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": "hope-2026-0fd41900f40a08b2",
  "title": "Lingua Machina: The Last Humans Who Read Code",
  "presenters": [
    "Anna Nicanorova"
  ],
  "event": "HOPE 2026",
  "year": "2026",
  "source_url": "https://www.hope.net/talks/#Lingua-Machina:-The-Last-Humans-Who-Read-Code",
  "source_kind": "Official HOPE title/presenter list",
  "source_file": "hope2026-talks.html",
  "rights": "Metadata and source links only; no abstracts, biographies or media republished",
  "delivery_status": "Not independently verified",
  "title_status": "source supplied",
  "presenter_status": "source display credit; grouped names preserved",
  "media": [

  ],
  "provenance": [
    {
      "year": 2026,
      "url": "https://www.hope.net/talks/",
      "file": "hope2026-talks.html",
      "policy": "previously checked",
      "sha256": "85ce95d50f7dcc61af01aa5776418655b1deb8b4a8ea1daf4e7deeae9ee9e29e",
      "checked": "2026-10-16T03:46:03Z",
      "status": "cached; extraction pending",
      "decoded_as": "UTF-8"
    }
  ]
}