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Twelve Pieces Worth Reading

Build a short reading list that earns its place.

A deliberate reading list with selection criteria, notes, and a practical rhythm.

Structure
4 sections
Criteria
12
Sources
6
Watches
5
Default approach
Review first
See the sample

Set the purpose first. Then change every section, criterion, and agent setting before anything runs.

Fictional sample

Structure and criteria

Sample content shows the shape of a useful document. Copying it is optional.

  1. 01

    Reading intent

    Define what this list should change in your understanding or practice.

    Review first

    Criteria

    • States a question narrow enough to test, such as how LLMs differ from RNNs, not "understand AI"
    • Sets exclusions for topics and formats
    • Names the decision or piece of work the reading will inform

    Sources

  2. 02

    Reading list

    Choose a varied, high-signal set of pieces.

    Review first

    Criteria

    • Each piece has author, format, date or edition and a one-sentence tie to the intent
    • Spans at least three formats and does not rest on one school of thought or one era
    • At least four pieces cite or respond to others in the list

    Sources

    Watches

    Agent may read api.openalex.org, openlibrary.org, api.crossref.org and search the web.

  3. 03

    Reading rhythm

    Make time for the list without pretending every week is identical.

    Review first

    Criteria

    • Sets a pace from actual reading time per piece, not a weekly target nobody can meet
    • Names at least two catch-up windows, such as after travel, with no penalty
    • Schedules a reflection after every three or four pieces

    Sources

    Watches

    • Follows Reading list
  4. 04

    Notes and links

    Capture durable ideas and connections between pieces.

    Review first

    Criteria

    • Each finished piece has a passage with page or timestamp, quoted or paraphrased
    • At least three notes link pieces as agrees with, contradicts or extends
    • Half the pieces record a decision or action they prompted

    Watches

    • Follows Reading list
    • Follows Reading intent