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American Focus > Blog > Tech and Science > DeepSeek-V3 now runs at 20 tokens per second on Mac Studio, and that’s a nightmare for OpenAI
Tech and Science

DeepSeek-V3 now runs at 20 tokens per second on Mac Studio, and that’s a nightmare for OpenAI

Last updated: March 24, 2025 1:16 pm
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DeepSeek-V3 now runs at 20 tokens per second on Mac Studio, and that’s a nightmare for OpenAI
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DeepSeek, a Chinese AI startup, has recently unveiled its latest large language model, DeepSeek-V3-0324, which has already garnered attention in the AI industry for its capabilities and unique deployment strategy. The 641-gigabyte model is freely available for commercial use under an MIT license and has the ability to run on consumer-grade hardware, such as Apple’s Mac Studio with the M3 Ultra chip.

The launch of DeepSeek-V3-0324 was a quiet one, with no whitepaper, blog post, or marketing push accompanying its release. This stealth approach is in stark contrast to the typical hype surrounding product launches by Western AI companies. Early reports suggest significant improvements over the previous version, with testers praising the model’s performance metrics.

The model’s architecture, based on a mixture-of-experts (MoE) approach, activates only a fraction of its parameters during specific tasks, leading to improved efficiency. Additional technologies like Multi-Head Latent Attention (MLA) and Multi-Token Prediction (MTP) further enhance the model’s speed and performance. Notably, a 4-bit quantized version reduces the storage footprint, making it feasible to run on consumer hardware like the Mac Studio.

DeepSeek’s open-source approach challenges the closed garden model of Silicon Valley companies, emphasizing the importance of freely available AI technology to drive innovation. This strategy has accelerated China’s AI capabilities, with other tech giants like Baidu, Alibaba, and Tencent following suit in open-sourcing their models.

The release of DeepSeek-V3-0324 sets the stage for the upcoming DeepSeek-R2 model, expected to focus on reasoning capabilities. This open-source reasoning model could democratize access to advanced AI systems that are currently limited to well-funded organizations. The model’s technical precision and formal communication style reflect a deliberate design choice for professional and technical applications.

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Overall, DeepSeek’s open-source strategy is reshaping the global AI landscape, narrowing the gap between China and the US in AI capabilities. By making advanced AI technology freely available, DeepSeek is enabling exponential innovation and potentially influencing how AI reshapes our world.

TAGGED:DeepSeekV3MacnightmareOpenAIrunsStudiotokens
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