Omar Marques | Lightrocket | Getty ImagesSouth Korea's chip heavyweights SK Hynix and Samsung Electronics soared more than 20% in Seoul on Friday, tracking a sharp rally in U.S. technology stocks after blockbuster earnings from Amazon and Microsoft revived optimism around artificial intelligence spending.LG Innotek advanced 11.2% and Seoul Semiconductor rose 7.8%. Japanese chip stocks also rallied sharply. Advantest, climbed nearly 18%, while Tokyo Electron gained almost 9%, Disco rose over 13%, Lasertec advanced more than 12% and Renesas Electronics added over 10%. SoftBank Group, a key artificial intelligence proxy as its owns Arm, also jumped more than 9%.The chip rally in Asia marks a sharp reversal from this week's bruising sell-off, as semiconductor stocks were battered by concerns over lofty AI valuations and signs of intensifying competition from Chinese memory chipmakers.The iShares Semiconductor ETF (SOXX) surged more than 8% overnight, as investors piled back into AI-linked chipmakers following stronger-than-expected cloud results from the two U.S. tech giants.Amazon jumped more than 9% in extended trading after reporting second-quarter revenue that beat analysts' expectations, driven by continued strength in its cloud-computing business. Microsoft had rallied 16% during Thursday's regular session after reporting faster-than-expected Azure cloud growth, reinforcing confidence that AI infrastructure spending remains robust.