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 07:42:37 UTC · snapshot created 2026-10-03 07:43:27 UTC · last check 2026-10-03 08:00:10 UTC

D.2:5.1 - Bias-Annotation

Bias riskFailureMitigation
Local optimum becomes ethical sufficiencyA benefit at one level is treated as enough while another scope carries harm.Declare affected levels, scopes, holons, value concerns, and next subject pattern.
Fixed ladder biasA generic hierarchy such as individual, team, and society replaces the levels present in the case.Derive levels and scopes from the affected EntityOfConcern, named holons and Work, value frames, and responsibility relations that are current.
System-only biasMultilevel ethics is limited to material systems and misses epistemes, standards, publications, or descriptions.Treat affected systems and epistemes as admitted holons when the case makes them current.
Architecture absorbs ethicsA cross-scope residual is treated only as architecture because it has a structural shape.Use C.30.ILC for architecture residual and D.3 and D.4 when value, harm, responsibility, or admissible sacrifice is live.