Early computers were special-purpose machines aimed at narrow use cases, a far cry from the computers we use today. Quantum computing is currently in a similar position, dominated by specialists developing standalone quantum algorithms rather than building up tools for broader applications. At Horizon Quantum, we learn from the history of classical computing in order to accelerate the development of a full software stack that will unlock the potential of quantum computers as powerful general-purpose machines.