Schematic representation of the experimental setup and control strategy.

Cooling Quantum Systems: A Breakthrough in Hybrid Architecture

A groundbreaking quantum cooling protocol demonstrates how a macroscopic oscillator can mediate between a single-probe spin and a spin ensemble, achieving ground-state cooling through weak dispersive coupling and measurement feedback, with promising applications in quantum technology and remote sensing.

The basic idea is to achieve quantum control through the application of the AI agent (left). For instance, to cool the quantum ball (red) down to the bottom of the well in presence of environmental noises, the AI controller, which is based on reinforcement learning, would identify intelligent control pulses (middle polar graph).

Pulses driven by artificial intelligence tame quantum systems

It’s easy to control the trajectory of a basketball: all we have to do is apply mechanical force coupled with human skill. But controlling the movement of quantum systems such as atoms and electrons is much more challenging, as these minuscule scraps of matter often fall prey to perturbations that knock them off their path in unpredictable ways. Movement within the system degrades — a process called damping — and noise from environmental effects such as temperature also disturbs its trajectory.