TSMC Chairman C.C. Wei disclosed at the company’s first-quarter 2026 earnings call that the foundry is collaborating with a customer on next-generation LPU development —a remark that stopped short of naming Nvidia— but that supply chain observers widely read as signaling TSMC’s intent to compete for the inference chip business currently manufactured by Samsung.