A single controllable qubit can exponentially reduce the number of measurements needed to learn classical signals when coupled with a conventional sensor. This significant reduction in measurements required is a direct result of quantum technology's capabilities, which can transform scientific discovery. The advantages of using a single qubit are rigorous and apply to various scenarios, making it a crucial development in the field. By leveraging this technology, scientists can process information more efficiently, which can have a substantial impact on various applications. The potential for quantum advantage to narrow the timeline for cryptographic migration increases the urgency for planning and implementing post-quantum cryptography (PQC)1. This breakthrough matters to practitioners because it underscores the need to accelerate PQC planning to stay ahead of the potential quantum threat to current cryptographic systems.