Nvidia Extends Its Reach: AI Moves into Chip Fabrication and the Windows Desktop
02.06.2026 - 14:12:39 | boerse-global.de
Nvidia is threading its technology into both ends of the semiconductor value chain. On one side, the company has persuaded TSMC, the world’s largest chipmaker, to embed Nvidia’s AI accelerators and software directly inside its own fabrication process. On the other, Nvidia is preparing a new superchip called the RTX Spark that aims to turn ordinary Windows laptops and desktops into local AI powerhouses. The two moves, announced within days of each other, signal a broad strategic push that goes far beyond the data-centre dominance the company has enjoyed over the past two years.
TSMC is now using Nvidia’s Metropolis platform and TAO Toolkit to automate defect detection down to nanometre-scale errors, reducing the need for manual labelling and retraining. The partnership, announced on 1 June, also covers computational lithography via cuLitho, chemical simulation via cuEST, and factory-optimisation tools. Nvidia claims cuLitho improves cost efficiency or cycle time by 20 to 50 percent compared with CPU-based lithography at the same total cost of ownership, while cuEST delivers chemical simulations up to 50 times faster. TSMC is also testing Omniverse libraries for FabTwin, a virtual factory environment used to simulate process-tool layouts before physical implementation. No financial terms were disclosed, but the technology shift is significant: Nvidia is turning its own hardware into a tool for making ever more advanced chips.
Nvidia’s first-quarter fiscal-2027 results, released in the same period, underline the sheer scale of the business that funds these expansions. Revenue hit $81.6 billion, up 85 percent year on year. The data-centre segment alone contributed $75.2 billion, a 92 percent jump, split between $60.4 billion in compute and $14.8 billion in networking. Gross margins remained elevated at 74.9 percent GAAP and 75.0 percent non-GAAP. For the current quarter, Nvidia guided for $91 billion in revenue, plus or minus 2 percent, and reiterated that it expects zero data-centre compute revenue from China. The stock traded at €195.56 soon after the TSMC news, a year-to-date gain of 21.39 percent, with a market capitalisation of roughly $5.47 trillion and a price-to-earnings ratio of 34.15 – 13.35 percent above its 50-day moving average.
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The RTX Spark campaign targets a different market entirely. The chip combines a CPU with up to 20 cores and a Blackwell GPU with 6,144 cores, linked to shared memory that can reach 128 GB. Nvidia claims petaflop-scale AI performance, enough to run large language models locally, generate 4K AI video, and handle 3D scenes exceeding 90 GB. The first devices, due this autumn, will come from Dell, Lenovo, ASUS, HP, MSI, Acer and GIGABYTE, and will include Microsoft’s Surface Laptop Ultra. Jensen Huang has described the PC not merely as a tool but as a “team-mate” for complex tasks. Adobe is already adapting Photoshop and Premiere to the platform, and Nvidia is working closely with Microsoft to align Windows PCs around personal AI agents that can plan, create content and span multiple applications.
Parallel to the PC offensive, Nvidia is also fleshing out its robotics and autonomous-vehicle stack. It released Cosmos 3, an open foundation model for physical AI that can reason about and simulate worlds. Isaac GR00T provides an open reference for humanoid robots, while Alpamayo 2 Super, a vision-language-action model with 32 billion parameters, targets safe Level-4 robotaxi systems. These extensions show that Nvidia is pushing AI into every layer of daily life – from the chip factory to the desktop to the road – rather than relying solely on data-centre growth.
The stock has responded with measured optimism. Earlier this week Nvidia shares changed hands at €193.64, up 0.38 percent on the day and 14.05 percent over the past month, but still 3.69 percent below the 52-week high. The year-to-date advance stood at 20.20 percent. For investors, the near-term question is whether the TSMC partnership will translate into a material and recurring revenue stream for Nvidia’s platform strategy, and whether the RTX Spark can crack a PC market long dominated by Intel and AMD. The autumn will provide the first real test.
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