Library / First Principles Framework (FPF) - Core Conceptual Specification
Jump to passage
In this reading

Link to current text

Published source confirmed at last check

Source changed 2026-10-03 05:29:54 UTC · snapshot created 2026-10-03 05:30:57 UTC · last check 2026-10-03 05:50:20 UTC

B.3:6.5 - Bias annotation

RiskCountermeasure
Formal prestigeAsk what uncertainty or verification need the formalization closes.
One-number preferenceKeep unlike characteristics separate unless an applicable model combines them.
Visible-authority biasResolve the exact claim and property established by the artifact.
Record completion biasAdd only fields the named use consumes.
Consequence inflationUse direct domain rules; consequence alone creates no assurance claim.