At Code Class 2026, Ethan (Yuanming) Hu, Founder and CEO of Meshy AI, gave a talk titled "The 500-Day Countdown to AGI." In his view, the most consequential changes of the AI era are not confined to model capability itself. They are also rewriting how founders work, how organizations are managed, and the basic logic by which a founder evaluates technology, deploys talent, and allocates organizational resources.
At Code Class 2026, Zhang Xun, Managing Director of Source Code Capital, delivered a talk titled "Accelerating Exponential Growth". In his view, AI now sits on an exponential curve that is about to turn nearly vertical, while the human brain, shaped by two million years of evolution, is hardwired to underestimate the explosive effects of compounding. At the same time, value is concentrating in an ever-smaller number of companies as the power-law distribution becomes increasingly extreme.
At Code Class 2026, Han Guang, Managing Director at Source Code Capital, who leads the firm's growth-stage and AI-focused investments, delivered a talk titled "Standing at 1769 of the Intelligence Revolution". In his view, this wave of AI is not an extension of the previous revolution in communications, but another revolution in productivity—one in which "intelligence itself" is being industrialized. Scaling laws continue to hold; "one year in AI is like three years in the human world." Given that 68% of the global population of 8.3 billion has yet to use AI, we are not at the peak of this wave—we are in its earliest days.
At Code Class 2026, Sun Weijie, founder of DP Technology, an early portfolio company of Source Code Capital, delivered a talk on "AI for Science." From systematically building the field's underlying infrastructure from the outset to seeing AI for Science become a national strategic priority shared by China, the United States, and Europe in 2025, DP Technology has remained focused on one difficult but necessary task: building a common scientific foundation for research and discovery worldwide.
Liang Rubo, Co-Founder and CEO of ByteDance “Managers are usually very much inclined to clarify company policies. This force, like gravity, tends to push any organization towards the establishment of even more rules. When it is the case, we must resist the pressure of the said force, or it will keep companies locked in a permanent rigid state.” Recently, Liang Rubo, Co-founder and CEO of ByteDance, was invited to Source Code Capital’s “2021 Code Class Entrepreneurs Annual Meeting.” He delivered a keynote speech entitled “Keep Extending and Avoid Rigidity,” in which he shared some observations regarding how Bytedance maintains its organizational vitality and enhance management efficiency. ByteDance currently has over 100,000 employees in more than 200 cities around the world. How to implement scalable and effective management in an extensive, diversified, and fast-growing global organization is without a doubt a challenge. According to Liang Rubo, ByteDance’s practices include: 1. Establishing a basic management system to ensure administration efficiency; 2. Attaching importance to the cultural construction, and the alignment of ideas while increasing consensus and creating flexible rules; 3. Ensuring the implementation of management actions through a system and making good use of data to better assist the decision-making process; 4. Ultimately, it is necessary to make managers responsible for management decisions to ensure management effectiveness. The following is the transcription of the full speech: Hello everyone, this is Liang Rubo. Zhang Yiming previously shared his management idea of “Context, not Control” at a past Code Class gathering. As an organization size increases, it also gains in complexity, which can lead to confusion. This can be remedied by the recruitment of new talents to the team, as well as providing more context to people already in the firm, instead of adding more rules and processes which might in return create more disarray. These notions are derived from Netflix’s culture of “Freedom and Responsibility.” Today, I want to share with you some specific practices we adopt at ByteDance. Rules Overload May Lead to Organizational Rigidity ByteDance is now a very complex organization. We have over 100,000 employees in more than 200 cities around the world. Our colleagues work in different fields such as content platforms like Toutiao, Douyin or TikTok, business verticals that span both online and offline, such as Dongchedi, as well as corporate customer-oriented services such as Feishu or Huoshan and education market with Dalijiaoyu and so on. These businesses, by nature very complex and with different requirements, require the support of large teams. In addition, our organization is still growing at a very rapid rate, almost effectively doubling every year. ByteDance is a large-scale, very diversified business and a fast-growing global organization. Zhang Yiming, during his prior Code Class sharing, said that if an organization does not choose to be small, it must then be ready to face the difficulties that are likely to arise with its increase in size, and therefore in the complexity of its organization. A conventional approach is usually to add rules and processes to maintain order, but this can lead to organizational rigidity. Why? Because the department in charge of making those rules needs them to be as detailed as possible in order to avoid problems. This dependence on rules diminishes the momentum of a company by preventing it from looking for more optimal solutions. We are in an innovative industry, and the situation we face is often malleable and requires agility. If impeded by too many restrictions, employees will be unwilling to look for a better, or more optimal solution. When confronted by rules, people are naturally more inclined to follow them, rather than breaking them. Rules will also deter them from looking for new opportunities. Rules do actually inflate the cost of innovation by increasing the need for trials and errors, the fear of doing something against the set policies, and ultimately decreasing employees’ enthusiasm for innovation. Especially when there are major changes in the industry, when the company needs to move forward and inertia is not an option, the accumulated sum of rules and processes become a severe hindrance that will create major issues. For us, on one hand, the large scale of our organization means that we need to pay attention to management efficiency to ensure that it can be scaled without creating excessive confusion. On the other hand, we must also pay attention to its effectiveness to ensure that the organization does not become too rigid, and allow ourselves to maintain a certain flexibility in order to find optimal solutions. Management Solutions are Not Uniform So, what was our approach? First of all, you need to pay attention to cultural construction. We believe that through a company’s cultural construction, we can achieve more consensus in the company. With a common culture and philosophy to guide everyone, we do not have to rely on a heavy set of rules, and people are able to work in an equitable environment with similar standards. I remember a meeting where someone suggested that our decision-making process was unclear and recommended that we established more rules. For example, if no decision was made or no agreement could be reached within two days, then a solution should be proposed by a higher level of management. After discussion, we believed that such a rule should not be set. If this was implemented, many similar decisions would have followed, reducing the overall efficiency of policies. We should emphasize on responsibility and pragmatism, and promote initiative to keep the company moving forward. It is far more efficient to highlight fundamental points than to establish more regulations. In ByteDance, we have basic management mechanisms, such as budget, MBO, sequence levels, compensation specifications, performance appraisal, etc. However, all these processes are not uniform. They are informational, directional, and interrelated. Everyone has the liberty and the responsibility to make reasonable decisions based on the actual situations. Due to the lack of homogeneity, many of the company management tasks are difficult, and few people are actually able to handle it. The decision-making...
Peng Yongdong, CEO of Ke.com, pointed out at Source Code Capital’s 2019 Code Class Annual Meeting that strategy should first look at defining “what our presence means to this industry and its consumers.” We need to clarify where we stand at a given current point A, and where we should be at a future point B. Then we need to define and implement long-term initiatives centered around those two set points and develop a focused mindset.
During October 25-26, 2019, Source Code Capital held its 2019 Code Class Annual Meeting in Beijing, China. This year’s theme was “Venturing Depths, Searching for Essence.” “As a tree needs deep roots to grow and stand tall, so a building needs a solid foundation in order to properly stand.” When uncertainty becomes the new normal, while competition for limited growth is on the rise, essence becomes all the more precious. More than 300 CEOs, top scholars and investors gathered together during this event to discuss the direction of future development in the venture capital industry, and discourse the underlying philosophy of business. Introduction With the gradual disappearance of China’s market expansion bonus, competition in a consolidating economy is greatly intensified, particularly in the second half of China’s Internet economy. Internet companies sounded the horn to enter the era of industrial Internet. This opened up a new competitive arena as companies raced to seize the new market, define it and its ecosystem, and try to gain market share and establish influence. Since 2014, Source Code Capital has been researching and reflecting deeply on the Industrial Internet. From 2014 until now, Source Code Capital has been investing in a number of excelling Industrial Internet enterprises. This includes being the sole investor in Baibu, leading Baibu’s Angel round, A and A+ round , and continued investing in the B and C rounds. Back in 2015, Source Code Capital was the sole lead and led YQNLink’s A round, then continuously increased its investments in the B and C rounds. In 2016, we were the sole lead in Ruigushop’s A round as well as its B round. Similarly, we supported Yimidida since the A round, and extended support in the B, C, and D rounds. We became investors of Yijiupi starting in the B round and continued to extend our support after, all the way from the C round to the latest D round. In 2017, we were the leading investor in XiaoYaoYao’s B round, and increased our investment in its C+ round. In 2019, we led the B round investment for Zhongneng United, and co-led the C1 investment round of Casstime along with Sequoia Capital. Over the years, Industrial Internet companies in Source Code Capital’s portfolio have gradually become star enterprises in their respective subdivisions. We wanted to explore the core driving force underlying their volume growth and figure out the kind of “corporate DNA” that can enable such companies to grow beyond their industry’s limits. For this reason, the Founders of four enterprises, XiaoYaoYao, Yijiupi, Zhongneng United, and YQNLink, were invited to Yanqi Lake to discuss the boundaries and breakthroughs of industrial Internet at Code Class. Founder Quotes: *The biggest difference between the industrial Internet and the consumer Internet is the following: Consumers in the latter are largely homogenous, therefore adding more channels is enough to facilitate growth. But the users of the former, the industrial Internet, are different. It’s useless to diversify channels and expand the old-fashioned way. *To B service providers do business and logistics at the same time, and may as well do finance. *The “data experience” forms the core “customer experience” for the logistics service business. *The key to figuring out how to maintain low costs in distribution, in essence, is to solve the problem of warehouse sharing, distribution sharing, and as much as possible, shorten the end-to-end cycle from the factory to the supply chain. Based on this panel discussion, we can conclude that the first boundary broken in the industrial Internet was the limited capabilities of the industry players. In the past, the number of operation SKUs, the scope of operation coverage, or the index of operation growth indicators, were somehow limited, but has now been greatly expanded. Secondly, the division of labor and positions in the industrial chain have been reintegrated. The industrial Internet has integrated or consolidated multiple businesses for better cooperation, thereby enabling the company to advance to the front of the industrial chain, or to evolve to the downstream. For example, XiaoYaoYao has the best cross-border team to keep maintaining its edge; Yijiupi  improves the efficiency of the distribution network for FMCG products; Zhongneng United focuses on gathering data and information in order to improve the efficiency of asset leasing; YQNLink solves and integrates a previously fragmented cross-border shipping and transport system. These are examples of core strengths required for industrial Internet enterprises if they want to stay competitive. Source Code Capital will continue to be committed to explore the boundaries of industrial Internet together with accomplished CEOs, in order to create enduring real value together. Q1: Source Code Capital, Wang Xingshi: We have been investing in the industrial Internet since 2014, and we are honored to have grown together with many industrial Internet partners. Growth is constantly pushing the boundaries further out. But what are those limits of the industrial Internet? Today, we invite four CEOs to share their views. First, let’s ask each CEO to briefly introduce his or her company. XiaoYaoYao, Li Meng: Hello everyone! I’m Li Meng, the founder of XiaoYaoYao. It is the largest independent B2B platform of pharmaceuticals wholesale and distribution in China. We are also the company with the strongest information advantage and have the biggest number of service providers in the pharmaceutical industry. We hope to shorten the circuit of drug (medicine) production and availability, and improve the efficiency of the whole industry through the use of Internet and information technology. Yijiupi, Wang Chaocheng: We are an industrial Internet company in the FMCG industry. Our market scale is the largest in China. Our mission is to use technology to enable cheaper and more efficient access to good products, and shorten the supply chain. Zhongneng United, Yang Tianli: Hello everyone! I’m Yang Tianli, the co-founder of Zhongneng United. We are a digital leasing service platform for engineering equipment. There are about 3 trillion assets available in the service equipment market in China. Those assets represent an annual rental income of about RMB 700 billion, while the...
During October 25-26, 2019, Source Code Capital held its 2019 Code Class Annual Meeting in Beijing, China. This year’s theme was “Venturing Depths, Searching for Essence.” “As a tree needs deep roots to grow and stand tall, so a building needs a solid foundation in order to properly stand.” When uncertainty becomes the new normal, while competition for limited growth is on the rise, essence becomes all the more precious. More than 300 CEOs, top scholars and investors gathered together during this event to discuss the direction of future development in the venture capital industry, and discourse the underlying philosophy of business.
During October 25-26, 2019, Source Code Capital held its 2019 Code Class Annual Meeting in Beijing, China. This year’s theme was “Venturing Depths, Searching for Essence.” “As a tree needs deep roots to grow and stand tall, so a building needs a solid foundation in order to properly stand.” When uncertainty becomes the new normal, while competition for limited growth is on the rise, essence becomes all the more precious. More than 300 CEOs, top scholars and investors gathered together during this event to discuss the direction of future development in the venture capital industry, and discourse the underlying philosophy of business.
Source Code Capital’s 2018 annual Code Conference themed “Opening Sources, Decoding the Future” was convened in Beijing. Mr. Hui Zuo, president of Lianjia Group, gave an outstanding speech on  “The Changed vs. The Unchanged in the Real Estate Market”. According to Mr. Zuo, due to the factors like changes taking place in the demographic structure and population densification in China, the vibration in the entire real estate industry is picking up momentum. More and more cities are encountering aging problems within its population, and quickly degenerating. However, densification in population doesn’t mean necessary  equal to lose in  efficiency in resources consumption.
Source Code Capital’s 2018 annual Code Conference themed “Opening Sources, Decoding the Future” was convened in Beijing. ByteDance founder and CEO Zhang Yiming delivered a speech named "'Bring Outside in' and Avoid 'Managing up' — How to Protect the Company from Diseconomies of Scale". Yiming thinks that the solutions to the diseconomies of scale are: bring outside in, build up internal culture and tools, and reduce the CEO and leadership's ego.
Source Code Capital’s 2018 annual Code Class convention, themed “Opening Sources – Decoding the Future,” commenced in Beijing. Source Code Capital’s VP of Investment Department Di Yuan, Founder of Zenjoy Kai Xia, Founder of BluePay Rui Chen, founder of RozBuzz Ning Chen, all shared their learning and insights on the topic of venturing overseas. Di Yuan said “Going overseas is going into an immense blue ocean. On the way, it is possible to encounter sharks in its vast openness. It is also possible to have difficult struggles in its depth. Therefore, Chinese enterprises moving to expand overseas are on a very long path. It is worthwhile to dig deep for long-term values. At the same time, there are many challenges, and we should run our overseas businesses with reverence and apprehension.”
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Code Class Annual Meeting Videos and Speeches: