custom silicon
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Microsoft Turns Maia 300 Into a Multi-Gigawatt Inference Rail
Microsoft announced Maia 300 on October 12, 2026, saying Azure Maia will scale to multi-gigawatt deployments starting in 2027 and become the primary inference system for Microsoft products and services. The company says the system is aimed at long-context, latency-sensitive and agentic workloads, with 40% more tokens per megawatt than leading GPU-based systems. Reuters reported Microsoft may deploy more than one million custom AI chips next year as it tries to lower costs and reduce reliance on outside accelerators.
Published Oct 13, 2026
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Google Turns Custom AI Chips Into a Marvell Equity-Control Deal
Marvell disclosed that it entered a July 29, 2026 commercial agreement with Google to develop custom semiconductor products tied to the TPU ecosystem. The August 19 filing also says Marvell issued Google a warrant for up to 58,970,907 shares at $206.58 per share, with most vesting tied to Custom Products revenue through Marvell’s fiscal 2033. The structure turns Google’s AI chip demand into a potential equity position while giving Marvell a long runway into TPU-adjacent infrastructure.
Published Aug 20, 2026