Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 05:29:54 UTC · snapshot created 2026-10-03 05:30:57 UTC · last check 2026-10-03 06:55:20 UTC

A.6.0:6 - Bias-Annotation

Scope declaration: Universal across FPF-governed domains.

  • Gov. Favors making the direct governor of declaration membership, declared content, and neighboring claims inspectable, together with explicit dependencies. Counter-risk: declaration administration can grow beyond reuse value. Mitigation: add SignatureManifest only for actual dependency.
  • Arch. Favors a small declaration core with direct neighboring patterns. Counter-risk: the signature becomes a central container. Mitigation: keep realization, work, evaluation, and publication with their direct patterns.
  • Onto-Epist. Favors strict separation of declaration episteme, declared subject, obtaining occurrence, assertion, and representation. Counter-risk: excessive explicitness. Mitigation: stop at the direct assertion unless two named consumers share declaration content or one later claim must distinguish the occurrence.
  • Prag. Favors reusable named SlotSpecs and laws. Counter-risk: one-off work becomes formal paperwork. Mitigation: ordinary direct sentences remain sufficient.
  • Did. Favors the four content groups and local mantra. Counter-risk: readers treat the mnemonic order as a required execution order. Mitigation: apply A.22.CGUS only to an independently identified structure of potential continuations; actual execution remains a separate Work or Transformation claim.
  • Context transport. Interpret the signature’s claims under the effective U.ReferenceScheme and use them within their stated scope. Counter-risk: the same label in another context is treated as equivalent or safely substitutable. Mitigation: when a proposed reuse relates two exact F.17 local senses, test the direct F.9 predicate and cite a Bridge only when it obtains; state direction, rule, tolerated loss, and polarity in a separate bounded-use claim. Without the needed semantic relation and use claim, do not transport the claim by label alone.
  • Comparability. Two declarations do not become comparable because both expose numbers. Counter-risk: numeric appearance hides incompatible characteristics, measurement procedures, units, scales, comparators, or normalization. Mitigation: apply the current A.17/A.18/C.16 characteristic, measurement, and unit-and-scale patterns and A.19.CPM/A.19.UNM comparison and normalization patterns as the case requires, then state the resulting comparison boundary; keep their detailed legality and result-shape rules with those subject patterns.
  • Register. Make technical declaration blocks and worked cases readable for their intended use. Counter-risk: a technically correct block remains unusable without private decoding. Mitigation: apply F.19’s connected reading and local revalidation. Unpack decisive FPF terms or add an ordinary explanation only when needed to recover the claim or action and its relevant result; preserve the governed object, subject pattern, admissible use, and practical action.

The examples deliberately span physical modeling, medicine, learning, and formal work. Each worked declaration has its own C.2.1 identity, which remains independent of its publication form.