Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 08:25:59 UTC · snapshot created 2026-10-03 08:26:43 UTC · last check 2026-10-03 08:50:20 UTC

C.21:8 - Bias-Annotation

C.21 counters dashboard, standard-status, popularity, and pseudo-precision bias. A public standard can have little adoption; a widespread practice can lack formal recognition; a dense relation map can preserve important losses; and a polished dashboard can represent weak or stale claims. The progressive path keeps the remedy proportional.