Complete professional organizations, generated

Organizations created with AI now arrive complete — every skill with a real execution playbook, a loop specification, and an independent verifier.

• Every generated skill now carries a complete, specific execution playbook — no outlines, no placeholders.
• Generated organizations include a loop specification: the expected artifacts, the stop conditions, and what happens when work is sent back.
• An independent verifier is always included — an agent that checks the result without having produced any part of it.
• If a playbook can't be written well, you're told which skill failed and why, and you can retry just that one.