Chip stocks are surging in premarket trading Monday after Taiwan's Foxconn posted record fourth-quarter revenue, driven by the boom in artificial intelligence (AI) demand.

While Nvidia, AMD and others have benefited the most from AI's rapid adoption, the future will belong to companies that develop energy-efficient chips that can power smaller language models in ...