Google is negotiating with Samsung Electronics to manufacture components for its next-generation AI chips. This move diversifies the supply chain away from total reliance on TSMC. The partnership aims to scale production capacity as compute demand spikes. Hardware engineers should watch for shifts in fabrication yields and potential architectural changes in future TPUs.