A new device has been developed that can potentially improve energy harvesting. The device appears to surpass traditional thermodynamic limits, possibly by utilizing non-thermal electron states or exploiting an imbalance in radiation. However, it is unclear if this device is related to a separate report about a large AI model being downloaded without permission, which may also have implications for energy usage.