Library / First Principles Framework (FPF) - Core Conceptual Specification
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B.2:6 - Bias-Annotation

Bias riskFailureMitigation
Emergence rhetoricA gain, surprise, or synergy label declares a new whole.Perform B.2’s existing-whole comparison before declaring a new whole.
Record as ontologyTrigger profiles, result fields, or checklist labels become U-kinds.Keep the trigger profile, optional explanation result, and reidentification record as U.Episteme values; keep the ordinary comparison as an action. Let E.24.UK handle public-kind admission and A.1 recognize the candidate new whole.
Math as MHTGraph, RG-like, MSPD, benchmark, scaling, or morphism expression declares whole reidentification.Use C.29; recover holon identity and existing-whole explanation first.
Binary agencyAgency threshold crossing is treated as a root kind or binary status.Use the direct characteristic-space and threshold patterns; use B.2 only when whole identity changes.
Transformation as containmentA system changes another holon and is treated as its part or containing whole without a separately obtaining part-whole relation.Use A.12, A.3.4, A.15.1, and the direct crossing relation pattern; apply B.2 only when separately grounded facts make whole reidentification current.