Library / First Principles Framework (FPF) - Core Conceptual Specification
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C.29:4.2a - When mathematicalization pays

Introduce a representation when it changes what can be derived, compared, observed, constructed or ruled out for the working question. An adequate ordinary calculation may already supply the answer. If no useful consequence or next inquiry follows, keep ordinary prose or the domain result; no C.29 output is required.