Artificial intelligence is consuming vast amounts of electricity, raising sustainability concerns as demand grows. A new neuro-symbolic AI system offers a breakthrough by reducing energy use up to 100 times while improving accuracy. By combining learning with logical reasoning, this approach could make future AI systems more efficient, reliable, and environmentally sustainable.