Cutting-edge studies address key challenges in energy storage and battery health. Researchers have developed AI-driven models for estimating lithium-ion battery health with enhanced accuracy, vital for electric vehicle longevity. Novel lithium-rich cathode materials incorporating graphene and zinc show improved stability and capacity. Advances also include development in betavoltaic battery commercialization, potentially providing longer-lasting power solutions. These technologies target sustainability and performance in battery-dependent sectors.