Library / First Principles Framework (FPF) - Core Conceptual Specification
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D.3:5.1 - Bias-Annotation

Bias riskFailureMitigation
Debate replaces a connected accountThe team argues about values before connecting each claim to an affected entity, scope, frame, consequence, and horizon.Write the side rows and tension statement before mediation.
Description becomes conflictA diagram, matrix, or narrative is treated as the ethical conflict itself.Identify the description as a C.2.1 episteme and keep its EntityOfConcern and presentation form separate.
Collection name becomes responsibilityOrganization, society, public, market, or AI is treated as responsible by label.Recover systemhood, membership, participation, assignment, and agency evidence separately; cite the exact responsibility relation or missing governor.
Formal completeness displaces useA large record is filled even though two sides and one tension already answer the current question.Stop at the first adequate description and add only detail consumed by the next use.
Architecture absorbs ethicsCross-scope residual wording hides value, harm, responsibility, or admissible sacrifice.Use the applicable architecture pattern for the residual and use D.3 with D.4 for the ethical conflict and its use.