NVIDIA's Nightmare, But Startups' Dream? How DeepSeek's R1 Model Disrupts the AI Ecosystem
Chinese AI startup DeepSeek has disrupted the U.S. artificial intelligence ecosystem with its latest large model, causing chip leader NVIDIA's market value to drop by hundreds of billions of dollars overnight upon its release. At the same time, smaller AI companies see an opportunity to scale up through DeepSeek.
Several AI chip companies have stated that DeepSeek's emergence represents a "huge opportunity" for them rather than a threat.
Andrew Feldman, CEO of chip startup Cerebras Systems, said, "Developers are very keen to replace OpenAI's expensive and closed models with open-source models like DeepSeek R1..."
Cerebras is one of the few challengers to NVIDIA in training AI models, offering cloud-based services through its own computing clusters. Feldman noted that the release of the R1 model brought Cerebras one of the largest spikes in service demand ever.
Feldman added, "R1 shows that [AI market] growth will not be dominated by a single company — hardware and software moats do not exist for open-source models."
The open-source R1 inference model released by DeepSeek at the end of last month rivals the best U.S. technology and has stunned global markets by achieving cutting-edge performance at a low cost.
Feldman said, "Like in the PC and internet markets, falling prices help fuel global adoption. The AI market is on a similar secular growth path."
The "Surge" of Inference Chips
Chip startups and industry experts believe that by accelerating the cycle of AI from the "training phase" to the "inference phase," DeepSeek could increase the adoption of new inference chip technologies.
Inference refers to the use of AI to make predictions or decisions based on new information, as opposed to the training phase, which involves building or training models.
Philip Lee, a semiconductor equity analyst at Morningstar, pointed out, "To put it simply, AI training is about building a tool, or algorithm, while inference is about actually deploying this tool for use in real applications."
While NVIDIA dominates the GPU market for AI training, many competitors see room for expansion in the inference space, promising greater efficiency at lower costs.
Lee added that AI training requires massive computing power, but inference can be done with less powerful chips programmed to perform a narrower range of tasks.
Many industry insiders believe that as customers adopt and build on DeepSeek's open-source models, they are seeing increasing demand for inference chips and computing.
Sid Sheth, CEO of AI chip startup d-Matrix, said, "[DeepSeek] has demonstrated that smaller open models can be trained to be as capable or more capable than larger proprietary models and this can be done at a fraction of the cost."
He also noted that the company has recently seen a doubling of interest from global customers in accelerating their inference plans.
Robert Wachen, co-founder and COO of AI chip manufacturer Etched, said that since DeepSeek released its inference model, dozens of companies have reached out to the startup. "Companies are [now] shifting their spend from training clusters to inference clusters."
Sunny Madra, COO of Groq, a company developing AI inference chips, said in an interview last week that as overall AI demand grows, smaller companies will have more room to expand. "As the world is going to need more tokens [a unit of data that an AI model processes] Nvidia can't supply enough chips to everyone, so it gives opportunities for us to sell into the market even more aggressively."
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“𝑰 𝒘𝒂𝒏𝒕 𝒕𝒐 𝒕𝒂𝒌𝒆 𝒂 𝒎𝒐𝒎𝒆𝒏𝒕 𝒕𝒐 𝒔𝒉𝒂𝒓𝒆 𝒉𝒐𝒘 𝑮𝒐𝒅 𝒉𝒂𝒔 𝒃𝒆𝒆𝒏 𝒕𝒓𝒖𝒍𝒚 𝒇𝒂𝒊𝒕𝒉𝒇𝒖𝒍 𝒊𝒏 𝒎𝒚 𝒍𝒊𝒇𝒆. 𝑨𝒔 𝒂 𝒓𝒆𝒕𝒊𝒓𝒆𝒅 𝒘𝒐𝒓𝒌𝒆𝒓, 𝑰 𝒂𝒎 𝒃𝒍𝒆𝒔𝒔𝒆𝒅 𝒕𝒐 𝒉𝒂𝒗𝒆 𝒂 𝒈𝒓𝒐𝒖𝒑 𝒐𝒇 𝒇𝒓𝒊𝒆𝒏𝒅𝒔 𝒇𝒓𝒐𝒎 𝒅𝒊𝒇𝒇𝒆𝒓𝒆𝒏𝒕 𝒄𝒐𝒖𝒏𝒕𝒓𝒊𝒆𝒔, 𝒊𝒏𝒄𝒍𝒖𝒅𝒊𝒏𝒈 𝒕𝒉𝒆 𝑼𝑲, 𝑼𝑺𝑨, 𝑰𝒏𝒅𝒊𝒂, 𝑪𝒂𝒏𝒂𝒅𝒂, 𝑨𝒖𝒔𝒕𝒓𝒂𝒍𝒊𝒂, 𝒂𝒏𝒅 𝑮𝒆𝒓𝒎𝒂𝒏𝒚. 𝑻𝒐𝒈𝒆𝒕𝒉𝒆𝒓, 𝒘𝒆’𝒗𝒆 𝒔𝒉𝒂𝒓𝒆𝒅 𝒊𝒅𝒆𝒂𝒔 𝒂𝒃𝒐𝒖𝒕 𝒆𝒔𝒕𝒂𝒃𝒍𝒊𝒔𝒉𝒊𝒏𝒈 𝒂 𝒃𝒖𝒔𝒊𝒏𝒆𝒔𝒔. 𝑶𝒏𝒆 𝒐𝒇 𝒖𝒔 𝒊𝒏𝒕𝒓𝒐𝒅𝒖𝒄𝒆𝒅 𝒕𝒉𝒆 𝒄𝒐𝒏𝒄𝒆𝒑𝒕 𝒐𝒇 𝒊𝒏𝒗𝒆𝒔𝒕𝒊𝒏𝒈 𝒐𝒖𝒓 𝒑𝒆𝒏𝒔𝒊𝒐𝒏𝒔 𝒊𝒏 𝒄𝒓𝒚𝒑𝒕𝒐 𝒕𝒓𝒂𝒅𝒊𝒏𝒈. 𝑰𝒏𝒊𝒕𝒊𝒂𝒍𝒍𝒚, 𝑰 𝒉𝒂𝒅 𝒎𝒚 𝒅𝒐𝒖𝒃𝒕𝒔, 𝒃𝒖𝒕 𝒂𝒇𝒕𝒆𝒓 𝒔𝒆𝒆𝒊𝒏𝒈 𝒉𝒊𝒔 𝒑𝒐𝒓𝒕𝒇𝒐𝒍𝒊𝒐 𝒈𝒓𝒐𝒘 𝒔𝒊𝒈𝒏𝒊𝒇𝒊𝒄𝒂𝒏𝒕𝒍𝒚 𝒇𝒓𝒐𝒎 𝒂 𝒔𝒎𝒂𝒍𝒍 𝒔𝒕𝒂𝒓𝒕, 𝑰 𝒅𝒆𝒄𝒊𝒅𝒆𝒅 𝒕𝒐 𝒈𝒊𝒗𝒆 𝒊𝒕 𝒂 𝒕𝒓𝒚.
𝑻𝒉𝒊𝒔 𝒂𝒎𝒂𝒛𝒊𝒏𝒈 𝒘𝒐𝒎𝒂𝒏, 𝑪𝒂𝒕𝒉𝒆𝒓𝒊𝒏𝒆 𝑬. 𝑹𝒖𝒔𝒔𝒆𝒍𝒍, 𝒉𝒂𝒔 𝒃𝒆𝒆𝒏 𝒂 𝒃𝒍𝒆𝒔𝒔𝒊𝒏𝒈 𝒕𝒐 𝒖𝒔. 𝑾𝒊𝒕𝒉 𝒉𝒆𝒓 𝒍𝒆𝒈𝒊𝒕𝒊𝒎𝒂𝒕𝒆 𝒕𝒓𝒂𝒅𝒊𝒏𝒈 𝒔𝒊𝒈𝒏𝒂𝒍𝒔, 𝒘𝒆’𝒗𝒆 𝒃𝒆𝒆𝒏 𝒂𝒃𝒍𝒆 𝒕𝒐 𝒆𝒂𝒓𝒏 𝒎𝒐𝒓𝒆 𝒎𝒐𝒏𝒆𝒚 𝒕𝒉𝒂𝒏 𝒘𝒆 𝒆𝒗𝒆𝒓 𝒅𝒊𝒅 𝒘𝒊𝒕𝒉 𝒐𝒖𝒓 𝒔𝒂𝒍𝒂𝒓𝒊𝒆𝒔. 𝑺𝒉𝒆 𝒊𝒔 𝒕𝒓𝒖𝒍𝒚 𝑮𝒐𝒅-𝒔𝒆𝒏𝒕 𝒂𝒏𝒅 𝒉𝒂𝒔 𝒃𝒓𝒐𝒖𝒈𝒉𝒕 𝒇𝒊𝒏𝒂𝒏𝒄𝒊𝒂𝒍 𝒃𝒓𝒆𝒂𝒌𝒕𝒉𝒓𝒐𝒖𝒈𝒉𝒔 𝒕𝒐 𝒎𝒂𝒏𝒚. 𝑰𝒇 𝒚𝒐𝒖’𝒓𝒆 𝒍𝒐𝒐𝒌𝒊𝒏𝒈 𝒇𝒐𝒓 𝒂 𝒘𝒂𝒚 𝒕𝒐 𝒊𝒎𝒑𝒓𝒐𝒗𝒆 𝒚𝒐𝒖𝒓 𝒇𝒊𝒏𝒂𝒏𝒄𝒊𝒂𝒍 𝒔𝒊𝒕𝒖𝒂𝒕𝒊𝒐𝒏, 𝑰 𝒆𝒏𝒄𝒐𝒖𝒓𝒂𝒈𝒆 𝒚𝒐𝒖 𝒕𝒐 𝒓𝒆𝒂𝒄𝒉 𝒐𝒖𝒕 𝒕𝒐 𝒉𝒆𝒓 𝒐𝒏 𝑭𝒂𝒄𝒆𝒃𝒐𝒐𝒌. 𝑻𝒓𝒖𝒔𝒕 𝒎𝒆, 𝒔𝒆𝒆𝒊𝒏𝒈 𝒊𝒔 𝒃𝒆𝒍𝒊𝒆𝒗𝒊𝒏𝒈. 𝑫𝒐𝒏’𝒕 𝒃𝒆 𝒔𝒄𝒂𝒓𝒆𝒅—𝒚𝒐𝒖’𝒓𝒆 𝒐𝒏 𝒕𝒉𝒆 𝒓𝒊𝒈𝒉𝒕 𝒕𝒓𝒂𝒄𝒌!”
Tại sao cổ phiếu apple kém hấp dẫn so với nvidia ?