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Research developer documentation audiences by mapping user goals, learning objectives, business goals, developer traits, user questions, personas, user stories, journey maps, and friction logs.
Passed 22 of 22 test cases with the skill, and 19 of 22 without it.
and 3 more in the full report
3 fixed19 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are preparing a docs strategy for a CLI tool used by DevOps engineers to manage cloud Kubernetes clusters. Produce the standard audience research output structure.
| Checked | Without skill | With skill |
|---|---|---|
| Includes an audience snapshot section with primary and secondary user definitions. | Missed | Passed |
| Differentiates user task goals from internal business goals. | Missed | Passed |
| Includes a section for user questions categorized by lifecycle stage. | Missed | Passed |
| Includes a validation plan for verifying assumptions. | Missed | Passed |
The instructions your model reads when the skill loads.
Use this skill to understand who developer documentation is for before planning, writing, or reorganizing docs. It helps agents turn vague audiences into concrete users, goals, questions, journeys, and validation work.
This skill is derived from Jared Bhatti, Zachary Sarah Corleissen, Jen Lambourne, David Nunez, and Heidi Waterhouse's Docs for Developers: An Engineer's Field Guide to Technical Writing, especially Chapter 1, "Understanding your audience." It is expanded with paraphrased guidance from Christopher Gales and the Splunk Documentation Team's The Product Is Docs: Writing Technical Documentation in a Product Development Group, especially Chapter 3, "Audience," Chapter 9, "Learning Objectives," and Chapter 25, "Writing SaaS Documentation." Do not copy book prose into user outputs. Source: https://link.springer.com/book/10.1007/978-1-4842-7217-6
guidelines.md to choose the smallest useful reference set.workflows/map-doc-audience.md when the user needs a full audience brief.When researching an audience, return:
| Need | Start Here |
|---|---|
| Understand audience concepts | references/core/knowledge.md |
| Apply research rules | references/core/knowledge.md |
| See concise examples | references/core/knowledge.md |
| Produce an audience brief | workflows/map-doc-audience.md |
| Define learning objectives | workflows/define-learning-objectives.md |
| Route by task | guidelines.md |
test cases passed, vs 19 / 22 without
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