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Library / First Principles Framework (FPF) - Core Conceptual Specification
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G.Core:11 - SoTA alignment (informative)

Although FPF is conceptual (not a data governance framework), G.Core aligns Part‑G authoring with modern best practice patterns seen across post‑2015 work:

  • Selective prediction / abstention informs tri‑state guard discipline: abstaining or degrading is a first-class outcome, not an error coerced into a scalar.
  • Set-valued / conformal methods motivate set-return semantics: when comparability is partial or uncertainty is structural, returning sets/regions is often the SoTA-friendly representation.
  • Multiobjective optimization and quality-diversity reinforce declared set-result and Archive semantics instead of forced “best single scalar”.
  • Monotone constrained modelling (where used) supports “legality-first” scoring/aggregation: constraints and admissibility precede optimization, mirroring CG‑Spec gate discipline.
  • Schema evolution and contract testing motivate id-stable conformance points and typed trigger catalogues: stable identifiers + regression hooks are the practical mechanism for safe refactoring.