In #579, there are several comments from @cisprague regarding potential performance improvements. This issue captures revisions relating to this. - https://github.com/alan-turing-institute/autoemulate/pull/586#pullrequestreview-2992886487 - https://github.com/alan-turing-institute/autoemulate/pull/586#discussion_r2189501435