AI + Academic Hub (in survey)

Writing & editing

Words are cheap to generate now, and it shows. Tooling that checks prose against its sources — editing, cleanup, translation.

S3 Shared lane · 1 of 10 campaigns have entries ingested here · 11 of 91 entries

Shared lane

This lane is carried by both hubs of this survey.

Entries are repositories — libraries, benchmarks, specifications — admitted as evidence, not as products.

Tasks in this category

Evidence-grounded editing

Campaigns placed on this task

Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

  • 2026-07-30__evidence-grounded-editorial-agents

    run type (the campaign's own designation) high-recall-map 11 of 91 entries ingested

    Ledger rows
    55
    Screening rows
    86
    Repos in ledger
    11

  • 2026-08-01__evidence-grounded-editorial-workflows

    run type (the campaign's own designation) high-recall-map Not yet ingested

    Ledger rows
    56
    Screening rows
    130
    Repos in ledger
    1

Entries — 11 of 91 on this hub

Tasks with no entry today

5 of 6 tasks in this category carry no entry today. Each is listed with its state: ingested with no repository evidence in its ledger, on the record and not yet ingested, or planned and not yet run. Opening a row shows the campaigns placed on it, with their ledger and screening rows as recorded.

  • Academic writing stack Not yet ingested 1 campaign on the record; one modern ledger has not been brought into the registry.

    Campaigns placed on this task

    • 2026-07-29__academic-writing

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      34
      Screening rows
      100
      Repos in ledger
      33
  • De-AI & polish prose Not yet ingested 2 campaigns on the record; 2 modern ledgers have not been brought into the registry.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-29__chinese-de-ai

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      56
      Screening rows
      106
      Repos in ledger
      53

    • 2026-07-30__english-de-ai

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      61
      Screening rows
      182
      Repos in ledger
      39
  • Redline contracts & documents Not yet ingested 2 campaigns on the record; 2 modern ledgers have not been brought into the registry.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-30__docx-redlining-wordprocessingml

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      29
      Screening rows
      70
      Repos in ledger
      17

    • 2026-08-01__docx-redlining-wordprocessingml-v2

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      36
      Screening rows
      76
      Repos in ledger
      7
  • Translate EN<->ZH Not yet ingested 2 campaigns on the record; 2 modern ledgers have not been brought into the registry.

    Campaigns placed on this task

    Multiple runs of this task exist; each is its own sealed record — no supersession is implied.

    • 2026-07-29__english-to-chinese

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      31
      Screening rows
      132
      Repos in ledger
      27

    • 2026-07-30__chinese-to-english

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      44
      Screening rows
      195
      Repos in ledger
      56
  • Write business documents Not yet ingested 1 campaign on the record; one modern ledger has not been brought into the registry.

    Campaigns placed on this task

    • 2026-07-29__business-writing

      run type (the campaign's own designation) high-recall-map Not yet ingested

      Ledger rows
      40
      Screening rows
      158
      Repos in ledger
      33

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