Loops in Python over NumPy arrays can be optimized automatically this way. But Numba’s optimizations are only automatic up to a point, and may not manifest significant performance improvements ...

First, you can’t just transport straight C for loops into Python. There has to be some concession to Python syntax. The initial attempt was clever but not clever enough.