Thermal energy storage (TES) systems play a crucial role in integrating renewable energy sources like solar and wind power into the grid. These systems store excess thermal energy during periods of high production and release it when needed, mitigating the intermittent nature of renewables. However, achieving high-temperature storage remains a challenge for many TES technologies.