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 The M5 MacBook Air hit new all-time low prices this week, with $199 off nearly every model of the computer on Amazon. We're also tracking an ongoing low price on the AirPods Max 2, plus great discounts from Anker and Samsung.
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 The Level Lock Pro is Level's latest smart lock, featuring Matter connectivity for Apple Home, multiple unlocking methods, door status, and the unassuming design that Level products are known for.
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Artificial intelligence is not flash in the pan — it is here to stay. Gartner says more than 80% of enterprises will have used some form of generative AI APIs or applications by 2026. If you plan to be among those 80%, then you have to determine the best way to train and deploy it, on premises or in the cloud.
AI training requires specialized hardware that is very, very expensive compared to standard server equipment. It starts at the mid-six figures and can run into the several-million-dollar range. And that hardware cannot be repurposed for other uses such as databases.
In addition to purchasing and maintaining the AI hardware, there is the model on which your AI application is based. Training is the difficult part of AI and the most process intensive. Training can take weeks or even months, depending on the size of the data set. That could be months you don't have.
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Dell has unveiled a range of new laptops and PCs featuring neural processing units (NPUs) designed to run AI workloads on-device for improved video call quality and better laptop battery life.
Dell is one of several hardware vendors looking to benefit from growing interest in so-called "AI PCs." The moniker refers to the inclusion of NPUs that are more adept than CPUs or GPUs when it comes to processing generative AI (genAI) and other AI-based workloads.
These NPUs are set to become the norm in the coming years, analysts say, with major players such as Intel, AMD, Nvidia, and Qualcomm all offering NPUs. Gartner predicts AI PCs will make up 43% of PC sales in 2025; IDC puts the figure at 60% of the market by 2027.
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