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Alphabet unveiled two specialized AI chips, TPU 8tx and 8i Max, aimed at secure computing and advanced AI workloads, escalating its challenge to Nvidia's dominance in AI accelerators. Google's TPUs are reportedly priced roughly 30% below comparable Nvidia GPUs, giving the company a cost advantage as it pushes its custom silicon into a market currently led by Nvidia. The move matters because it signals growing competition in the AI chip supply chain, where Nvidia's GPUs remain the industry standard and a key driver of its revenue and market valuation. Investors will watch whether the new TPUs win external cloud customers and enterprise AI workloads, and whether Nvidia responds with pricing or product updates.

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