What Is the Web3 Workplace Really Like? A Sample Observation from a Leading Exchange

Odaily星球日报Xuất bản vào 2026-03-02Cập nhật gần nhất vào 2026-03-02

Tóm tắt

Based on interviews and data from leading crypto exchange Gate, this article explores the realities of working in Web3, countering common stereotypes of instability and high pressure. A key feature is remote work, embraced by over 66% of Web3 companies. While offering flexibility, it can create isolation and make vetting companies difficult, driving talent toward established firms like Gate, which has a 13-year history and global regulatory licenses. This provides a sense of security absent in newer projects. The workforce is highly educated (89% hold bachelor's degrees or higher) and global. Talent is attracted by growth potential, learning opportunities, and the ability to have a global impact. Compensation, while not always exceeding top tech firms, offers geographic arbitrage—earning a competitive salary while living in a lower-cost region. Performance-based incentives are central. At Gate, year-end bonuses range from 2-6 months' salary, with top performers receiving up to 20 months' pay. The culture emphasizes "high effort, high reward," not just long hours. Work intensity is high due to the 24/7 nature of crypto, but the flexibility of remote work and a results-oriented model prevent a pure "996" culture. The article concludes that while Web3 has its challenges, it offers unique opportunities for growth and flexibility. It advises against relying on polarized external narratives and encourages firsthand experience to understand the real Web3 workplace.

Original | Odaily Planet Daily (@OdailyChina)

Author | Golem (@web 3_golem)

Over the past year, more and more Web2 professionals have begun to seriously consider entering Web3.

Whether it's mass layoffs at internet giants, AI restructuring job functions, or the increasing prevalence of the crypto industry, all are driving talent mobility. But at the same time, a practical issue has become increasingly apparent: most people's understanding of the Web3 workplace still comes from fragmented personal experiences and highly polarized public discussions.

Negative labels with high engagement potential, such as instability, non-compliance, and high pressure, often become the mainstream narrative. When information sources are highly scattered, what is truly lacking is systematic sample observation.

Therefore, rather than discussing abstract evaluations, it's better to return to samples. By interviewing Web3 staff and cross-referencing organizational structures and recruitment data, we can present the real working conditions of employees at a Web3 company. This time, we selected Gate as our observation subject. Founded in 2013, as one of the world's leading trading platforms, Gate is both representative in scale and has been at the center of public focus.

When the narrative returns to specific companies, specific roles, and specific people, many judgments naturally become more three-dimensional.

Remote Work: Does Web3 Make Professionals Feel Insecure?

Every weekday morning, Olivia wakes up promptly at 9 AM. She doesn't need to rush for the subway or fight for an elevator, nor does she have to navigate the city's morning rush hour. After a simple wash, she walks to the fresh-air park downstairs, starting her day with 40 minutes of yoga. After a leisurely breakfast, by 10 AM, Olivia sits back in front of her screen, joins the morning team meeting, and reviews the previous day's work with colleagues from around the world, planning for the new day.

Olivia is not a senior executive at a big tech company; she is just an ordinary employee at Gate. Although Gate has nearly 3000 employees globally, it has basically achieved full remote work, with staff distributed all over the world. However, in recent years, Gate has also begun to establish physical offices in licensed regions such as Japan, Dubai, the USA, and Malta, extending online collaboration to offline physical presence.

There is no clock-in/clock-out system, no strict time controls. Although Olivia is in the fast-paced crypto industry, she can still enjoy life at any time. "Gate doesn't care where you work from. You can work while taking care of your children, looking after family, or even while traveling — it's completely fine," said Gate's founder, Dr. Han, in an interview discussing the differences between Web3 and traditional industries.

Remote work is a common mode of operation in Web3. A 2025 crypto industry workplace survey showed that over 66.7% of Web3 companies support remote work.

But remote work is a double-edged sword for employees. While the high degree of freedom certainly brings conveniences, it also makes it more difficult to discern whether a company is reliable.

After all, remote work naturally reduces the "visibility" of an organization. In traditional companies, employees can judge the operational status through daily observation, whereas in a remote environment, this perception is replaced by screens.

If you've never been to the company and never met the boss or colleagues, how do you judge if the company is legitimate? This concern was highlighted in the 2025 crypto industry workplace survey, where over 40% of people cited worries about job instability and the mixed quality of Web3 companies as reasons for leaving Web3.

A direct result of this concern is that talent has begun to cluster towards Web3 companies with long-term vision.

Alex is currently responsible for global mid-office operations at Gate and has just completed one year with the company. Before coming to Gate, he had already spent 6 years in the crypto space. This "lengthy" crypto experience made Alex better at choosing a reliable Web3 company. "Gate has been established for 13 years now, with many employees who have been here for six or seven years, and even some old-timers from the early days with over 12 years of tenure. This is very rare in Web3."

Alex cited one reason for joining Gate as a sense of security: "You don't have to worry that the company is just here to make a quick buck and then run away."

Additionally, the compliance of a Web3 company can also alleviate some of the insecurity brought by remote work and attract high-end talent from traditional finance.

According to official information, as of now, multiple entities under Gate have completed relevant regulatory registrations and license applications in places like Malta, the Bahamas, Japan, Australia, and Dubai.

Gate's active push for compliance attracted Kevin Lee, a high-end talent from the traditional financial industry. Kevin Lee previously worked at JPMorgan Chase Bank and currently serves as Chief Business Officer (CBO) at Gate. Before entering the Web3 industry, Kevin worked in traditional finance for about 15 years.

"Although we only announced last year that we obtained compliance licenses in many countries, we actually started preparing for this as early as 2018," Kevin said, noting that his career path from traditional banking to a compliant exchange aligned perfectly with Gate's goal of advancing compliance. "At Gate, I can maximize my personal value."

But it's true that not everyone adapts well to remote work.

For practitioners accustomed to the rhythm of a physical office, remote work can mean higher demands for discipline. Without fixed working hours and without face-to-face immediate communication, some people feel their rhythm is disrupted, even experiencing a sense of isolation.

Especially during periods of intensive project activity or high industry volatility in Web3, the cost of information synchronization in a remote environment is higher, and employees' anxiety can actually be amplified. Work that originally required collaboration can easily turn into "everyone fighting their own battles."

Therefore, remote work is not only a natural benefit of Web3 but also a work form that demands higher personal capabilities.

Another drawback of remote work is that colleagues in different departments can become overly distant and unfamiliar, weakening team cohesion. To address this issue and bridge the gap between employees from different regions and cultural backgrounds, the 2025 crypto industry workplace survey showed that most people believe that besides frequent meetings, offline team-building activities are also crucial.

But for remote Web3 companies, offline team building is indeed a "luxurious" matter.

Olivia's previous employer was also a remote-work exchange, but during her three years there, she never participated in an offline team building event. However, just two months after joining Gate, she experienced her first one. She was very surprised by this, "This was my first time attending a team building." After the event, Olivia also felt that meeting everyone in person from behind the cold screens indeed helped strengthen relationships significantly. "I feel much more familiar with the team now."

Why is Web3 Becoming a New Hub for Talent?

For many job seekers, before joining a particular industry or company, they prioritize considering the industry/company potential and personal growth opportunities.

According to the latest exchange evaluation report released by CoinDesk, Gate has a global user base of nearly 50 million, ranked third in global centralized exchange market share for spot trading and fourth for derivatives market share in January this year. It was also rated as one of the fastest-growing mainstream trading platforms globally.

A platform with good development potential and in a phase of rapid growth naturally attracts outstanding talent with professional capabilities and a desire for growth.

In terms of talent structure, the Gate team exhibits highly international and highly educated characteristics. 89.33% hold a bachelor's degree or higher, with 22.33% holding a master's degree or higher, and 4.6% holding a doctoral degree or higher. In terms of global educational background, international graduates account for over half, with talent from QS globally top 200 ranked institutions making up 5.2%.

Although Web3 is considered an industry that doesn't treat academic qualifications as a barrier, it still emphasizes rapid learning ability and interdisciplinary integration. High education levels and quality educational backgrounds usually mean that job seekers have a strong foundation of professional training and an international perspective, which matches the open, global nature of the Web3 industry.

Grace is a product designer responsible for the trading business line at Gate. She previously worked at Tencent. After an incubation project she participated in was unsuccessful, she joined a Top 5 crypto exchange in Web3 in 2021. In February 2025, she chose to move to Gate.

The driving force behind Grace's decision was personal development space. "By 2025, the crypto trading business at my previous employer had entered a stable phase, while Gate was still growing strongly. I felt I would have more room to grow at Gate," Grace said, noting that her first contact with Gate's launchpad ("打新") made her realize that compared to other exchanges, Gate's listings were always faster and more comprehensive.

Grace's move to Gate was also influenced by her direct department head at the time, who joined Gate together with her. "At the previous company, we could only focus on immediate tasks and had no time to improve our overall skills. But at Gate, besides completing our work, the company also gives us some space to consolidate experience and broaden our horizons," Grace said, noting this was also an important reason for their decision to join Gate.

We learned from a senior HRBP at Gate that even during the recruitment process, Gate does not place too much emphasis on a candidate's past experience. Instead, self-motivation, passion for the industry, and innovative ability are important factors considered. Therefore, a large number of Web2 talents come to Gate to apply for jobs.

Alex, who has experience working at multiple exchanges, believes there are more growth opportunities in Web3. "Good operations need support from product, development, and other resources. Gate is particularly responsive in this aspect. As long as it's a good idea, the company will give you the opportunity," Alex said, calling this one of the most attractive aspects of Web3.

On a sturdy ship sailing at full speed, sailors are naturally reluctant to move to other vessels. This is the real thought of Web3 employees when faced with headhunters. "In terms of benefits, compensation, and growth opportunities, I think Gate is already very competitive," Olivia said, mentioning that she had just turned down a request from a headhunter in mid-January to stay at Gate.

Are Employee Incentives and Benefits in Web3 Companies Reliable?

Besides industry prospects and personal growth space, salary and benefits are also important factors for job seekers. According to the 2025 crypto industry workplace survey, the overall salary level in Web3 is not higher than that of most leading internet companies. Most people's monthly salaries fall between $1,500 and $4,000 USD (approximately 10,500 - 28,000 RMB).

Although looking at the "absolute value," Web3 salaries don't have a huge advantage, but when combined with "geographic arbitrage," this salary already surpasses that of most people. Don't be fooled by the high salaries of internet workers in big cities—their cost of living is also high. Web3 company employees can earn big-city salaries while living in smaller cities. If you also consider factors like living environment and urban comfort, Web3 employees with equivalent salaries live more comfortably.

In terms of benefits, according to an HR representative at Gate, although Gate employees are spread all over the world, the company still pays taxes and arranges employee benefits according to local laws through entities established in those locations.

In addition to basic statutory employee benefits, Gate has also established its own comprehensive employee support system, such as holiday bonuses distributed to employees in different regions, growth allowances (e.g., certain reimbursement limits for learning English, crypto industry knowledge, etc.); if employees encounter emergencies or accidents, there is also an employee care fund to help them through difficult times.

In terms of year-end bonuses, the Web3 industry is not lagging behind. According to the survey, Web3 companies with stable revenue sources, such as exchanges and media, give year-end bonuses to employees, typically at least 1-3 months' salary.

Specifically for a single company, taking Gate as an example, it is understood that on average, each Gate employee can receive a year-end bonus equivalent to 2~6 months' salary.

Gate founder Dr. Han also announced at the Gate Global Annual Meeting on February 6th that the company would continue to increase incentives for outstanding talent, with the year-end reward for employees receiving an SS rating this year reaching 20 months' salary.

In an interview, an HR representative also mentioned that in terms of talent mechanisms, Gate adheres to the incentive principle of "high effort, high reward." Through more transparent evaluation mechanisms and clear career paths, it promotes a positive cycle between personal growth and platform development, allocating resources with a focus on elite talent utilization and long-term value. Besides year-end bonuses, suitable rewards are also given for employees' significant and minor outstanding contributions and personal growth.

In March 2025, just one month after Grace joined Gate, she was incentivized for her outstanding contribution to the company's 12th-anniversary redesign project. "It feels good to be recognized," Grace said, noting that this kind of incentive is highly aligned with personal value realization.

Alex is also a beneficiary of this incentive mechanism. When Alex joined Gate in February 2025, he happened to catch the launch of a major project. Due to outstanding performance, Alex received a 20% salary increase in less than six months and was also promoted from solely responsible for contract operations to being responsible for multi-sector operations.

Does Web3 Also Have to Be "996"?

Work models like 996 and 007 have been widely criticized in Web2. So, does the Web3 remote work model, without standard working hours, mean "working all the time"?

The work intensity at Gate itself is very high. Being in the exchange sector, "not striving" is not an option. On one hand, the crypto industry is inherently fast-paced; on the other hand, exchanges operate 7*24 hours non-stop, requiring teams to be able to respond to the market at any time.

But from the descriptions of Gate employees, we get one fact: even in such a high-intensity Web3 company, 996 isn't necessarily mandatory.

Objectively speaking, the combination of remote work and the特殊性 of the Web3 industry means no crypto practitioner can truly separate work and life into two distinct parts. Olivia stated that although she usually gets off work between 6-7 PM, if there is related work that needs attention, she is willing to do it. "It's impossible to completely cut off from Web3 after work."

Regarding working hours and freedom in Web3, Kevin, who comes from a traditional finance background, has his own unique insights. Kevin said that when he worked as a stock trader at a bank, he often had to sit at a desk for 10 hours straight staring at 6 computer screens. Compared to that "hardship," although his current daily work at Gate is also very busy, it gives him great flexibility.

"Because daily work offers great personal flexibility, when emergencies arise, even on rest days, I am willing to contribute more to the company," Kevin said, using the example of Trump's token launch, noting that even though it was a Saturday, the entire team, including himself, chose to continue working. However, Kevin believes that the crypto industry doesn't have emergencies every day, so this kind of rapid response cannot be simply categorized as "996."

Gate's results-oriented work style, paired with the "high effort, high reward" incentive principle, also provides precise and substantial rewards for employees' extra efforts.

A Gate HRBP stated that besides industry emergencies, if the platform has new features or new projects launching, the working hours for responsible employees during that period will indeed increase. However, the company will correspondingly arrange special project bonuses and year-end performance倾斜 (倾斜 - qīng xié, meaning tilt/favor/inclination, here likely meaning performance weighting or bias towards these efforts). Therefore, Web3 tends to emphasize "more work, more pay"; blindly stacking working hours is meaningless.

Rather Than Believing Rumors, Experience It Yourself

Although most employees have positive evaluations of Gate, over the past year, there has been no shortage of external criticism towards Gate, such as strict management and large-scale layoffs.

No company can meet everyone's demands, so there will always be positive and negative evaluations. Regarding this, Gate's Chief Business Officer Kevin believes that over the past three years, Gate's organizational changes have been very significant. Along with the rapid business advancement, the number of employees has also expanded extremely quickly, presenting huge challenges for management.

"The first challenge is to increase efforts in promoting the Gate brand image, letting the market understand what the real Gate is like; the second challenge is to increase the dissemination of Gate's organizational culture among employees, simply put, to ensure every employee can represent Gate externally and convey the organizational culture; the third challenge is to further strengthen upward communication and feedback channels for employees, so that managers can hear every employee's voice," Kevin said, adding that Gate is already making improvements in these areas, but this cannot be achieved overnight and requires some time.

Alex said that although the work at Gate is indeed busy, the daily team atmosphere is very relaxed. "In less than a year at Gate, I've stolen over two or three hundred colleagues' emojis from Lark." Olivia said she wasn't influenced by these negative aspects when she joined Web3 either.

Feedback data from Gate's HRBP also confirms that even though there were misunderstandings about Gate's image externally in 2025, key recruitment metrics, such as candidate inquiries and offer acceptance rates, did not show significant downward fluctuations, nor did they affect the progress of the company's overall recruitment work.

It is understood that Gate's 2025 recruitment completion met expectations. Thousands of new people were hired across junior, mid-level, and senior positions, completing an iteration of talent quality to support the company's new business development. Meanwhile, the position elimination rate in 2025 was also between 5-10%.

In fact, even within Web3, Gate's personnel change rhythm is relatively stable. According to Gate founder Dr. Han's recollection in an interview, during the major industry layoffs in mid-2022, many exchanges laid off 20%, 30%. At that time, Gate only laid off about 5%. Dr. Han stated that Gate has never been a company of "dramatic expansions and contractions." Whether in recruitment or personnel adjustments, it adheres to a cautious and gradual pace.

However, 2026 may usher in a larger wave of layoffs, both in Web3 and other fields, not because of a bear market, but because of AI.

On February 27th, financial technology company Block, under Twitter (now X) founder Jack Dorsey, announced a large-scale layoff plan, reducing the total number of employees from over 10,000 to less than 6,000, a layoff rate of 40%. Jack Dorsey stated that the reason for this decision was that AI has already given rise to a completely new way of working. Rather than passively accepting change and slowly laying off people over the next few months or years, it's better to actively seek change now.

The scenario predicted some time ago in the wildly popular article "2028 Global Intelligence Crisis," which garnered over 30 million reads, is happening in reality. As AI is integrated into enterprise workflows, corporate profit margins expand, profits far exceed expectations, stock markets soar, but a large number of white-collar workers will be淘汰 (eliminated).

Gate founder Dr. Han also believes that up to 90% of traditional job competency models will face the risk of being restructured or淘汰 by AI in the future. Therefore, efficiency and speed are becoming core competitiveness. Enterprises must fully embrace AI and reshape product forms and user experience. However, the combination of AI and Web3 is not a simple functional叠加 (overlay), but a systematic restructuring of financial infrastructure and value distribution methods.

This "intelligence crisis" is not something Web3 faces alone; it is a transformation the entire tech industry must confront. But Web3's characteristics of rapid evolution, open culture, and technology-driven nature are naturally suited for AI integration. In a sense, Web3 might be one of the few fields in this era that is not replaced by AI but can instead experience a new round of employment红利 (dividend/benefit) empowered by AI.

Gate is not only a microcosm of the Web3 industry but also a standard case study of a Web3 company. As an exchange still in a phase of rapid expansion, just like the entire Web3 industry, Gate's growth is destined to be accompanied by controversy, misunderstanding, and noise.

But small flaws cannot obscure great virtues. Employees within Gate know what the real Gate looks like, and they know what a real Web3 workplace looks like. Rather than hesitating and踌躇 (wavering) as an outsider, it's better to personally join a Web3 company and "see for yourself."

Câu hỏi Liên quan

QWhat are the main concerns of employees in Web3 companies regarding remote work, and how does Gate address them?

AEmployees in Web3 companies are primarily concerned about job instability, the legitimacy of companies due to low visibility in remote settings, and feelings of isolation. Gate addresses these by being a long-standing company (founded in 2013) with many long-tenured staff, ensuring stability. It also establishes physical offices in regulated jurisdictions and holds multiple compliance licenses, providing legitimacy. To combat isolation, Gate organizes offline team-building events.

QHow does the compensation and benefits structure at Gate compare to traditional industries and other Web3 companies?

AWhile the absolute salary in Web3 (often $1,500-$4,000 monthly) may not be higher than top internet companies, the ability to work remotely allows for 'geographic arbitrage,' meaning employees can live in lower-cost areas. Gate provides benefits through local entities according to local laws, including holiday bonuses, growth stipends, and an employee care fund. Its year-end bonus is substantial, averaging 2-6 months' salary, with top performers receiving up to 20 months' pay.

QWhat is the typical work intensity and work-life balance like for employees at a major Web3 exchange like Gate?

AThe work intensity at Gate is high due to the fast-paced, 24/7 nature of the crypto exchange industry. However, the remote-first model offers great flexibility. Employees are not required to work a strict '996' schedule. The company operates on a results-oriented principle, valuing output over hours logged. While employees may need to respond to market emergencies outside standard hours, this is balanced by project bonuses and performance-based incentives, promoting a 'more work, more reward' culture rather than mandatory long hours.

QWhat kind of talent is attracted to Web3 companies like Gate, and what are their primary motivations for joining?

AGate attracts highly educated, international talent, with 89.33% holding a bachelor's degree or higher. Motivations for joining include the company's strong growth potential, opportunities for personal and professional development, and the ability to work on innovative projects with quick resource support. Many are drawn from Web2 companies seeking more dynamic environments and from traditional finance sectors due to Gate's focus on compliance and legitimacy.

QHow is the Web3 industry, and specifically Gate, preparing for the impact of AI on the future of work?

AGate's founder, Dr. Han, believes that AI will重构 (restructure) or eliminate up to 90% of traditional job models. The company is focused on fully embracing AI to重塑 (reshape) product forms and user experience, seeing it as a systemic重构 (restructuring) of financial infrastructure and value distribution. Web3's rapid evolution, open culture, and tech-driven nature make it naturally suited for AI integration. Rather than being replaced by AI, Web3 is positioned to be a field that experiences a new wave of employment growth empowered by AI.

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Đầu tư mạo hiểm chuyên sâu vào tiền mã hóa đang trải qua một sự chuyển đổi lớn. Các quỹ chuyên biệt hàng đầu như Paradigm (vừa huy động 1,2 tỷ USD) và Framework Ventures (huy động 400 triệu USD) đang mở rộng danh mục đầu tư sang các lĩnh vực khác như AI, robot, hàng không vũ trụ, thậm chí xóa bỏ các tham chiếu về "tiền mã hóa" khỏi thông điệp của mình. Quý I/2026 chỉ có 8 quỹ VC thuần túy về tiền mã hóa mới được thành lập, mức thấp nhất kể từ năm 2020. Theo lý thuyết chu kỳ công nghệ của Carlota Perez, tiền mã hóa đang chuyển từ giai đoạn "xây dựng" sang "phổ cập". Các gã khổng lồ truyền thống như Stripe, BlackRock, VISA đã hiểu và tích hợp công nghệ blockchain vào hoạt động cốt lõi của họ, làm xói mòn lợi thế thông tin độc quyền trước đây của các quỹ chuyên sâu. Ngành VC đang phân cực thành hình dạng "tạ tạ": một bên là các nền tảng đầu tư tổng hợp khổng lồ (a16z, Sequoia) có thể bao trùm toàn bộ lĩnh vực; bên kia là các quỹ nhỏ, chuyên sâu dựa vào hiểu biết sâu để đầu tư mạo hiểm vào các dự án tiên phong. Các quỹ quy mô trung bình thuần túy về tiền mã hóa đang bị mắc kẹt trong "vùng chết", vì không đủ lớn để cạnh tranh ở các vòng tăng trưởng, cũng không thể chỉ dựa vào các khoản đầu tư hạt giống nhỏ để đạt mức thoái vốn cần thiết (thường gấp 3 lần quỹ). Áp lực từ các nhà đầu tư (LP) cũng thúc đẩy sự thay đổi. Với lợi nhuận thực tế (DPI) thấp từ các quỹ năm 2021 và làn sóng AI hút 70% vốn đầu tư mạo hiểm, các nhà quản lý quỹ buộc phải đa dạng hóa để đáp ứng kỳ vọng của LP. Đối với các startup tiền mã hóa, điều này có nghĩa là việc gọi vốn sẽ khó khăn hơn. Họ phải cạnh tranh với vô số dự án AI để thu hút sự chú ý của các quỹ tổng hợp. Hơn nữa, các quỹ tổng hợp ít có khả năng đầu tư vào cơ sở hạ tầng công cộng hoặc nghiên cứu cơ bản (như MEV, công cụ cross-chain) – vốn rất quan trọng cho sự phát triển của hệ sinh thái nhưng khó có lợi nhuận thương mại trực tiếp. Tóm lại, "nhà đầu tư tiền mã hóa" như một danh mục riêng biệt đang trở nên lỗi thời. Tiền mã hóa đang trở thành cơ sở hạ tầng tài chính cơ bản. Các quỹ chuyên sâu cỡ trung đang thu hẹp hoặc biến mất. Tương lai sẽ là sự phân công: các quỹ tổng hợp lớn nắm giữ các khoản đầu tư tăng trưởng vào cơ sở hạ tầng tài chính dựa trên blockchain, trong khi các quỹ nhỏ, chuyên biệt tiếp tục ươm mầm cho các thí nghiệm tiên phong và ngách mới như mã hóa tài sản (tokenization), chứng khoán trên chuỗi.

Foresight News38 phút trước

Ngày Tươi Sáng Khó Trở Lại, Các Quỹ VC Crypto Đang Trải Qua Điều Gì?

Foresight News38 phút trước

Khi Sự Đồng Thuận Diễn Ra Ngày Càng Nhanh, Các Nhà Đầu Tư Trẻ Đang Đánh Cược Vào Điều Gì?

Khi sự đồng thuận thị trường ngày càng nhanh, các nhà đầu tư trẻ đang tập trung vào đâu? Đầu tư công nghệ hiện nay đang trải qua sự chuyển dịch rõ rệt, với bốn xu hướng chính được các nhà đầu tư trẻ hàng đầu quan tâm. **Xu hướng 1: AI rời màn hình, bước vào thế giới vật lý.** Trọng tâm đầu tư đang chuyển từ mô hình lớn và ứng dụng sinh dữ liệu sang robot, thiết bị AI, xe tự lái và hệ thống công nghiệp. Thách thức lớn không còn là khả năng của mô hình, mà là năng lực triển khai, độ tin cậy và hiệu quả chi phí khi tích hợp vào môi trường vật lý. Ngành giao hàng tự động (ví dụ: Bạch Tê Ngưu với hơn 2000 xe) là minh chứng cho xu hướng này. **Xu hướng 2: Lợi nhuận từ mô hình lớn chưa hết, cạnh tranh chuyển sang "Bánh xe thông minh".** Thay vì chỉ tìm kiếm kiến trúc kế tiếp, các nhà đầu tư tập trung vào các công ty có thể nhúng khả năng AI hiện có vào quy trình làm việc thực tế, tạo ra vòng lặp phản hồi "bánh xe thông minh": dữ liệu người dùng -> cải thiện mô hình -> trải nghiệm tốt hơn -> nhiều người dùng hơn. Sự thành công của Zhipu AI và Kling AI của Kuaishou cho thấy giá trị của việc xây dựng hệ thống tự củng cố này. **Xu hướng 3: Nghẽn dữ liệu thúc đẩy công nghệ nền tảng mới, mô hình cơ bản khoa học trở thành hướng đi không đồng thuận.** Khi dữ liệu chất lượng cao từ internet trở nên khan hiếm, việc đào tạo AI cần các nguồn kiến thức mới. Các phương pháp như học tăng cường, tự đối kháng và đặc biệt là **Mô hình Cơ bản Khoa học** (Scientific Foundation Models) hứa hẹn sử dụng dữ liệu và quy luật từ các lĩnh vực chuyên sâu (sinh học, vật liệu) để mở rộng biên giới của AI, mặc dù đây vẫn là một lĩnh vực đầy thách thức. **Xu hướng 4: Càng tiến vào vùng nước sâu của công nghệ cứng, càng cần vốn kiên nhẫn.** Trong các lĩnh vực như hàng không vũ trụ thương mại, máy tính lượng tử và năng lượng tiên tiến, chu kỳ xác minh dài hơn và con đường thương mại hóa không rõ ràng. Các nhà đầu tư cần xây dựng phán đoán sớm, tập trung vào năng lực nghiên cứu cốt lõi, khả năng kỹ thuật và sự kiên cường của đội ngũ, thay vì kỳ vọng lợi nhuận ngắn hạn. Sự quan tâm đến robot không gian, điện toán không gian và vật liệu năng lượng không gian phản ánh tầm nhìn dài hạn này. Tóm lại, các nhà đầu tư trẻ ngày nay không chỉ theo đuổi các khái niệm nóng, mà đang chuyển sang phân tích sâu sắc con đường tích hợp công nghệ vào ngành công nghiệp, tìm kiếm các hệ thống tạo ra vòng lặp phản hồi bền vững và sẵn sàng đồng hành cùng các dự án công nghệ cứng trong hành trình dài hạn.

marsbit1 giờ trước

Khi Sự Đồng Thuận Diễn Ra Ngày Càng Nhanh, Các Nhà Đầu Tư Trẻ Đang Đánh Cược Vào Điều Gì?

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