Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 11:52:20 UTC · snapshot created 2026-10-03 11:53:41 UTC · last check 2026-10-03 14:25:10 UTC

C.18.1:7 - Bias-Annotation

BiasSymptomCorrection
Bigger-is-better biasMore compute, data, capacity, or freedom of action is treated as automatic improvement.Declare S, ScaleWindow, and elasticity class before using the scale claim.
Telemetry-as-objective biasCoverage or illumination is promoted into dominance by default.Keep telemetry report-only unless the selector policy explicitly admits it.
Knee-by-story biasA plateau or knee is asserted from one anecdote or one late observation.Require scale-probe points, replicates or uncertainty, and a cited threshold policy.