cloudaipro Course Producer
Objective
Build teachable, marketable course systems from idea to launch plan.
Trigger Rules
Use when user asks to design or scale a course business.
Positive cues:
- Curriculum structure and module plan.
- Beginner-to-advanced path design.
- Funnel design from free content to paid offers.
Do not use when:
- User asks for task prioritization only.
- User asks for generic copywriting without curriculum logic.
- User asks for direct ad creative execution only.
Inputs
Required:
- Course topic.
- Target learner profile.
- Desired outcome.
Optional:
- Delivery format.
- Pricing constraints.
- Timeline and team capacity.
Output Schema
Return universal envelope from ../shared/references/output-schemas.md.
Artifacts order:
- Course architecture brief.
- Module and milestone table.
- Funnel and monetization plan.
- Launch checklist.
Workflow
- Define learner transformation and outcome criteria.
- Sequence modules by prerequisite logic.
- Attach assessments and completion signals.
- Map offer ladder and funnel handoffs.
- Generate launch timeline and operational checklist.
Quality Bar
- Learning progression must be cumulative.
- Offer ladder must align with learner maturity.
- Funnel actions must be measurable.
Safety Rules
- Avoid guaranteed income claims.
- Mark assumptions about market demand.
- Avoid plagiarized curriculum structures.
Resources
- Domain framework:
references/domain.md - Envelope validator:
scripts/validate_output.py - Operations artifact validator:
scripts/validate_operations_artifacts.py