How does NumPy implement universal functions (ufuncs) internally?

ufuncs are C-implemented loops that operate element-wise with broadcasting support.

Each ufunc contains type loops for different dtypes and executes compiled C code over contiguous memory blocks. They reduce Python overhead, support SIMD instructions in some builds, and integrate with NumPy's casting and buffering system.