AMD has acquired AI chip startup Taalas, which develops model-specific integrated circuits that etch model weights directly into silicon, promising to boost inference performance. The startup's approach is radically different from conventional GPUs and has shown impressive performance in early demos, with the ability to serve up to 17,000 tokens a second. However, the tech comes with a substantial downside, as once the chips are deployed, they are stuck with that model, and any changes require a re-spin of the chips. This acquisition is seen as a bid by AMD to upset Nvidia's dominance in AI hardware.