The DeepSeek Financing Story

链捕手Published on 2026-06-18Last updated on 2026-06-18

Abstract

DeepSeek's financing round, totaling approximately 3 billion USD, concluded recently, revealing details about the process and key investors. The round was initiated around April with strict initial terms: a minimum commitment of 5 billion RMB, no syndication, and a pure RMB structure. These were later relaxed, with the minimum ticket size reduced to 1.5 billion RMB. A pivotal four-hour online investor meeting in mid-May served as the primary interaction for many backers with DeepSeek's founder, Liang Wenfeng. Despite not being a naturally eloquent speaker, Liang's philosophy deeply resonated. He consistently emphasized the company's singular focus on AGI (Artificial General Intelligence), the principle of "less is more," extreme caution in spending, and the paramount importance of team stability. His notable quotes included describing the team as "ordinary people doing extraordinary things" and stating that "AGI is a big enough thing; everything else is just process." The final investor list featured 10 entities, but underlying fund structures indicate participation from nearly 100 institutions and individuals. Notable lead investors include Monolith Capital (increasing its commitment from 1.5 to 3 billion RMB), Zhenxingu Capital, IDG Capital, and state-affiliated investors like Guozhitou. Conspicuously absent were major firms like Sequoia China and Hillhouse Capital, despite earlier speculation about their involvement. A core condition set by Liang Wenfeng for all investo...

Author:@Liu Jing, elsewhere

Information about DeepSeek's financing is already everywhere.

Known information will not be repeated by "elsewhere." Below are some untold stories or details we have learned about.

The Legendary Four-Hour Meeting

First, let's talk about that investor meeting, the one whispered about as the "four-hour meeting."

In mid-May, DeepSeek organized this online meeting using the Tencent Meeting system. At that time, the investors were largely finalized, with each institution having two spots to attend.

Liang Wenfeng spoke first, followed by a Q&A session where he addressed investors' questions.

Legend has it that one CVC investor spent ten minutes just asking questions: first a lengthy self-introduction, then three lengthy questions. The atmosphere became awkward for a moment—a scene easy to imagine. Some people whispered among themselves, asking who this person was.

But Liang was unfazed and answered each question seriously. Although after answering the second question, he momentarily forgot the third one and had the investor repeat it.

Prior to this, most of these investors who eventually got in had never met Liang Wenfeng offline, so this was essentially their first real interaction with him. After the meeting, many were left with a lingering impression, a feeling that the essence of the discussion remained with them.

Liang Wenfeng's memorable quotes and spirit began circulating in the market.

Restraint and AGI

Liang Wenfeng is not an exceptionally articulate speaker, and his pace of speech isn't fast, but several quotes from that meeting are often mentioned (paraphrased, the exact wording may vary slightly)—

"We have no fame or influence; we are a group of very ordinary people."

"The narrative I like is that a group of ordinary people accomplished something extraordinary. For DeepSeek, our core is to ensure team stability—this is more important than money or resources. This is the biggest risk and also the greatest challenge."

"Assuming AGI will account for 20% of GDP, those who want 5% of it will lose to those who want 1%; those who want 1% will lose to those who want 0.1%."

"We will focus on things related to enhancing intelligence; we won't do anything else."

"AGI is a significant enough goal; everything else is just a process."

Throughout the four hours, the themes Liang Wenfeng repeatedly emphasized were consistent: focusing solely on AGI; 'less is more'; restraint, and so on.

From 5 Billion to 1.5 Billion

Formal fundraising began around April this year. There was reportedly a so-called "fund white list" consisting of institutions with strong investment capabilities and good reputations.

Initially, DeepSeek required a minimum ticket size of 5 billion RMB, no syndication of shares, and a pure RMB structure.

Against this backdrop, a prominent investor who was initially rumored to definitely participate but ultimately didn't, is widely believed in the industry to have been excluded because they had reportedly marketed shares to Middle Eastern LPs.

However, in China, there are very few market-oriented funds capable of a single investment of 3 billion RMB. Therefore, some VCs repeatedly negotiated whether it could be split among multiple fund entities.

So, looking at the result, the minimum ticket size for a fund was lowered to 1.5 billion RMB, and the fund-raising method became more flexible.

There was also a rumor that participating institutions should preferably not have invested in other large language models. This was probably unrealistic for a simple reason—finding a top-tier fund that hasn't invested in large models is contradictory.

During the investor meeting, Liang Wenfeng also expressed that DeepSeek is willing to help other companies—even including other LLM companies. Of course, the premise remains that they don't poach his people.

Monolith

Monolith Capital appeared early on the investor list. The change was that initially it was 1.5 billion, but it ended up being 3 billion.

The change in numbers is said to be related to the adjustment in Guozhitou's allocation, freeing up some shares—the latter's figure of 980 million RMB suggests it was kept below the 1 billion integer.

Regardless, being willing to place big bets is indeed Cao Xi's distinctive style. He has proven it once with Kimi.

Monolith is probably the youngest VC among the participating institutions in this round.

Zhengxingu

Zhengxingu might be the most surprising presence in the final list.

Many interpret it as Zhengxingu having not invested in any Chinese LLM company during this wave, thus being more eager to get on board. However, according to our knowledge, they did invest in Kimi, likely between $6 billion and $10 billion valuation. But compared to their fund size, the investment amount is relatively limited.

One market interpretation is that the founder of Zhengxingu comes from a secondary market background and seems to have more connections with quantitative funds like Huafang. But in reality, in the secondary market, quantitative investing and fundamental investing are two distinct circles, even with different values.

According to our understanding, this investment happened not only because of Lin Lijun and his partnerYe Chunyan, but also due to the efforts of a newly joined investor.

Zhengxingu was also one of the earliest VCs to start communicating with DeepSeek.

Will DeepSeek Be Sequoia and Hillhouse's Biggest Miss?

Now to the most surprising part of this deal.

In the initial rumors, Hillhouse would participate and invest 5 billion. Zhang Lei also reportedly mentioned to friends multiple times that since 2025, he and Liang Wenfeng had occasional exchanges, and when in Beijing, he would visit Liang's home.

But this story later evolved into: Hillhouse wouldn't participate, but Zhang Lei personally would invest. Reasons cited include Hillhouse's fundraising cycle and regulatory considerations.

Ultimately, neither Zhang Lei nor Hillhouse appeared on the list.

Sequoia China, on the other hand, was almost considered a non-participant from the beginning. The most widespread version cited concerns about overseas LPs. We asked several people close to Sequoia, and they expressed similar sentiments. Of course, other explanations are also circulating.

The bottom line is that Sequoia and Hillhouse, the two institutions that seemed almost certain to be involved, ultimately were not. A senior lawyer told us that for companies with an RMB structure, theoretically, investors cannot be hidden.

Among the established VCs, only IDG invested.

So someone asked us a question in return: Could DeepSeek potentially become Sequoia and Hillhouse's biggest miss?

It's hard to say. However, based on our understanding, DeepSeek might not just raise this one round.

100 Institutions and Individuals

Looking at the investor list, only 10 parties are listed as participating. But "elsewhere" did a simple look-through of the fund entities and found that the actual number of participants is quite high.

For example, the external CVC related to the CATL system—Puyuan Capital's backers include: state-owned assets from Xiamen, Ordos, and other regions; entities related to CATL; and the National Green Development Fund.

Several IDG Capital funds related to this transaction have strong insurance capital characteristics and account for a very high proportion of the 30 billion. Additionally, there are entities related to Nongfu Spring, Septwolves, etc.

Monolith's current LPs are mainly state-owned assets from Zhejiang and Shanghai, as well as listed companies like By-health and Yanghe Distillery.

Furthermore, iHealth Labs is also a participant. In fact, iHealth is also an LP behind many GPs.

A rough estimate, after a shallow look-through and simple deduplication, suggests that nearly 100 institutions or individuals participated in this round of DeepSeek's financing.

The Key Requirement: Don't Poach Talent

We won't reiterate DeepSeek's investment terms here. Just one addition: whether dealing with large corporations or VC funds, Liang Wenfeng's most important requirement is: do not poach DeepSeek's people or encourage them to start their own ventures.

"China's Largest Listed Company"

Returning to viewing this as an investment, what kind of odds does DeepSeek really have?

One participating investor once worriedly said, could this be an investment with too much consensus? According to the experience of the investment industry, consensus outcomes are often mediocre.

But it's hard to say that about DeepSeek. Or rather, we cannot simply understand it through a conventional investment lens, whether in terms of its significance for China's AGI industry or its spiritual meaning.

As one investor put it: "They are doing all this with immense goodwill. He seems to be telling us: this is how the world should be."

So while some hesitated, others believed, "there's no reason not to invest"—if it does IPO as some expect, could DeepSeek potentially become China's largest listed company by market cap on the A-share market?

Low Profile and Ambition

While following DeepSeek's financing progress, one prominent feeling stood out: for most people, DeepSeek was probably a completely unexpected answer. Even for the most competitive investors, they never imagined it would open up for fundraising one day.

So as mentioned, most of the well-known investment veterans only recently connected with the company. Objectively, Liang Wenfeng has indeed long avoided meeting with investors.

When news of the fundraising spread, many institutions didn't even attempt to compete for an investment opportunity. But looking at the result, some got their ticket based on synergy, some on insight, some on brand spirit, and some simply on persistence.

"elsewhere" tried to ask some investors, but most didn't want to discuss this investment much. The sensitivity of the deal is one reason, but more so, it seems to be a conscious desire to maintain this low profile, stemming from a sense of shared honor.

One participating investor said that throughout the process, he cherished every document, hoping to have them framed someday. Another investor repeated twice the 16-character phrase released with the DeepSeek V4 preview:"Not lured by praise, not frightened by slander; act according to the Way, upright and correct oneself."

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Related Questions

QWhat is the main topic of the article 'DeepSeek Financing Story'?

AThe main topic of the article is the details and background stories behind the latest financing round of the AI company DeepSeek, highlighting key events, investor meetings, and the company's philosophy.

QWho is Liang Wenfeng and what is his core message during the four-hour investor meeting?

ALiang Wenfeng is the founder of DeepSeek. During the four-hour meeting, his core message was to focus solely on AGI, emphasize team stability, and advocate for a 'less is more' and 'restrained' approach, stating that 'our core is to ensure team stability—this is more important than money and resources.'

QWhy were venture capital giants like Sequoia China and Hillhouse Capital absent from DeepSeek's investor list according to the article?

ASequoia China was reportedly absent due to concerns related to its overseas LPs. Regarding Hillhouse Capital and its founder Zhang Lei, various reasons are mentioned, including the firm's fundraising rhythm and regulatory factors, but ultimately neither participated in this round.

QWhat was the primary non-financial requirement DeepSeek had for its investors?

ADeepSeek's primary non-financial requirement was that investors, including large corporations and VC funds, must not poach DeepSeek's employees or encourage them to leave to start their own ventures.

QWhat is the article's perspective on the broader significance of DeepSeek beyond just an investment opportunity?

AThe article suggests DeepSeek's significance extends beyond a simple investment. It highlights its importance for China's AGI industry and its inspirational value, describing the team as acting with 'great goodwill' and potentially becoming 'the largest listed company in China's A-share market' if it IPOs.

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While the concept of Agent S is fundamentally innovative, specific information about its creator remains elusive. The creator is currently unknown, which highlights either the nascent stage of the project or the strategic choice to keep founding members under wraps. Regardless of anonymity, the focus remains on the framework's capabilities and potential. Who are the Investors of Agent S? As Agent S is relatively new in the cryptographic ecosystem, detailed information regarding its investors and financial backers is not explicitly documented. The lack of publicly available insights into the investment foundations or organisations supporting the project raises questions about its funding structure and development roadmap. Understanding the backing is crucial for gauging the project's sustainability and potential market impact. How Does Agent S Work? At the core of Agent S lies cutting-edge technology that enables it to function effectively in diverse settings. Its operational model is built around several key features: Human-like Computer Interaction: The framework offers advanced AI planning, striving to make interactions with computers more intuitive. By mimicking human behaviour in tasks execution, it promises to elevate user experiences. Narrative Memory: Employed to leverage high-level experiences, Agent S utilises narrative memory to keep track of task histories, thereby enhancing its decision-making processes. Episodic Memory: This feature provides users with step-by-step guidance, allowing the framework to offer contextual support as tasks unfold. Support for OpenACI: With the ability to run locally, Agent S allows users to maintain control over their interactions and workflows, aligning with the decentralised ethos of Web3. Easy Integration with External APIs: Its versatility and compatibility with various AI platforms ensure that Agent S can fit seamlessly into existing technological ecosystems, making it an appealing choice for developers and organisations. These functionalities collectively contribute to Agent S's unique position within the crypto space, as it automates complex, multi-step tasks with minimal human intervention. As the project evolves, its potential applications in Web3 could redefine how digital interactions unfold. Timeline of Agent S The development and milestones of Agent S can be encapsulated in a timeline that highlights its significant events: September 27, 2024: The concept of Agent S was launched in a comprehensive research paper titled “An Open Agentic Framework that Uses Computers Like a Human,” showcasing the groundwork for the project. October 10, 2024: The research paper was made publicly available on arXiv, offering an in-depth exploration of the framework and its performance evaluation based on the OSWorld benchmark. October 12, 2024: A video presentation was released, providing a visual insight into the capabilities and features of Agent S, further engaging potential users and investors. These markers in the timeline not only illustrate the progress of Agent S but also indicate its commitment to transparency and community engagement. Key Points About Agent S As the Agent S framework continues to evolve, several key attributes stand out, underscoring its innovative nature and potential: Innovative Framework: Designed to provide an intuitive use of computers akin to human interaction, Agent S brings a novel approach to task automation. Autonomous Interaction: The ability to interact autonomously with computers through GUI signifies a leap towards more intelligent and efficient computing solutions. Complex Task Automation: With its robust methodology, it can automate complex, multi-step tasks, making processes faster and less error-prone. Continuous Improvement: The learning mechanisms enable Agent S to improve from past experiences, continually enhancing its performance and efficacy. Versatility: Its adaptability across different operating environments like OSWorld and WindowsAgentArena ensures that it can serve a broad range of applications. As Agent S positions itself in the Web3 and crypto landscape, its potential to enhance interaction capabilities and automate processes signifies a significant advancement in AI technologies. Through its innovative framework, Agent S exemplifies the future of digital interactions, promising a more seamless and efficient experience for users across various industries. Conclusion Agent S represents a bold leap forward in the marriage of AI and Web3, with the capacity to redefine how we interact with technology. While still in its early stages, the possibilities for its application are vast and compelling. Through its comprehensive framework addressing critical challenges, Agent S aims to bring autonomous interactions to the forefront of the digital experience. As we move deeper into the realms of cryptocurrency and decentralisation, projects like Agent S will undoubtedly play a crucial role in shaping the future of technology and human-computer collaboration.

733 Total ViewsPublished 2025.01.14Updated 2025.01.14

What is AGENT S

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