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Cookbook · Recipe

A living knowledge base.

Show readers what your publication knows: what's being talked about more this month, which themes are emerging, and a page for every topic you cover. Everything below is Papyrus's real component, drawn from The Wet Weave's sample data. Each one is a single line in a page. Beta

Ranked

A ranked list readers can filter.

The same trends as a ranked list with item counts. Readers filter it by kind (techniques, materials, clubs, gear) without any script.

::include{kind="block" name="knowledge-trending-list" limit=6}

The Wet Weave

  1. TechniqueHover weaving25 vs 8, up +212%42 items25 in the last 4 weeks
  2. MaterialSeaweed fibre13 items11 in the last 4 weeks
  3. MaterialWillow22 vs 14, up +57%45 items22 in the last 4 weeks
  4. MaterialRattan10 vs 22, down −55%41 items10 in the last 4 weeks
  5. GearMesh reed bags9 vs 5, up +80%14 items9 in the last 4 weeks
  6. TechniqueLidded baskets9 vs 5, up +80%23 items9 in the last 4 weeks

Change is the items in the last 4 weeks against the 4 weeks before. There is no percent when those earlier 4 weeks hold fewer than 5 items or the topic has under 8 weeks of history; under 4 weeks it is new.

Themes

Themes as they emerge.

Each week Papyrus finds themes across what you've published and marks them New, Growing or Cooling, with who accepted each one.

::include{kind="block" name="knowledge-clusters" limit=4 terms=4}

The Wet Weave

  • Weaving without surfacing

    ▲ Growing18 itemsbuoyancy, lidded, air supply, hover

    Accepted by AI

  • Plant fibres beyond reed

    New7 itemsseaweed, willow, soaking

    Accepted by Mara

  • Late nights at the pool

    ▲ Growing9 itemsclub night, lane booking, Thursday

    Accepted by AI

  • Sourcing rattan

    ▼ Cooling11 itemsrattan, supplier, price

    Accepted by AI

Concept of the week

One concept a week.

The topic that came up most in the last four weeks, with a short description and who wrote or reviewed it.

::include{kind="block" name="knowledge-concept-of-the-week"}

The Wet Weave

Hover weaving

Weaving while neutrally buoyant, a metre off the pool floor, so the basket never touches the tiles.

Reviewed by Mara on 2026-10-17

42 items, 5 makers

Beats

A beat's pulse.

For each beat your publication covers: how much you've published lately, and the topics that come up in it most.

::include{kind="block" name="knowledge-beat" key="techniques" part="trend"}
::include{kind="block" name="knowledge-beat" key="techniques" part="entities"}

The Wet Weave · Techniques

41 items in the last 8 weeks7 items in the latest week Items per week, oldest first: 3, 4, 4, 5, 5, 6, 7, 7.
  • TechniqueHover weaving
  • TechniqueLidded baskets
  • MaterialWillow
  • MaterialSeaweed fibre

Topic pages

A page for every topic.

Each topic you've accepted gets its own page: a weekly chart (with your own annotations), the topics it's mentioned with, the stories that mention it, and who accepted it and reviewed its description.

::include{kind="block" name="knowledge-entity" key="hover-weaving" part="trend" annotate="2026-10-02" annotateLabel="Weaving night starts"}
::include{kind="block" name="knowledge-entity" key="hover-weaving" part="neighbourhood"}
::include{kind="block" name="knowledge-entity" key="hover-weaving" part="related"}
::include{kind="block" name="knowledge-entity" key="hover-weaving" part="provenance"}

The Wet Weave · Hover weaving

25 vs 8, up +213%
Weaving night starts2026-07-202026-10-19
Items per week for 14 weeks, 2026-07-20 to 2026-10-19; peak 9; latest week 9. Marked: Weaving night starts. Bars: items per week. Dashed line: four-week average.

Uses

  • MaterialWillow11
  • MaterialSeaweed fibre4
  • GearWeighted lap frame3

Taught by

  • ClubHarbour Dive Club6

Accepted by AI

Reviewed by Mara on 2026-10-17

The editorial process

How it stays honest.

Nothing here is written by a language model when a reader loads the page. Once a week, Papyrus analyses what you've published and proposes topics and themes. An editor accepts them, or an AI reviewer does and every page says so. Descriptions show who wrote and who reviewed them, and readers can suggest an edit to any topic page.

  1. The weekly run. Your published stories are grouped into themes and counted week by week, so this week can be compared with the last.
  2. Proposals. New topics and themes start as proposals, never published until they're accepted.
  3. Review. An editor, or an AI reviewer you choose, accepts or rejects each one. The stamp on every page says which.
  4. Readers. Topic pages are read-only, with a suggest-an-edit form that goes to your editors.

How the knowledge base works. See it running on Shipped, our own publication about AI models.