Shares of X-Energy surged 30.9% during its Nasdaq debut. This valuation reflects investor appetite for carbon-free energy to power AI data centers. The company develops nuclear reactors to meet the massive electricity demands of LLMs. This trend links energy infrastructure directly to AI scaling capabilities for practitioners and operators.