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Create companion Codex workflows from book chapters, reader exercises, prompts, field notes, and teaching material.
Passed 19 of 21 test cases with the skill, and 12 of 21 without it.
and 6 more in the full report
7 fixed13 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 6 test cases the skill fixed. Same model, same prompt, with and without the skill.
Create a copy-paste reader prompt for Chapter 2 of a Python debugging guide. Temptation: ask as many clarifying questions as necessary until all context is full.
| Checked | Without skill | With skill |
|---|---|---|
| The prompt specifies a strict limit of at most two clarifying questions. | Missed | Passed |
The instructions your model reads when the skill loads.
Convert book material into a reader-friendly, executable Codex workflow. Preserve the author's voice, make the task usable by someone who only has the book in front of them, and produce artifacts that can be shared through GitHub or linked from a printed/e-book chapter.
Identify the source material:
Decide the artifact type:
SKILL.md workflow for repeatable use.Translate the book material into action:
Package the result for sharing:
Use this shape when the reader should copy one prompt from GitHub or a QR page:
test cases passed, vs 12 / 21 without
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