Self-moderated adoption means the system evaluates a packet before it changes trusted state. The review path starts with authentication and schema checks, continues through memory firewall screening and GraphRAG conflict detection, then moves into a sandbox adoption preview.
After the sandbox preview, a consensus swarm of specialized AI reviewers decides whether to accept, reject, quarantine, or escalate the packet. Accepted changes are committed with an audit record and rollback instructions.
What humans do
Humans do not need to moderate every ordinary contribution. Instead, they use dashboards, audit logs, and rollback tokens to revisit system behavior when something goes wrong or the moderation parameters need adjustment.