GoClaw governed AI operator model

Role in BuildWithHQ

GoClaw is the AI worker/operator layer associated with the Universal Inbox and the governed AI Action system. It should be treated as a participant operating under a real BuildWithHQ identity/security envelope, not as a privileged bypass around normal authorization.

Operating pattern

1. Receive or claim eligible work from the Universal Inbox.
2. Assemble only the context the acting identity is permitted to use.
3. Classify intent, risk, confidence, and possible next actions.
4. Create a suggestion batch instead of mutating application data during planning.
5. Route the batch to approval or human handling when required.
6. Execute approved actions through canonical BuildWithHQ action/runtime APIs.
7. Preserve activity version, correlation, audit, and execution evidence.

Truth note

The current Build Master contains both completed foundations and partial/in-progress GoClaw work. This item describes the governed architecture and should not be interpreted as proof that every GoClaw workflow is production-complete.