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CAPABILITY 23 / 30

It reads a card, not the file

Two hundred and forty small cards stand in front of the documents, so a request costs a few hundred words.

IN PRODUCTION

This runs in client systems today. The sample below was regenerated for a fictional company.

A knowledge base is only useful if the assistant can afford to read it. A card carries the facts, the constraints, and a pointer to the full document. The saving is real and computable: some of the documents behind these cards are over 200 kilobytes. Datasets get cards too, and a dataset card gives its known gaps the same weight as its contents.

TRY IT / RUNS IN YOUR BROWSER

Use it here.

The mechanism is the production one. The company, the catalogue, and every figure are fictional.

Reading the card index.

THE MECHANISM / SHOW THE SHAPE, NOT THE SOURCE

How it works.

What a skill is
  1. 01Decide what matters

    A card is not a summary, it is a decision about what is worth carrying.

  2. 02Structure it

    Fields, not prose, so a system can use it without parsing paragraphs.

  3. 03Point back

    Every card names the document it stands in front of.

  4. 04Card the data too

    A dataset card states its gaps and what it must not be used for.

  5. 05Keep them current

    A card carries a review date, and a stale card is visible as stale.

WHAT IT READS

  • The source documents, whatever size they are
  • A card per entity with structured fields
  • A review date and an owner per card

WHAT IT CHECKS BEFORE IT SHIPS

  • Every card points at a document that exists
  • A dataset card states what it must not be used for
  • The saving is computed from real file sizes, not asserted
  • A card past its review date is marked, not hidden
In production: a card layer of 241 cards, including 144 partner guides, so the assistant reads a card instead of a 200 kilobyte file.

The mechanism runs inside client systems. Everything on this page was regenerated for Apex Instruments, a company that does not exist. Client names, source files, and internal wording stay private.