Admission
Sources are normalized and attached to durable origin records before claims are allowed into the system.
DUO.03 · Knowledge layer
A non-neural predicate system for extracting, retrieving and resynthesizing information with evidence and correction kept visible.
Ribosome supplies an inspectable knowledge boundary for DUO: evidence enters as structure and only becomes answerable through explicit authority.
System boundary
Sources are normalized and attached to durable origin records before claims are allowed into the system.
Closed verb frames and explicit entities make relationships inspectable rather than latent.
Retraction, supersession and abstention are part of the representation, not after-the-fact cleanup.