SIE.10:6 - Bias-Annotation

Lens	Likely drift	Repair
Governance	The validation team is treated as release, quality, safety, or business authority.	State the semantic conclusion and return the owning decision with its conditions.
Architecture	Available automated tests define all validation layers.	Add qualified semantic, identity, authority, and receiving-work evidence where automation cannot decide.
Ontology/Epistemology	Well-formed representation, true relation, supported claim, and usable decision collapse.	Test each claim at its layer and keep the whole-use composition explicit.
Pragmatics	A decisive failure still triggers every layer test.	Finish the bounded failure with sufficient evidence; require full load-bearing coverage for a positive whole-use or permitted subset claim.
Didactics	A score invites compensation across hard stops.	Use categorical layer dispositions with evidence and state that stops are non-compensatory.