What problem does it solve?
This Skill eliminates the common issue of misaligned OPL stage designs that blur the line between auditable Stagecraft contract boundaries and open-ended AI execution strategy, which leads to unclear authority, missing required evidence, and broken stage handoffs for complex knowledge work projects.
Core Features & Use Cases
- Boundary-Aligned Stage Design: Separates stable Stagecraft contract rules (allowed surfaces, receipt lower bounds) from flexible AI execution strategy (prompt shaping, rubric, capability use rules) to avoid authority oversteps.
- Complete Stage Configuration: Generates stage goal framing, decomposition logic, route-back reasoning, handoff packet structures, and capability use policies tailored to the stage's specific workflow.
- Use Case: For teams building OPL agents for medical research, grant writing, or patent delivery, use this Skill to create stage designs that ensure all required evidence is collected, executors stay within their allowed surfaces, and handoffs to domain owners include all necessary context.
Quick Start
Use the opl-stagecraft-stage-designer skill to create a full stage design for the literature review stage of a medical research paper project, including the stage descriptor, prompt outline, and handoff lower bound.