`fit_engine()` dispatches on the [MsEngine] spec to the `fit_fn` stored on its registry row (see [register_ms_engine()]). It is the hardhat-named generic of the engine registry; the user-facing extraction/fitting entry points (`ms_extract()`/`ms_fit()`) call it at the API boundary.