Library / First Principles Framework (FPF) - Core Conceptual Specification
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A.19:5.1.7 - Overlay use, sensitivity, and calibration (Normative)

Use the weakest declared overlay that the argument needs. Declaring an order or distance does not make every predicate monotone, every map non-expansive, or either property necessary or sufficient for acceptance. Bands, target regions, and Boolean cuts are valid even when they are not isotone or continuous.

When a consumer makes a sensitivity, robustness, continuity, stability, or prediction-use claim, that consumer states:

  1. the exact function, predicate evaluation, or transition map and the overlay it uses;
  2. the domain, codomain, applicability conditions, and claimed property;
  3. any bound, margin, approximation, uncertainty, or error allowance required by the consumer’s policy; and
  4. the evidence or argument needed for that use.

A useful bound need not be Lipschitz <= 1; its admissible value comes from the named use and policy. Claim isotonicity only when the use depends on order preservation. Claim commutation with normalization only when that exact composition matters. C.16 governs relied-on measurement and calibration claims. A.3.3 governs prediction error, horizon, and model applicability; A.20, A.21, G.4, and the direct authority pattern govern their own constraint, gate, criterion, and decision consequences. Non-expansiveness or commutation alone grants no gate, release, assurance, or work authority.