Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 07:42:37 UTC · snapshot created 2026-10-03 07:43:27 UTC · last check 2026-10-03 08:00:10 UTC

D.4:5.1 - Bias-Annotation

Bias riskFailureMitigation
Conflict description becomes decisionA D.3 description is treated as if it already selected an action.Name the D.4 move and its admissible use.
Assurance becomes permissionTechnical assurance is read as ethical authorization.Keep assurance as an assurance or evidence relation and record the ethical use separately.
Formula becomes ethicsAllocation, optimization, or scoring is treated as the ethical decision.Use C.29 for the mathematical lens; use D.4 to record the bounded ethical use without making the pattern an agent or responsible party.
Residual harm disappearsAction proceeds while residuals, admitted decision or repair Systems, and direct responsibility relations stay unnamed.Name accepted residuals, prospective plans, commitments, permissions, authority and assignment requirements, the admitted direct responsibility predicates or exact missing governors, evidence limits, and return condition. Identify actual Work and its performer when performance is claimed; add assignment-bound attribution when that further claim is made.