{
  "updated": "2026-11-02",
  "basis": [
    "Two source-inspection AI sub-agent simulations",
    "Supplied five-persona manifest-based simulation",
    "Source checks and requester answers"
  ],
  "priority": "Research/examination first",
  "stages": [
    {
      "stage": "Orientation, credit and roster evidence",
      "status": "implemented; checked in release validation",
      "items": [
        "Sourced GCDI/Fellows introduction and project-status statement",
        "Author-first entry and contact",
        "Distinct record/model/register populations",
        "Selection-specific provisional-credit counts",
        "Semester-level signed-list coverage"
      ]
    },
    {
      "stage": "Interpretation and source coverage",
      "status": "implemented",
      "items": [
        "19 export-verified passages",
        "Five additional posts from 2018–2022",
        "Purposive-selection and remaining zero-year coverage account",
        "Historically situated AI, pandemic, ownership and governance qualifications",
        "Multimodal and curation limits"
      ]
    },
    {
      "stage": "Research journeys and sharing",
      "status": "implemented; browser checks recorded separately",
      "items": [
        "Package index front door",
        "Read / Explore / How we know groups",
        "Methods/data and reporting routes",
        "Worked chart example and contextual definitions",
        "Stable view/appearance links with no research-filter serialization",
        "Accurate saved-analysis action label"
      ]
    },
    {
      "stage": "Governance and reproducibility",
      "status": "implemented with explicit outstanding decisions",
      "items": [
        "Public correction contact and reusable template",
        "README, suggested citation and license status",
        "Current-data map and CSV header index",
        "Accessibility limitations",
        "CRediT/GAIDeT activity mappings, updated history and validation log"
      ]
    }
  ],
  "outstanding": [
    "Requester-specified licenses",
    "Stakeholder verification of institutional status, editorial history and missing appointments",
    "Actual human usability and contributor review",
    "Fully annotated data dictionary",
    "All-chart PNG exports",
    "Optional event mode and hosted release",
    "Direct file-mode and narrow-screen verification: current browser tool restricted file URLs and did not apply the requested width override"
  ],
  "do_not_infer": [
    "Institutional endorsement",
    "Actual human user testing",
    "Readership/popularity metrics",
    "Complete authorship or cohort identity validation",
    "A three-command full NLP setup or benchmarked runtime"
  ],
  "external_review_provenance": {
    "reported_by": "Ian G. Williams",
    "reported_on": "2026-11-02",
    "model_label_as_supplied": "Deepseek V4.1 Flash 1017",
    "interface": "OpenWebUI",
    "environment": "CAIL sandbox",
    "input": "ZIP export of a previous iteration of the project",
    "input_zip_filename": null,
    "input_zip_sha256": null,
    "input_iteration_identifier": null,
    "output_document": "TTT-Website-review.md",
    "verification": "Model/environment/input provenance supplied by the requester; no external session logs or exact input archive were inspected.",
    "inspection_limit": "The review document itself reports manifest/directory inspection rather than individual HTML/CSV/JSON prose. This describes its stated evidence base, not the full capabilities of the model or CAIL sandbox.",
    "task_boundary": "External model: supplied five-persona structural/heuristic critique. Codex and two Codex sub-agents: separate source-based simulations, synthesis, verification and implementation. Neither activity constitutes human user testing."
  },
  "implemented_thematic_extension": {
    "date": "2026-11-02",
    "basis": "Subsequent requester instruction to incorporate themes",
    "views": [
      "Theme/year heatmap",
      "Keyword co-occurrence",
      "Writer/theme bars",
      "Evidence lists and exports",
      "Theme-aware index/network filter"
    ],
    "limit": "Saved keyword flags and the explicitly selected 19-post essay layer; no new semantic corpus coding or fit."
  }
}