In language-only settings, reasoning traces have improved performance on many tasks, but they require additional compute which adds undesired latency. In multimodal settings, this tradeoff is less clear-cut, for tasks such as image captioning and optical character recognition (OCR), reasoning is often unnecessary and can even be harmful (opens in new tab), while mathematical and scientific problem-solving benefit from multi-step reasoning. Thus, the choice of when to reason or not can be quite nuanced.
Mark Gurman 一直以来在苹果产品爆料方面拥有较高的准确率，因此其关于 Mac Studio 升级时点的说法被业内视作相对可靠的风向标。 在 MacBook 全线完成更新之后，Mac Studio 成为首批迈入 M5 时代的桌面级产品，也被视为苹果继续巩固高端专业市场布局的重要一步。
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