Grounded answers.
Visible system evidence.
The current installed candidate can answer from a cited local document, exercise its trained-head worker, and return a typed read through the controller.
Its CPU acceptance checks fresh retrieval, a current cited answer, a preview without dispatch, observed-read receipts and refusal paths. Eleven candidate self-tests passed in the installed BIOS guest.
Q-RAG, native .MANIFEST file intelligence and a session core independent of chat are central to the next architecture. That integrated desktop and terminal design is approved and being implemented; it is not a shipped R11 feature.
Read how the local intelligence works