Developers face an uphill challenge as quantum computing disrupts conventional algorithmic complexity. In a thoughtful piece by Alex Williams at CACM, the paradigm shift is likened to upgrading from a bicycle to a high-speed train, where old optimization methods become obsolete. The article illustrates how these advances can transform AI and system architecture.