Modern notebooks with integrated AI hardware are changing the way artificial intelligence is used in everyday life. Instead of relying on external server farms, these large language models, image generators, or transcription systems run directly on the user’s own device.

This is made possible by the combination of powerful CPUs, dedicated graphics processors and, at the center of this development, a Neural Processing Unit (NPU). An NPU is not just an add-on, but a specialized accelerator designed precisely for the calculation of neural networks.

It enables offline AI tools such as GPT4All or Stable Diffusion not only to start, but also to react with high performance, low energy consumption and constant response time. Even with complex queries or multimodal tasks, the working speed rema

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