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 16:02:47 UTC · snapshot created 2026-10-03 16:03:51 UTC · last check 2026-10-03 16:25:20 UTC

E.21:5.1 - Bias-Annotation

E.21 resists Goodhart-style quality substitution: a high value is not produced by length, source count, approval state, checklist closure, or elegant phrasing when the required coordinate evidence is absent. It also blocks semio-bias by checking whether the evaluated pattern leads with its own EntityOfConcern and user-facing action rather than with description, publication, source, review, or repair apparatus.