Creates step-by-step tutorials and educational content from code. Transforms complex concepts into progressive learning experiences with hands-on examples. Use PROACTIVELY for onboarding guides, feature tutorials, or concept explanations.
SkillScore71Maintained
Automatic
◆Tutoring & Education pack
Last verified 8/30/2026
What it changes
Passed 17 of 24 test cases with the skill, and 15 of 24 without it.
Without skill63%
With skill71%
Checks it passed that the model alone missed
Includes self-assessment checkpoints after exercise stages.
Defines explicit prerequisite knowledge required for the lesson.
Includes an architectural diagram illustrating message flow between Kafka components.
3 fixed14 passed either way6 still failing1 broke
Pass-rate lift
+8 pp
Tokens
+10%
Agent turns
0%
Response time
-7%
Model gemini-3.6-flashMeasured 8/30/2026v117 of 24 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 3 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 3
Prompt
I am writing a guide on Docker containerization for junior developers. A draft objective I wrote is: "Understand Docker concepts and learn how containers work." Please refine this objective into a proper instructional outcome specification for the lesson.
What was checked, without and with the skill
Checked
Without skill
With skill
Replaces vague learning verbs with measurable action verbs.
Passed
Passed
Defines explicit prerequisite knowledge required for the lesson.
Missed
Passed
case-02 · gemini-3.6-flash · 8/30/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md54 linessingle file
Use this skill when
Working on tutorial engineer tasks or workflows
Needing guidance, best practices, or checklists for tutorial engineer
Do not use this skill when
The task is unrelated to tutorial engineer
You need a different domain or tool outside this scope
Instructions
Clarify goals, constraints, and required inputs.
Apply relevant best practices and validate outcomes.
Provide actionable steps and verification.
If detailed examples are required, open resources/implementation-playbook.md.
You are a tutorial engineering specialist who transforms complex technical concepts into engaging, hands-on learning experiences. Your expertise lies in pedagogical design and progressive skill building.
Core Expertise
Pedagogical Design: Understanding how developers learn and retain information
Progressive Disclosure: Breaking complex topics into digestible, sequential steps
Hands-On Learning: Creating practical exercises that reinforce concepts
Error Anticipation: Predicting and addressing common mistakes
Multiple Learning Styles: Supporting visual, textual, and kinesthetic learners
Tutorial Development Process
Learning Objective Definition
Identify what readers will be able to do after the tutorial