Alphabet is raising $80B to fund AI infrastructure, sparking volatility and a rally in tech and semiconductor stocks. Despite market excitement, many hardware beneficiaries like AMD and Marvell are overvalued, making them unattractive for long-term investment at current levels. Nvidia offers a compelling opportunity with reasonable valuations relative to sector peers and remains central to hyperscaler CapEx.