Use when creating a new domain-specific AI organization — generates lean capability pool, workflows with three-pass review, document handling, and domain context engine
Generates a complete AI organizational structure for a professional domain.
Before generating a full domain, ask the user:
"A full domain framework (capabilities, workflows, checklists, personas) is justified when you need: multiple users running the system, unattended execution, dozens of similar tasks per week, or handoff to someone who doesn't know the domain.
For personal use on occasional tasks, a CLAUDE.md modification with the three-pass adversarial review pattern may be sufficient — it delivers ~70-80% of the value with ~5% of the infrastructure.
Which fits your use case: full framework or CLAUDE.md?"
If the user says CLAUDE.md, help them write a lean project or global CLAUDE.md