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Library / First Principles Framework (FPF) - Core Conceptual Specification
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G.3:2 - Problem

Without a disciplined CHR authoring layer, teams repeatedly produce “measurable slots” that are numerically manipulable but semantically unlawful:

  • Meaning leaks when the same token is reused after its referent or sense, bearer, scope, validity window, evidence basis, or intended use has changed.
  • Illicit arithmetic (e.g., averaging ordinals, mixing units, laundering polarity).
  • Hidden normalizations that silently change scale type, polarity, or admissible transforms.
  • Unreproducible comparisons (missing edition pins for methods/distances/policies; unclear reference plane).
  • Unscoped reuse (the characteristic or scale lacks an exact edition, bearer, scope and validity window, reference plane, evidence basis, or intended downstream use; any relation needed for reuse is left unstated).
  • Un-auditable aggregation (no explicit legality surface and guard surface; no proof hooks; unclear governing definition for the Γ‑fold).
  • Refresh chaos (changes in names/editions/policies do not map to typed RSCR causes).