NumPy
NumPy is the bridge from ordinary code into quantum. Arrays let you check amplitudes, probabilities, and gates yourself before you ever trust Qiskit.
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14:44 Quantum Computing The Python you actually need for quantum computing
Dictionaries for counts, just enough OOP to read Qiskit, and NumPy as the bridge. The thin slice that matters, nothing else.