Top 10 AI+Crypto Trends to Watch in 2025

By: blockbeats|2024/12/17 15:45:01
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Original title: Crypto x AI: 10 Categories We're Watching in 2025
Original author: @archetypevc, Crypto Kol
Original translation: zhouzhou, BlockBeats

Editor's note:This article discusses multiple innovative areas of crypto and AI in 2025, including agent-to-agent interaction, decentralized agent organization, AI-driven entertainment, generative content marketing, data market, decentralized computing, etc. The article explores how to use blockchain and AI technology to create new opportunities in multiple industries, promote privacy protection, AI hardware development and the application of decentralized technology, and pay more attention to how intelligent agents can bring breakthroughs in transactions, artistic creation and other fields.

The following is the original content (the original content has been reorganized for easier reading and understanding):

Interaction between agents

The default transparency and composability of blockchain make it an ideal platform for interaction between agents.

In this scenario, agents developed by different entities for different purposes can interact with each other seamlessly. There have been many experiments on agents sending funds to each other, launching tokens together, etc.

We are looking forward to seeing how the interaction between agents can be expanded, including the creation of new application areas such as new social places driven by agent interaction, as well as improving efficiency and solving some of the current cumbersome problems by improving existing enterprise workflows (such as platform authentication, verification, micropayments, cross-platform workflow integration, etc.).

—Danny, Katie, Aadharsh, Dmitriy

Top 10 AI+Crypto Trends to Watch in 2025

Decentralized Agent Organizations


Large-scale multi-agent coordination is another equally exciting area of research.

How do multi-agent systems work together to accomplish tasks, solve problems, and manage systems and protocols? In his early 2024 article "The Promise and Challenges of Crypto and AI Applications", Vitalik mentioned that AI agents could be used for prediction markets and adjudication. He actually believes that in large-scale applications, multi-agent systems have significant "truth" discovery capabilities and can achieve universal autonomous governance systems. We are very interested in the capabilities of multi-agent systems and the continued discovery and experimentation of forms of "swarm intelligence".


As an extension of inter-agent coordination, coordination between agents and humans is also an interesting design space—particularly how communities interact around agents, or how humans can be organized through agents for collective action. We hope to see more experiments with agents that aim to coordinate humans at scale. This will need to be coupled with some verification mechanisms, especially if some of the human work is done off-chain, but it could also lead to some very strange and interesting emergent behaviors.

—Katie, Dmitriy, Ash

Agent-Based Multimedia Entertainment


The concept of digital characters has been around for decades.

Hatsune Miku (2007) sold out 20,000-seat arenas, and Lil Miquela (2016) has over 2 million followers on Instagram. Newer, lesser-known examples include AI virtual streamer Neuro-sama (2022), who has over 600,000 subscribers on Twitch, and the anonymously debuted Korean boy band PLAVE (2023), which has over 300 million views on YouTube in less than two years.

As AI infrastructure develops, and blockchain is integrated into payment, value transfer, and open data platforms, we are excited to see how these agents become more autonomous, potentially unlocking a new mainstream entertainment category by 2025.

—Katie, Dmitriy

Generative/Agent Content Marketing


In the first case, the agent itself is the product, while in the other scenario, the agent complements an existing product. In the attention economy, maintaining a constant flow of engaging content is critical to the success of any idea, product, company, etc.

Generated/agentic content is a powerful tool for teams to ensure a scalable, 24/7 content creation pipeline. The concept has been accelerated by discussions around what differentiates memecoins from agents. Agents provide a powerful means of distribution for memecoins, even if those memecoins are not fully “agentic” yet (but may become so).


As another example, games increasingly need to be more dynamic to keep users engaged. One of the classic ways to create game dynamics is to foster user-generated content; fully generated content (from in-game items to NPCs to fully generated levels) may be the next stage in this evolution. We are curious to see how agents will push the boundaries of traditional distribution strategies in 2025.

—Katie

Next Generation Art Tools/Platforms


In 2024, we launched IN CONVERSATION WITH, an interview series with crypto artists in music, visual art, design, curation, and more. A key observation I made from this year’s interviews is that many artists interested in crypto are often also interested in cutting-edge technologies and want to incorporate these technologies into their own artistic practices, in other words, AR/VR objects, code-based art, and live coding.


Generative art in particular has a natural synergy with blockchain, making it even more clear as a potential foundational platform for AI art. It is extremely difficult to properly display these art forms in traditional platforms. ArtBlocks provides a vision for how blockchain can be used to display, store, monetize, and preserve digital art in the future - improving the overall experience for artists and audiences. Beyond display, AI tools even expand the ability of ordinary people to create their own art. It will be very interesting to see how blockchain expands or supports these tools in 2025.

—Katie

Data Market


In the 20 years since Clive Humby coined the phrase “data is the new oil,” companies have taken strong steps to hoard and monetize user data. Users are gradually realizing that their data is the foundation on which these multi-billion dollar companies are built, but they have little control over how their data is used, nor do they share in the profits it brings.

The accelerated development of powerful AI models has made this contradiction even more acute. If addressing user exploitation is part of the data opportunity, then another important issue is addressing the shortage of data supply, as increasingly larger and more powerful models are consuming the easy oil fields of public Internet data and require new sources of data.

How to use decentralized infrastructure to transfer control of data from companies back to the source of data (users) is a huge design space involving innovative solutions in multiple fields. The most pressing issues include: where data is stored and how privacy is maintained during storage, transmission, and computation; how to objectively benchmark, filter, and assess data quality; what mechanisms do we use for attribution and monetization (especially when value needs to be traced back to the source after inference); and what coordination or data retrieval systems do we use across a diverse model ecosystem.

As for solving the supply bottleneck, it’s not just about replicating Scale AI through tokens, it’s more about understanding where we can gain advantages with the help of technology tailwinds, and how to build competitive solutions around scale, quality, or better incentive (and filtering) mechanisms to produce higher value data products. Especially when the demand side is mostly from web2 AI, how to combine smart contract enforcement mechanisms with traditional service level agreements (SLAs) and tools is an important area to focus on.

—Danny

Decentralized Computing


If data is one foundational building block for the development and deployment of AI, then computing power is another. In the past few years, traditional large data centers with unique access - including control of space, energy, and hardware - have dominated the trajectory of deep learning and AI, but this landscape is beginning to be challenged by physical limitations and the advancement of open source.

The v1 compute version in decentralized AI looks like a replica of web2 GPU clouds, with no real supply advantage (either hardware or data centers) and a lack of organic demand. In v2, we are starting to see some outstanding teams building a complete technology stack based on heterogeneous high-performance computing (HPC) supply, involving capabilities in coordination, routing, pricing, etc., combined with some proprietary features to attract demand and deal with marginal compression, especially in the inference stage. Teams are also starting to diverge in different use cases and go-to-market strategies (GTM), with some focusing on efficient inference routing integrating compilation frameworks on diverse hardware, while other teams are pioneering distributed model training frameworks on the compute networks they build.

We are even starting to see the emergence of an AI-Fi market with new economic primitives that turn compute and GPUs into yield assets, or use on-chain liquidity to provide data centers with another source of capital to acquire hardware. A major question here is to what extent decentralized AI (DeAI) will develop and deploy on the decentralized computing track, or, as in the storage space, whether the gap between ideology and practical needs will never be bridged, preventing the idea from realizing its full potential.

—Danny

Compute Accounting Standards


Associated with the incentives of decentralized high-performance computing networks, a significant challenge in coordinating heterogeneous computing resources is the lack of a unified standard for accounting for these compute resources. AI models uniquely add multiple complexities to the HPC output space, from model variants and quantization to adjusting the level of randomness through the model's temperature and sampling hyperparameters. In addition, AI hardware can introduce further complexity through the diversity of GPU architectures and different versions of CUDA. Ultimately, this leads to the need for how to account for models and compute market power when computing cross-platform in heterogeneous distributed systems.

Due in part to a lack of standards, we have seen multiple cases across web2 and web3 where models and compute markets have failed to accurately account for the quality and quantity of their compute power. This has resulted in users having to audit the true performance of these AI layers by running their own comparative model benchmarks and rate-limiting the execution of the compute market’s proof of work.

Given that a core tenet of crypto is verifiability, we expect the intersection of crypto and AI to be more easily verifiable than traditional AI in 2025. Specifically, it will be important for average users to be able to compare various aspects of a given model or cluster, especially those features that define the output, in order to audit and benchmark the performance of the system.

—Aadharsh

Probabilistic Privacy Primitives


In the article “The Promise and Challenges of Crypto and AI Applications”, Vitalik mentioned solving the unique challenges between crypto and AI:
“In cryptography, open source is the only way to make things truly secure, but in AI, the openness of models (and even their training data) greatly increases their vulnerability to adversarial machine learning attacks.”

While privacy is not a new research direction in the blockchain field, we believe that the popularity of AI will continue to accelerate the research and application of privacy cryptographic primitives. This year, privacy-enhancing technologies such as ZK, FHE, TEE, and MPC have made significant progress, with application scenarios including general applications such as private shared states for computation on encrypted data. At the same time, we have also seen centralized AI giants like Nvidia and Apple use proprietary TEEs for federated learning and private AI reasoning to keep hardware, firmware, and models consistent across systems.

With this in mind, we will be keeping a close eye on how to maintain privacy for random state transfers over heterogeneous systems, and how they can accelerate the development of real-world decentralized AI applications - from decentralized private reasoning to storage/access pipelines for encrypted data to fully sovereign execution environments.

—Aadharsh

Agent Intent and Next-Gen User Transaction Interfaces


The closest use case for AI agents is to use them to conduct autonomous transactions on-chain on our behalf. Admittedly, there has been a lot of fuzzy talk over the past 12-16 months about what "intentions", "agent behaviors", "agent intent", "solvers", "agent solvers", etc. are, and how they differ from the more traditional "bots" developed in recent years.

Over the next 12 months, we expect to see increasingly complex language systems combined with different data types and neural network architectures pushing the overall design space forward. Will agents continue to trade using the same on-chain systems we use today, or will they develop their own independent trading tools/methods? Will large language models (LLMs) continue to serve as the backend for these agent trading systems, or will they be replaced by other systems? At the interface level, will users begin to trade using natural language? Will the classic "wallet as browser" theory finally come to fruition?

—Danny, Katie, Aadharsh, Dmitriy

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China's Central Bank and Eight Other Departments' Latest Regulatory Focus: Key Attention to RWA Tokenized Asset Risk


Foreword: Today, the People's Bank of China's website published the "Notice of the People's Bank of China, National Development and Reform Commission, Ministry of Industry and Information Technology, Ministry of Public Security, State Administration for Market Regulation, China Banking and Insurance Regulatory Commission, China Securities Regulatory Commission, State Administration of Foreign Exchange on Further Preventing and Dealing with Risks Related to Virtual Currency and Others (Yinfa [2026] No. 42)", the latest regulatory requirements from the eight departments including the central bank, which are basically consistent with the regulatory requirements of recent years. The main focus of the regulation is on speculative activities such as virtual currency trading, exchanges, ICOs, overseas platform services, and this time, regulatory oversight of RWA has been added, explicitly prohibiting RWA tokenization, stablecoins (especially those pegged to the RMB). The following is the full text:


To the people's governments of all provinces, autonomous regions, and municipalities directly under the Central Government, the Xinjiang Production and Construction Corps:


  Recently, there have been speculative activities related to virtual currency and Real-World Assets (RWA) tokenization, disrupting the economic and financial order and jeopardizing the property security of the people. In order to further prevent and address the risks related to virtual currency and Real-World Assets tokenization, effectively safeguard national security and social stability, in accordance with the "Law of the People's Republic of China on the People's Bank of China," "Law of the People's Republic of China on Commercial Banks," "Securities Law of the People's Republic of China," "Law of the People's Republic of China on Securities Investment Funds," "Law of the People's Republic of China on Futures and Derivatives," "Cybersecurity Law of the People's Republic of China," "Regulations of the People's Republic of China on the Administration of Renminbi," "Regulations on Prevention and Disposal of Illegal Fundraising," "Regulations of the People's Republic of China on Foreign Exchange Administration," "Telecommunications Regulations of the People's Republic of China," and other provisions, after reaching consensus with the Cyberspace Administration of China, the Supreme People's Court, and the Supreme People's Procuratorate, and with the approval of the State Council, the relevant matters are notified as follows:


  I. Clarify the essential attributes of virtual currency, Real-World Assets tokenization, and related business activities


  (I) Virtual currency does not possess the legal status equivalent to fiat currency. Virtual currencies such as Bitcoin, Ether, Tether, etc., have the main characteristics of being issued by non-monetary authorities, using encryption technology and distributed ledger or similar technology, existing in digital form, etc. They do not have legal tender status, should not and cannot be circulated and used as currency in the market.


  The business activities related to virtual currency are classified as illegal financial activities. The exchange of fiat currency and virtual currency within the territory, exchange of virtual currencies, acting as a central counterparty in buying and selling virtual currencies, providing information intermediary and pricing services for virtual currency transactions, token issuance financing, and trading of virtual currency-related financial products, etc., fall under illegal financial activities, such as suspected illegal issuance of token vouchers, unauthorized public issuance of securities, illegal operation of securities and futures business, illegal fundraising, etc., are strictly prohibited across the board and resolutely banned in accordance with the law. Overseas entities and individuals are not allowed to provide virtual currency-related services to domestic entities in any form.


  A stablecoin pegged to a fiat currency indirectly fulfills some functions of the fiat currency in circulation. Without the consent of relevant authorities in accordance with the law and regulations, any domestic or foreign entity or individual is not allowed to issue a RMB-pegged stablecoin overseas.


(II)Tokenization of Real-World Assets refers to the use of encryption technology and distributed ledger or similar technologies to transform ownership rights, income rights, etc., of assets into tokens (tokens) or other interests or bond certificates with token (token) characteristics, and carry out issuance and trading activities.


  Engaging in the tokenization of real-world assets domestically, as well as providing related intermediary, information technology services, etc., which are suspected of illegal issuance of token vouchers, unauthorized public offering of securities, illegal operation of securities and futures business, illegal fundraising, and other illegal financial activities, shall be prohibited; except for relevant business activities carried out with the approval of the competent authorities in accordance with the law and regulations and relying on specific financial infrastructures. Overseas entities and individuals are not allowed to illegally provide services related to the tokenization of real-world assets to domestic entities in any form.


  II. Sound Work Mechanism


  (III) Inter-agency Coordination. The People's Bank of China, together with the National Development and Reform Commission, the Ministry of Industry and Information Technology, the Ministry of Public Security, the State Administration for Market Regulation, the China Banking and Insurance Regulatory Commission, the China Securities Regulatory Commission, the State Administration of Foreign Exchange, and other departments, will improve the work mechanism, strengthen coordination with the Cyberspace Administration of China, the Supreme People's Court, and the Supreme People's Procuratorate, coordinate efforts, and overall guide regions to carry out risk prevention and disposal of virtual currency-related illegal financial activities.


  The China Securities Regulatory Commission, together with the National Development and Reform Commission, the Ministry of Industry and Information Technology, the Ministry of Public Security, the People's Bank of China, the State Administration for Market Regulation, the China Banking and Insurance Regulatory Commission, the State Administration of Foreign Exchange, and other departments, will improve the work mechanism, strengthen coordination with the Cyberspace Administration of China, the Supreme People's Court, and the Supreme People's Procuratorate, coordinate efforts, and overall guide regions to carry out risk prevention and disposal of illegal financial activities related to the tokenization of real-world assets.


  (IV) Strengthening Local Implementation. The people's governments at the provincial level are overall responsible for the prevention and disposal of risks related to virtual currencies and the tokenization of real-world assets in their respective administrative regions. The specific leading department is the local financial regulatory department, with participation from branches and dispatched institutions of the State Council's financial regulatory department, telecommunications regulators, public security, market supervision, and other departments, in coordination with cyberspace departments, courts, and procuratorates, to improve the normalization of the work mechanism, effectively connect with the relevant work mechanisms of central departments, form a cooperative and coordinated working pattern between central and local governments, effectively prevent and properly handle risks related to virtual currencies and the tokenization of real-world assets, and maintain economic and financial order and social stability.


  III. Strengthened Risk Monitoring, Prevention, and Disposal


  (5) Enhanced Risk Monitoring. The People's Bank of China, China Securities Regulatory Commission, National Development and Reform Commission, Ministry of Industry and Information Technology, Ministry of Public Security, State Administration of Foreign Exchange, Cyberspace Administration of China, and other departments continue to improve monitoring techniques and system support, enhance cross-departmental data analysis and sharing, establish sound information sharing and cross-validation mechanisms, promptly grasp the risk situation of activities related to virtual currency and real-world asset tokenization. Local governments at all levels give full play to the role of local monitoring and early warning mechanisms. Local financial regulatory authorities, together with branches and agencies of the State Council's financial regulatory authorities, as well as departments of cyberspace and public security, ensure effective connection between online monitoring, offline investigation, and fund tracking, efficiently and accurately identify activities related to virtual currency and real-world asset tokenization, promptly share risk information, improve early warning information dissemination, verification, and rapid response mechanisms.


  (6) Strengthened Oversight of Financial Institutions, Intermediaries, and Technology Service Providers. Financial institutions (including non-bank payment institutions) are prohibited from providing account opening, fund transfer, and clearing services for virtual currency-related business activities, issuing and selling financial products related to virtual currency, including virtual currency and related financial products in the scope of collateral, conducting insurance business related to virtual currency, or including virtual currency in the scope of insurance liability. Financial institutions (including non-bank payment institutions) are prohibited from providing custody, clearing, and settlement services for unauthorized real-world asset tokenization-related business and related financial products. Relevant intermediary institutions and information technology service providers are prohibited from providing intermediary, technical, or other services for unauthorized real-world asset tokenization-related businesses and related financial products.


  (7) Enhanced Management of Internet Information Content and Access. Internet enterprises are prohibited from providing online business venues, commercial displays, marketing, advertising, or paid traffic diversion services for virtual currency and real-world asset tokenization-related business activities. Upon discovering clues of illegal activities, they should promptly report to relevant departments and provide technical support and assistance for related investigations and inquiries. Based on the clues transferred by the financial regulatory authorities, the cyberspace administration, telecommunications authorities, and public security departments should promptly close and deal with websites, mobile applications (including mini-programs), and public accounts engaged in virtual currency and real-world asset tokenization-related business activities in accordance with the law.


  (8) Strengthened Entity Registration and Advertisement Management. Market supervision departments strengthen entity registration and management, and enterprise and individual business registrations must not contain terms such as "virtual currency," "virtual asset," "cryptocurrency," "crypto asset," "stablecoin," "real-world asset tokenization," or "RWA" in their names or business scopes. Market supervision departments, together with financial regulatory authorities, legally enhance the supervision of advertisements related to virtual currency and real-world asset tokenization, promptly investigating and handling relevant illegal advertisements.


  (IX) Continued Rectification of Virtual Currency Mining Activities. The National Development and Reform Commission, together with relevant departments, strictly controls virtual currency mining activities, continuously promotes the rectification of virtual currency mining activities. The people's governments of various provinces take overall responsibility for the rectification of "mining" within their respective administrative regions. In accordance with the requirements of the National Development and Reform Commission and other departments in the "Notice on the Rectification of Virtual Currency Mining Activities" (NDRC Energy-saving Building [2021] No. 1283) and the provisions of the "Guidance Catalog for Industrial Structure Adjustment (2024 Edition)," a comprehensive review, investigation, and closure of existing virtual currency mining projects are conducted, new mining projects are strictly prohibited, and mining machine production enterprises are strictly prohibited from providing mining machine sales and other services within the country.


  (X) Severe Crackdown on Related Illegal Financial Activities. Upon discovering clues to illegal financial activities related to virtual currency and the tokenization of real-world assets, local financial regulatory authorities, branches of the State Council's financial regulatory authorities, and other relevant departments promptly investigate, determine, and properly handle the issues in accordance with the law, and seriously hold the relevant entities and individuals legally responsible. Those suspected of crimes are transferred to the judicial authorities for processing according to the law.


 (XI) Severe Crackdown on Related Illegal and Criminal Activities. The Ministry of Public Security, the People's Bank of China, the State Administration for Market Regulation, the China Banking and Insurance Regulatory Commission, the China Securities Regulatory Commission, as well as judicial and procuratorial organs, in accordance with their respective responsibilities, rigorously crack down on illegal and criminal activities related to virtual currency, the tokenization of real-world assets, such as fraud, money laundering, illegal business operations, pyramid schemes, illegal fundraising, and other illegal and criminal activities carried out under the guise of virtual currency, the tokenization of real-world assets, etc.


  (XII) Strengthen Industry Self-discipline. Relevant industry associations should enhance membership management and policy advocacy, based on their own responsibilities, advocate and urge member units to resist illegal financial activities related to virtual currency and the tokenization of real-world assets. Member units that violate regulatory policies and industry self-discipline rules are to be disciplined in accordance with relevant self-regulatory management regulations. By leveraging various industry infrastructure, conduct risk monitoring related to virtual currency, the tokenization of real-world assets, and promptly transfer issue clues to relevant departments.


  IV. Strict Supervision of Domestic Entities Engaging in Overseas Business Activities


(XIII) Without the approval of relevant departments in accordance with the law and regulations, domestic entities and foreign entities controlled by them may not issue virtual currency overseas.


  (XIV) Domestic entities engaging directly or indirectly in overseas external debt-based tokenization of real-world assets, or conducting asset securitization activities abroad based on domestic ownership rights, income rights, etc. (hereinafter referred to as domestic equity), should be strictly regulated in accordance with the principles of "same business, same risk, same rules." The National Development and Reform Commission, the China Securities Regulatory Commission, the State Administration of Foreign Exchange, and other relevant departments regulate it according to their respective responsibilities. For other forms of overseas real-world asset tokenization activities based on domestic equity by domestic entities, the China Securities Regulatory Commission, together with relevant departments, supervise according to their division of responsibilities. Without the consent and filing of relevant departments, no unit or individual may engage in the above-mentioned business.


  (15) Overseas subsidiaries and branches of domestic financial institutions providing Real World Asset Tokenization-related services overseas shall do so legally and prudently. They shall have professional personnel and systems in place to effectively mitigate business risks, strictly implement customer onboarding, suitability management, anti-money laundering requirements, and incorporate them into the domestic financial institutions' compliance and risk management system. Intermediaries and information technology service providers offering Real World Asset Tokenization services abroad based on domestic equity or conducting Real World Asset Tokenization business in the form of overseas debt for domestic entities directly or indirectly venturing abroad must strictly comply with relevant laws and regulations. They should establish and improve relevant compliance and internal control systems in accordance with relevant normative requirements, strengthen business and risk control, and report the business developments to the relevant regulatory authorities for approval or filing.


  V. Strengthen Organizational Implementation


  (16) Strengthen organizational leadership and overall coordination. All departments and regions should attach great importance to the prevention of risks related to virtual currencies and Real World Asset Tokenization, strengthen organizational leadership, clarify work responsibilities, form a long-term effective working mechanism with centralized coordination, local implementation, and shared responsibilities, maintain high pressure, dynamically monitor risks, effectively prevent and mitigate risks in an orderly and efficient manner, legally protect the property security of the people, and make every effort to maintain economic and financial order and social stability.


  (17) Widely carry out publicity and education. All departments, regions, and industry associations should make full use of various media and other communication channels to disseminate information through legal and policy interpretation, analysis of typical cases, and education on investment risks, etc. They should promote the illegality and harm of virtual currencies and Real World Asset Tokenization-related businesses and their manifestations, fully alert to potential risks and hidden dangers, and enhance public awareness and identification capabilities for risk prevention.


  VI. Legal Responsibility


  (18) Engaging in illegal financial activities related to virtual currencies and Real World Asset Tokenization in violation of this notice, as well as providing services for virtual currencies and Real World Asset Tokenization-related businesses, shall be punished in accordance with relevant regulations. If it constitutes a crime, criminal liability shall be pursued according to the law. For domestic entities and individuals who knowingly or should have known that overseas entities illegally provided virtual currency or Real World Asset Tokenization-related services to domestic entities and still assisted them, relevant responsibilities shall be pursued according to the law. If it constitutes a crime, criminal liability shall be pursued according to the law.


  (19) If any unit or individual invests in virtual currencies, Real World Asset Tokens, and related financial products against public order and good customs, the relevant civil legal actions shall be invalid, and any resulting losses shall be borne by them. If there are suspicions of disrupting financial order and jeopardizing financial security, the relevant departments shall deal with them according to the law.


  This notice shall enter into force upon the date of its issuance. The People's Bank of China and ten other departments' "Notice on Further Preventing and Dealing with the Risks of Virtual Currency Trading Speculation" (Yinfa [2021] No. 237) is hereby repealed.


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