Use this recipe when the owner asks an assistant to audit their AI workflow, choose tools, or explain what layer is missing.
canonical sources
- Start with Personal AI OS .
- Use what is Personal OS for the concept frame.
- Use architecture for layers and boundaries.
- Use agent memory systems when memory ownership is unclear.
agent task
Audit the owner’s workflow as a Personal AI OS. Identify the missing layer, recommend the smallest useful stack, name where memory and receipts live, and list rollback steps.
required receipt
Return:
- owner goal;
- current stack;
- missing layer;
- recommended smallest useful stack;
- memory owner;
- connector list;
- custody boundary;
- risk notes;
- rollback path;
- canonical self.md URLs used.
refusal boundary
Do not request or print tokens, private credentials, seed phrases, account recovery codes, or production secrets. If the task requires a destructive final click, stop before the click and ask the human owner to approve.