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Keep R and Python native preprocessor schemas as-is (no cross-platform unification); they remain same-platform-only.
Add cross_platform_portable boolean to the covariate_preprocessor object, computed at serialization time as (all covariates numeric).
When cross_platform_portable == false, record the list of offending (non-numeric) columns.
Cross-platform loader gate: if writer platform ≠ loader platform and flag is false → hard error naming offending column(s). Same-platform loads ignore the flag entirely.
Numeric-only model: confirm the transform is identity and load/predict works in the other language.
cross_platform_portableboolean to thecovariate_preprocessorobject, computed at serialization time as(all covariates numeric).cross_platform_portable == false, record the list of offending (non-numeric) columns.platform≠ loader platform and flag is false → hard error naming offending column(s). Same-platform loads ignore the flag entirely.