GoClaw suggestion batches and human approval
Suggestion batch
AiActionSuggestionBatches is the human work package for one Inbox item. Proposed actions are validated against known action keys and input schemas before the batch is finalized.
Approval
Approval is a permissioned action in its own right. High-risk or low-confidence work can be routed to ReadyForApproval or NeedsHuman rather than executed automatically.
Canonical GoClaw actions
The Build Master includes deterministic action templates such as SendConversationReply, CreateFollowup, LinkRecords, PostMessage, and UpdateRecordStatus. New actions should enter through the same governed action registry rather than private ad-hoc mutation code.