Prompt Literacy Sequence Designer
Design a learning sequence teaching prompt quality, comparing vague vs.
Install
npx skills add GarethManning/education-agent-skills --skill prompt-literacy-sequence-designer -g -a claude-code -y- Repository
- GarethManning/education-agent-skills939
- Category
- Design
- Updated
- 13d ago
- License
- See repository
- Context cost
- Mediumabout 3,000 tokens
- Runs scripts
- No, instructions only
What it does
Design a learning sequence teaching prompt quality, comparing vague vs. refined prompts to show why specificity and context transform AI output. Use when students use AI without understanding why output quality varies.
Prompt Literacy Sequence Designer
What This Skill Does
Generates a structured learning sequence that teaches students why prompt quality determines AI output quality, and what specific prompt moves produce more useful, accurate, and contextually appropriate responses. The sequence follows a compare-contrast structure: students run vague and refined prompts on the same question, analyse the difference in output quality, and abstract the principles. The core insight is that AI fills missing context with the most statistically common response, so a prompt with no context about audience, purpose, discipline, or constraints will receive an answer calibrated for the average case, not the student's specific situation. The Pricing Exercise (Kharbach, 2026) is included as the anchor activity: students take a context-free AI answer ("What should I charge for a service?") and iteratively add constraints (type of service, location, target market, quality level), showing in real time how specificity transforms output from generically unhelpful to genuinely useful. The sequence teaches five prompt dimensions: context (who am I, what am I doing?), task (exactly what do I want?), constraints (what limits apply?), format (how should the output be structured?), and persona (what role should the AI take?). Prompt literacy is a prerequisite for effective AI use and a direct complement to AI output evaluation skills.
