Chevron and Williams are constructing gas-fired power plants and pipelines to meet surging data center energy demands. These fossil fuel firms capitalize on the massive electricity requirements of LLM training and inference. This shift prioritizes immediate grid stability over green transitions. Practitioners should expect energy volatility to dictate the pace of hardware scaling.