The hardware-software converge

The hardware-software convergence just took a massive leap. With Microsoft and Nvidia officially dropping the new Surface Laptop Ultra powered by native AI and the RTX Spark chip, the race for AI edge dominance is getting real.

Big tech isn't just building data centers anymore—they are putting heavy inference power straight into the hands of the end user.

Does on-device AI hardware finally unlock the software ROI enterprises have been waiting for, or are we just adding more expensive gear to the balance sheet?

$Microsoft(MSFT)$ $NVIDIA(NVDA)$ $Apple(AAPL)$

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