Library / First Principles Framework (FPF) - Core Conceptual Specification
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C.19.2:6 - Bias-Annotation

Applicable bias lenses: Gov, Arch, Onto/Epist, Prag, Did. Scope: cross-domain bounded application work.

The main bias is prestige-by-apparatus: richer form, newer tooling, or familiar terminology is treated as practical superiority. The mitigation is one declared result and guarantee, direct-kind candidates, actual adaptation/work cost, and a positive one-apparatus path. A second bias is automation optimism; cheaper computation does not erase evidence, human attention, integration, or consequence review.