Prompting Is Work Design
help learners stop thinking of prompting as magic phrases and start seeing it as clear task design.
Prompting and AI Workflow Design
A reusable AI workflow package with prompt design canvas, success criteria, context pack, review rubric, privacy gates, and improvement log.
Task Framing and Success Criteria
teach learners to define the job before asking the AI tool to do it.
Inputs and Context Packaging
teach learners to provide enough context without exposing unsafe information or overwhelming the AI tool.
Roles, Audience, and Voice
teach role and audience framing without pretending the AI tool is a real expert or final authority.
Output Formats and Structured Responses
help learners ask for outputs that are easy to review and use.
Examples, Constraints, and Rubrics
teach learners to guide the AI tool with examples and criteria without making prompts long and fragile.
Iteration and Follow-Up Questions
teach prompting as a conversation with checkpoints, not one perfect command.
Evaluation and Output Review
make evaluation explicit and repeatable.
Prompt Patterns by Task Family
give learners reusable patterns for common work, while teaching why each pattern works.
Workflow Mapping Around AI
move from single prompts to a repeatable workflow with before, during, and after steps.
Failure Modes, Privacy, and Human Gates
make failure detection and human boundaries part of the design.
Capstone: Reusable Prompt Workflow
combine the course into one real, safe, reusable AI workflow.
First-release boundary
This is a text-first course shell. Leonardo/image creation, external review, learner pilot evidence, and production publication remain separate later tasks.