A well-designed autonomous intelligence system should have three capabilities: actively alerting rather than silently filling in when the pipeline fails; narrowing the scope of output rather than maintaining a complete framework when data is insufficient; and mandatorily binding confidence to the prediction target. These three requirements can correspond to the principles of observability and graceful degradation in software engineering.