An initial $2 billion investment secures Nvidia a 20 percent stake in power infrastructure developer Lancium. Total funding will reach $3 billion to support the Stargate data center project. This move secures critical power capacity for massive GPU clusters. Hardware practitioners should expect faster scaling of hyperscale AI infrastructure.