Ask a question to get started
Enter to send•Shift+Enter new line
EntityResolutionGuardMiddleware()
AgentMiddleware
Inject entity-branch guidance before the model finalizes.
Async variant of before_model.
before_model
Loop once when final text needs ID resolution or branch rebinding.
Async variant of after_agent.
after_agent
Send Ultra3 back once when it finalizes with unresolved or mis-bound IDs.