Library / First Principles Framework (FPF) - Core Conceptual Specification
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D.1:4.1 - Bias-Annotation

Bias riskFailureMitigation
Ethical label as permissionA word such as responsible or fair is treated as enough to act.Name the value concern, affected EntityOfConcern, evidence, and admissible use.
One doctrine by defaultThe local text silently assumes one ethical theory while claiming neutrality.Name the ethical theory, tradition, or project value frame when it changes the claim.
Technical proof substitutes for value frameEvidence, model quality, or architecture adequacy is read as ethical adequacy.Keep evidence-use and assurance patterns separate from the ethical value frame.
Ethics becomes universal ownerEvery difficult concern is assigned to D.1.Use D.1 only for value-frame boundary; return conflict, mediation, bias, causal, assurance, and architecture claims to their subject patterns.