Not everyone needs more than one language in the same notebook communicating between each other. But if required, then the cell magic system looks superior to me: have a look at %%fortran, %%cython, %%javascript, %%html, %%bash options. Also it is possible to switch kernels in the same notebook, but serialization of state between kernels is handled by user.