Development and integration of EV batteries made from sustainable bio-materials. These batteries harness microorganisms to generate power and are designed to decompose safely and return nutrients to the soil at the end of their life cycle, eliminating the need for harmful mining and promoting a circular economy. AI predicts when batteries need replacing well in advance.