Caltech professor Anima Anandkumar pioneers AI systems that embed physical laws to enable real scientific breakthroughs—from 100x safer medical catheters to ultra-fast weather models. Her approach overcomes the limitations of data-hungry LLMs by integrating domain knowledge directly into neural networks.