Glenice Tan",
    "Tan Kee Hock",
    "Timothy Lee"
  ],
  "event": "Black Hat 2021 (research dataset; edition scope unverified)",
  "year": "2021",
  "source_url": "https://doi.org/10.5281/zenodo.15989593",
  "source_kind": "CC-BY research dataset",
  "source_file": "speaker_infosec.csv",
  "rights": "Metadata and source links only; abstracts, biographies, transcripts and media not republished",
  "delivery_status": "Not independently verified",
  "title_status": "source supplied",
  "presenter_status": "source supplied",
  "media": [

  ],
  "provenance": [
    {
      "raw_title": "Turing in a Box: Applying Artificial Intelligence as a Service to Targeted Phishing and Defending Against AI Generated Attacks",
      "raw_agenda": "05.08.2021",
      "date_conflict": false,
      "url": "https://doi.org/10.5281/zenodo.15989593",
      "file": "speaker_infosec.csv",
      "rows": [
        1846,
        1847,
        1848,
        1849,
        1914,
        1915,
        1916,
        1917
      ],
      "sha256": "e47480bc376a20292a4f6fd990be7b687f43ff0bfb861267c5533cebf3114d46",
      "attribution": "Lukas Walter, Clemens Sauerwein, Daniel Woods; InfoSec.pptx dataset; CC-BY-4.0; extracted metadata, omitted abstracts and automated classifications",
      "license": "https://creativecommons.org/licenses/by/4.0/"
    }
  ],
  "raw_agenda": "05.08.2021",
  "date_conflict": false,
  "date": "2021-08-05",
  "duration_minutes": "40",
  "source_conference_label": "Blackhat21",
  "deduplication_note": "No exact same-edition normalized-title match; fuzzy duplicates require review"
}