Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 16:02:47 UTC · snapshot created 2026-10-03 16:03:51 UTC · last check 2026-10-03 16:40:20 UTC

C.16.P:11 - Common Anti-Patterns and How to Avoid Them

Anti-patternSymptomRepair
Metric-as-evidenceA metric is treated as evidence, proof, gate input, or decision authority without evidence named by value, gate, decision, and measurement construction.Recover characteristic and scale construction, then apply A.10 or evidence named by value, gate, or decision pattern if that claim is being made.
Score-as-gateA score is treated as gate passage, readiness, release, or decision.Recover scale, threshold rule or reference, comparison reference or comparator set, and exact gate, decision, or release pattern.
Axis-as-ontologyAxis or dimension is treated as if it already named a characteristic or factor.Recover Characteristic, coordinate, latent factor, mathematical lens, structural aspect, or ordinary prose.
Strong-without-scaleStrong or weak asserts a degree of a characteristic without its scale or comparison reference or comparator set.Write the characteristic named by value and scale or demote to ordinary prose.
Indicator-as-indicated-characteristicIndicator wording hides the indicated characteristic or proxy relation.Name the indicated characteristic or claim, exact direct relation, and proxy-distortion risk when a proxy is used; return missing-governor only when no governing rule can state or test that claim. Keep missing facts and failed positive tests distinct under A.6.RCD:0.1.
Characterization repair copied everywherePatterns for the next questions keep their own metric, score, or strong trigger lists.Keep one thin cue and use C.16.P for hidden construction.