How does NumPy handle internal type resolution in mixed operations?

NumPy resolves mixed types using a type hierarchy and safe promotion rules.

When combining arrays of different types, NumPy uses a type resolution system that selects the safest common dtype. This prevents overflow and precision loss. The process is consistent across ufuncs, reductions, and assignment operations.