The PyMethodDef/PyModuleDef/PyInit_ scaffolding you're writing here is the exact structure NumPy's C core and Cython-generated modules compile down to — it's the real ABI every performance-critical Python library uses to drop into C. Getting PyArg_ParseTuple format codes and reference-counted return values right is what separates a working extension from one that segfaults or leaks.