How AI Trading Systems Perform in Live Markets: Inside the WEEX AI Hackathon Beta Test
Launched by WEEX Labs, Alpha Awakens: the WEEX AI Hackathon is a truly global trading hackathon that pushes AI directly into real market conditions, with a total prize pool of up to $1.88 million. So far, 788 participants from around the world have gathered, pitting their AI strategies head-to-head in live market action — no “paper trading,” only real trades and results proven by the market. The preliminary round is now in full swing, watch it live here: https://www.weex.com/events/ai-trading
Before the official battle began, WEEX launched a Beta Test to provide participants with a proving ground that closely mirrors real trading conditions, allowing strategy stability, execution capability, and risk control to be tested by the market in advance, while refining an AI trading infrastructure that can truly be deployed in live markets. During this Beta Test, a group of standout participants emerged — they are not just “people who write code,” but AI architects actively competing with the market. Next, we take you into the real-world thinking and strategy landscape of pioneer participant Kivi.
From single-factor quant strategies to Neuro-Symbolic AI: building a fallback-ready, constraint-aware, multi-factor intelligent trading system based on the WEEX API
Kivi, a liquidity derivatives intern at WEEX and a seasoned quant trading enthusiast, started from single-factor quant strategies and progressively introduced risk control and capital management, integrating large language model capabilities to build a “constraint-aware, fallback-ready” Neuro-Symbolic AI hybrid trading system. The foundation relies on Python for stable execution, while AI operates at a higher level to handle alpha discovery and parameter optimization. During the WEEX Beta Test, he refined high-concurrency stability through the API and applied a multi-dimensional scoring mechanism based on WAD and volatility to filter false breakouts, allowing AI to dynamically decide whether to enter trades. The core value of the system lies not in greater aggressiveness, but in greater robustness — enabling AI to automatically switch risk control modes based on market conditions, transforming traders from direct market participants into architects of an AI-driven trading legion.
Q1: Can you briefly introduce your background and the type of trading or technical direction you are currently focused on?
A1: I am a passionate quant trading enthusiast, currently an undergraduate finance student at Curtin University Singapore, as well as an intern in the Liquidity Derivatives Department. My current focus is on Neuro-Symbolic AI. While today’s AI models have strong reasoning capabilities, allowing them to directly control an entire quantitative system carries significant risk and effectively turns it into a black box. To address this, I built a hybrid system: the lower layer uses Python to ensure a highly robust execution framework, while core components such as alpha discovery, parameter optimization, and risk-control decisions are fully handled in real time by large language models like DeepSeek and GPT.
Q2: When did you start participating in the WEEX Beta Test / Hackathon, and why did you decide to join?
A2: I began participating in the WEEX Beta Testing competition on December 31, 2025. I decided to join primarily to put my unconventional system architecture to the test in a real trading environment.
Q3: How did you initially start designing this strategy or system, and what was the overall approach?
A3: Before successfully implementing the system, my initial design focused on upgrading a traditional single-factor model. Over the following months, new ideas kept emerging. The first step was adding capital management and risk control modules to support the single-factor model. Later, I began to consider whether introducing AI assistance could better adapt the system to market uncertainty. Based on the existing core modules, I gradually integrated AI so that before each trading cycle, the AI could adjust parameters for different trading pairs according to current market conditions. Eventually, I introduced additional AI components such as an Executor Agent and an Alpha Factory, enabling the system to evolve from a single-factor model into a multi-factor quantitative trading system.
Q4: How did you integrate and use the WEEX API in this project, and what key problems did it help you solve?
A4: I connected to the WEEX API using the Python Software Development Kit (SDK), primarily to address stability under high-concurrency conditions, ensuring the system can operate smoothly and continuously.
Q5: What specific debugging work did you focus on during the tuning process?
A5: The most memorable adjustment was modifying the TWAP (Time-Weighted Average Price) algorithm. TWAP works well for large orders, but when applied to smaller positions, the split orders can become too small to open a position successfully. To address this, I changed the logic so that if a TWAP entry fails, the system automatically switches to a market order, avoiding missed opportunities due to failed entries.
Q6: Which core signals does your strategy primarily rely on, such as trend, volatility, or sentiment, and why did you choose them?
A6: The entire system is built around a multi-dimensional scoring framework to determine whether to enter a trade. The two signals I value most are Williams Accumulation Distribution (WAD) and volatility. I chose these because large language models excel at handling nonlinear relationships. Relying on a single indicator can easily lead to losses due to false breakouts, but by combining RANK-WAD with volatility, the AI can more accurately distinguish between genuine and false breakouts. Only when the multi-dimensional scoring criteria are met does the AI open the “gate” for the multi-factor model to enter a trade.
Q7: During the strategy design process, which WEEX rules or mechanisms had a direct impact on your approach?
A7: During the beta testing phase, there were no specific rules or mechanisms that directly affected the design of my system.
Q8: Was there a series of decisions that made you clearly feel the stability or consistency of the AI for the first time?
A8: The introduction of AI enabled the system to dynamically switch risk-control modes based on market conditions, proactively reducing exposure in unfavorable environments instead of passively enduring consecutive losses.
Q9: Did your mindset change during the competition, and did the presence of AI affect your emotional involvement in decision-making?
A9: My mindset did not change significantly during the competition. To some extent, the presence of AI reduced my emotional involvement in the trading process. Since key strategy adjustments and risk-control mode switches are driven by clearly defined rules and state-based decisions, I no longer intervene frequently due to short-term gains or losses, and instead focus on ensuring that the system operates within its predefined risk boundaries.
Q10: Looking back on this Hackathon / Beta Test, what was your biggest takeaway or shift in understanding?
A10: This experience reinforced my belief that for an AI trading system to be truly deployable in real markets, the core lies not in the strategy model itself, but in positioning AI within a fallback-ready and constraint-aware framework—so it serves as an enhancer of system stability rather than an amplifier of risk.
Q11: Throughout the process, in what specific ways did WEEX genuinely support you?
A11: WEEX provided an environment that was close enough to real-market conditions while still allowing room for trial and error, enabling me to validate many of my system design assumptions under actual trading rules.
In Kivi’s view, the Beta Test was not about competing for profits ahead of time, but about placing AI and trading systems into real market conditions to see whether the system could run stably and whether the AI was properly constrained. In practice, this round of testing exposed a number of issues at both the system and execution levels, while also helping clear obstacles around API stability, rule alignment, and overall workflow—laying the groundwork for a smoother progression of the competition.
See how AI trading works in real markets during the WEEX AI Trading Hackathon beta with live Crypto trading, AI trading strategies, and real competition results.
The purpose of this pre-competition Beta Test was to move participants directly from the “idea stage” into real trading environments, allowing systems, strategies, and AI to be tested in live-market conditions and laying a solid foundation for the main event. The core rule of the competition is clear: AI must be involved—whether in decision-making, risk control, execution, or auxiliary analysis. The focus is not on how high the returns are, but on how AI is genuinely integrated into a trading system. The competition has now officially begun, with the event fully entering the live-market battle phase. This marks a key window in which strategies across AI Wars are being actively deployed and revealed. If you want a systematic view of how AI trading ideas operate in real markets, now is the best time to watch.
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About WEEX
Founded in 2018, WEEX has developed into a global crypto exchange with over 6.2 million users across more than 150 countries. The platform emphasizes security, liquidity, and usability, providing over 1,200 spot trading pairs and offering up to 400x leverage in crypto futures trading. In addition to traditional spot and derivatives markets, WEEX is expanding rapidly in the AI era — delivering real-time AI news, empowering users with AI trading tools, and exploring innovative trade-to-earn models that make intelligent trading more accessible to everyone. Its 1,000 BTC Protection Fund further strengthens asset safety and transparency, while features such as copy trading and advanced trading tools allow users to follow professional traders and experience a more efficient, intelligent trading journey.
Follow WEEX on social media
Instagram: @WEEX Exchange
TikTok: @weex_global
YouTube: @WEEX_Global
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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) 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.
(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.
(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.
(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.
(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.
(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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