Deepseek Big Model Ecosystem Report 2025

In 2025 , the field of AI has ushered in an unprecedented transformation. A Chinese startup called DeepSeek , with its outstanding technological innovation and open source strategy, has not only caused a huge sensation in China, but also set off a huge wave on the global technology stage. Today, let us explore the story behind DeepSeek and see how it has become a " game changer " in the AI ​​world and led global technology into a new future.

1. DeepSeek: From obscurity to global attention

DeepSeek , the full name of which is " Hangzhou DeepSeek Artificial Intelligence Basic Technology Research Co., Ltd. " , was founded in July 2023 by Magic Square Quant. This young company has focused on the research and development of large language models ( LLM ) and related technologies from the beginning, aiming directly at the core of the AI ​​field - natural language processing and multimodal fusion.

In January 2024 , DeepSeek released its first large model, DeepSeek-LLM , followed by DeepSeek-Coder , DeepSeek-VL and other versions. Among them, DeepSeek-V2 quickly attracted widespread attention in the industry due to its excellent Chinese comprehensive ability and extremely low reasoning cost, and was dubbed the " Pinduoduo of AI " . In January 2025 , the release of DeepSeek-R1 shocked the world - its performance is close to the official version of OpenAI o1 , but the reasoning cost is only a few tenths of the latter.

2. Technological innovation: DeepSeek’s “killer feature”

The key to DeepSeek 's amazing success in such a short period of time is the application of a series of innovative technologies, which not only greatly reduced the training cost, but also significantly improved the performance and efficiency of the model.

1. Compression technology from structure to quantization

DeepSeek uses a multi-layer attention ( MLA ) architecture and FP8 mixed precision training framework to deeply compress the model. The MLA architecture reduces the amount of computation and memory usage by dynamically merging the features of adjacent layers; while the FP8 mixed precision training framework uses low-precision data formats to significantly reduce the demand for computing resources while ensuring training results. This compression technology from structure to quantization allows DeepSeek to achieve dual optimization of efficiency and cost during the training process.

2. Extreme Optimization of Parallel Computing

DeepSeek has also made bold innovations in parallel computing. Through DualPipe cross-node communication technology and a load balancing strategy without auxiliary losses, DeepSeek achieves a high degree of overlap between computing and communication, greatly improving hardware utilization. At the same time, underlying communication optimization further improves the efficiency of data transmission and ensures efficient large-scale distributed training.

3. Industrial Ecosystem: DeepSeek’s “Circle of Friends” Continues to Expand

With the rise of DeepSeek , its industry ecosystem is also expanding rapidly. From cloud service providers to terminal equipment manufacturers, from financial institutions to automobile companies, DeepSeek 's application scenarios cover almost all industries.

1. Deep integration of cloud services and infrastructure

Domestic cloud service giants such as Huawei Cloud, Alibaba Cloud, and Tencent Cloud have all connected to DeepSeek , providing it with powerful computing support. At the same time, DeepSeek has also cooperated with the Ascend community to launch a model version adapted to Ascend hardware, further optimizing the inference performance. This deep integration of cloud services and AI technology not only reduces the cost of use for enterprises, but also provides developers with a more convenient development environment.

2. Intelligent upgrade of terminal equipment

DeepSeek is also widely used in the field of terminal devices . Huawei Xiaoyi, Honor YOYO smart body, etc. have been connected to DeepSeek , bringing users a more intelligent interactive experience. In addition, many car companies such as Geely, Zeekr, and Lantu have also announced in-depth integration with DeepSeek , introducing AI technology into smart cockpits, and promoting the intelligent upgrade of the automotive industry.

4. International impact: The global shock caused by DeepSeek

The rapid rise of DeepSeek has not only attracted widespread attention in China, but also caused a great shock in the global technology community. Its low cost and high performance have put unprecedented pressure on technology giants in Western countries such as the United States.

1. New Pattern of Technological Competition

The emergence of DeepSeek has broken the situation where traditional AI technology is dominated by the West. Its innovative training methods and architecture design have provided new ideas for the development of global AI technology. At the same time, DeepSeek 's open source strategy has also attracted the participation of a large number of developers and research institutions, forming an open and shared innovation ecosystem.

2. Geopolitical impact

As DeepSeek 's influence continues to expand around the world, the United States and other Western countries have begun to take a series of measures to try to curb its development. From legislative restrictions to technological blockades, from government bans to corporate boycotts, DeepSeek faces tremendous external pressure. However, these measures have not stopped DeepSeek 's progress, but have instead inspired the independent innovation spirit of Chinese technology companies.

5. Future Outlook: Where will DeepSeek lead AI?

The success of DeepSeek has not only injected strong momentum into the development of China's AI technology, but also pointed out the direction for the future of global science and technology. From technological innovation to industrial application, from domestic development to international competition, DeepSeek has demonstrated great potential and value.

1. Continuous breakthroughs in technological innovation

In the future, DeepSeek will continue to work hard on technological innovation. From multimodal fusion to embodied intelligence, from algorithm optimization to hardware adaptation, DeepSeek will continue to explore new technological boundaries and promote the development of AI technology towards a more intelligent and efficient direction.

2. Deep integration of industrial applications

As AI technology continues to develop, its application in the industry will become more extensive and in-depth. DeepSeek will cooperate with more industries to promote the deep integration of AI technology in finance, medical care, education, transportation and other fields, and create greater value for society.

3. Comprehensive escalation of international competition

Against the backdrop of increasingly fierce global technological competition, the rise of DeepSeek has won more voice for Chinese technology companies. In the future, DeepSeek will continue to expand its market globally, compete with international technology giants, and lead Chinese technology to the center of the world stage.

The emergence of DeepSeek is an important milestone in the development of China's AI technology. It not only breaks the Western technology monopoly, but also provides new ideas and directions for the advancement of global science and technology. In the future, DeepSeek will continue to lead AI technology to a better future with its outstanding technological innovation and open source strategy . Let us wait and see, DeepSeek will bring us more surprises!