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MMP.16:10 - Architectural Rationale

The general contribution is the construction of discriminating observations from models and their receiving use. It is separate from performing a physical test, deriving an estimator after observations, or choosing among all possible projects.

Separating the predicted response from its recording prevents a mathematical contrast from being mistaken for an observable one. Separating information from decision consequence lets exploratory research retain its own value while avoiding an automatic demand for more evidence in ordinary work.

The deterministic and probabilistic branches share that construction. Their guarantees differ, so the pattern does not reduce every use to one statistical test or one information metric. Existing FPF choice, resource and improvement methods receive the consequences produced here.