In 28 GPU hours, AI agent ElementsClaw scanned 2.4 million stable crystals, identifying 68,000 potential superconductors—far surpassing centuries of human discovery. Using a geometric deep graph neural network and large language model, it autonomously read data and synthesized four novel superconductors, improving recommendation accuracy by an order of magnitude over natural hit rates.