G.12:7 — Bias-Annotation
Preface node
heading:g-12-7-bias-annotation:107041
What this page is
This is generated FPF reference text from the specification preface or supporting sections. It helps interpret FPF; it is not FPF Reference product documentation.
Methodology
Use it to understand how the specification wants to be read, then return to a route, pattern, or work packet for active work. Cite generated IDs only when the wording changes the task decision.
Content
G.12 counters screen-first, “latest”-by-default, scalar-winner, and publication-as-truth bias. A clean view can hide incompatible definitions, while a dense technical record can make a simple trend unreadable. Start from exact result claims, show the smallest useful view, and keep deeper replay and refresh detail addressable rather than visually dominant.
Last Updated: 2026-09-03 — upstream FPF commit b999972c (github.com/ailev/FPF)