At SC25 in St. Louis, NVIDIA unveiled AI-accelerated pipelines and microservices under the ALCHEMI suite to revolutionize chemistry and materials research. From Brookhaven's nanoscale imaging to ENEOS's immersion cooling fluids and UDC's next-gen OLEDs, these tools promise to slash simulation times and unlock breakthroughs in energy, aerospace, and displays. This fusion of GPU power and AI is poised to accelerate discoveries critical for future tech like liquid-cooled data centers and efficient batteries.