Record quarterly stock gains signal a pivot for MediaTek as it moves into AI chip production. Investors are betting on this transition to offset declines in the company's legacy hardware business. The shift positions the firm as a direct competitor to established silicon giants. This move diversifies the supply chain for edge AI hardware.