Live events flow through Kafka and a k9x Shield gate into live state. The Orchestrator hands the agent the invoice's current state; just before acting, the agent re-checks over MCP, and every answer is screened again. Start the generator, then run a scenario and watch the world change while the agent is reviewing.
| Invoice | Vendor | Amount | Status | As of |
|---|---|---|---|---|
| Start the generator to see invoices arrive. | ||||