Purpose and inferential boundary | Build a design-explicit data object | Prespecify the transfer design and ensemble budget | Fit once and retain separate evidence streams | Inspect external labels only after consensus | Reproducibility record

Why the package has contracts | What changed in the 1.2.0 contract | What changed in the 1.1.0 contract | Stable and experimental interfaces | Object boundaries are scientific boundaries | Reporting an analysis

The question comes before the class map | Preserve the sampling design | Audit representation and partitions separately | A conclusion may be withheld | Governed real-data examples | Compare prespecified analysis choices on shared samples

A map is one member of an ensemble | Ensemble evidence belongs beside the map

Why the resampling unit matters | Mapping to a held-out monitoring domain | Map a later monitoring batch without refitting | Predefined temporal or spatial blocks