Library / First Principles Framework (FPF) - Core Conceptual Specification
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B.2.4:5.4 - Bias-Annotation

Bias riskFailureMitigation
Capability as emergenceA new capability label or supporting report declares a new whole.Recover the exact capability facts and direct pattern, separate their evidence, and perform B.2’s ordinary existing-whole comparison.
Function as partA function block or functioning relation becomes physical or organizational parthood.Separate functioning relation, bearer allocation, selected structure, and part-whole claims.
Method chain as wholeA sequence of methods or work stages is called a new holon.Keep method, method description, work plan, and work occurrence with subject patterns.
Diagram as flow structureA diagram or graph is treated as the in-life transformation-flow structure.Use the mathematical, description, publication, and selected-structure patterns before B.2.
Metric jump as MHTA benchmark, KPI, robustness, or threshold gain declares whole reidentification.Use C.16, A.19, A.10, and B.2 existing-whole explanation before MHT.