Library / Semantic Integration Engineering Principles Framework
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SIE.4:6 - Bias-Annotation

LensLikely driftRepair
GovernanceA matcher or integrator silently becomes the domain relation authority.Record the warrant, decision scope, and required domain authority for each accepted row.
ArchitectureAvailable mapping technology limits the relation vocabulary.State the semantic relation first; choose its carrier later.
Ontology/EpistemologySimilarity, correlation, broader/narrower relation, and equivalence collapse.Use the narrowest supported relation and preserve uncertainty and counterexamples.
PragmaticsEvery possible endpoint pair is reviewed.Restrict rows to relations that can change the contract or a dependent result.
DidacticsDirection arrows are read as a mandatory processing order.Explain orientation as relation or transformation meaning, not lifecycle sequence.