Preliminary Round Participant Insights — AOT Matrix: Left-Brain Analysis, Right-Brain Decisions in AI Trading

Opening
In the WEEX AI Trading Hackathon, AOT Matrix chose a more cautious path in system design — one that’s actually harder to pull off in a live trading environment.
From the very start, they made clear choices about what role AI should and shouldn’t play in the trading system.
We interviewed AOT Matrix about their decision-making logic, the multiple iterations of their system architecture, and what it’s like to implement it under WEEX’s real trading environment and engineering constraints.
Q1. In AI trading, most people’s first instinct is “let AI place orders.” Why did you dismiss this idea from the start?
AOT Matrix:
Because crypto markets are inherently unstable.
Price distributions shift, volatility structures break, and historical patterns often fail when it matters most. Letting AI execute buy or sell orders directly would turn any model mismatch into immediate real losses.
Based on that, in the very first week we ruled out two common approaches: using AI as an automated trading bot, or letting it generate trading signals directly.
Instead, we chose to have AI answer a more restrained but far more critical question: is this the right environment to trade right now?
Q2. During the preparation phase, what system architecture did you initially experiment with?
AOT Matrix:
At first, we tried a hybrid setup: AI signals direction, and the rule-based system executes.
But during backtests and simulations, issues became clear: the stability of AI signals varied greatly across different market phases.
As soon as market structure shifted, the reliability of those signals dropped significantly.
We later realized the problem wasn’t the model accuracy — it was the very division of responsibilities.
Q3. How did you redefine the roles of AI and trading decision-making?
AOT Matrix:
After several iterations, we finalized a “left brain / right brain” system structure.
AI resides in the “left brain,” responsible solely for analysis and not for making trading decisions.
Its job is to assess market conditions — trending, ranging, high-risk scenarios, or whether trading should be paused — while providing a confidence score for the environment. It doesn’t predict exact prices or place orders.
Actual trading decisions are handled by the “right brain,” a rule-based system managing trade permissions, position sizing, and leverage controls.
Every trade must be auditable and replayable — a hard requirement we set for ourselves at the WEEX AI Hackathon.
Q4. During preparation, how challenging was it to translate trading experience into AI-readable input?
AOT Matrix:
Extremely challenging. Traders’ experience is often intuitive, but AI requires structured information.
So instead of just adding more data, we broke the logic down. We split trading logic into three types: market structure, volatility state, and risk conditions. AI learns and outputs only these intermediate states.
This way, AI no longer predicts future prices; it focuses on answering whether the current environment is healthy and suitable for trading.
Given the short preparation time, we believed this was a safer and more practical approach.
Q5. When integrating the WEEX API and moving from simulation to live trading, what unexpected challenges came up?
AOT Matrix:
Most challenges were engineering-related. We initially completed basic authentication and order submission via the WEEX API, but in live trading, we quickly realized that “being able to place orders” doesn’t guarantee long-term system stability.
Network jitter, request timeouts, and multi-strategy execution issues surfaced gradually during both simulations and live tests.
To fix this, we made systematic engineering upgrades, including:
- Full-chain trace IDs for order-level tracking
- Idempotent order controls to prevent duplicate executions
- Asynchronous queues and order status reconciliation to enhance system recovery under anomalies
This phase was a critical step in turning a demo into a system capable of long-term operation.
Q6. You put a lot of effort into recording trading decisions and executions. What was the reasoning behind this?
AOT Matrix:
In live trading, any trade that can’t be explained will eventually become a source of risk.
Therefore, we require that every order can answer three questions: Why was it opened at that moment? What did the system judge the market environment to be? Would the same decision hold if conditions repeated?
The system fully records AI assessments of market conditions, the rationale behind decision execution, and the final trade outcome.
The goal isn’t to complicate things, but to ensure all trades are traceable, replayable, and reviewable — what we call “full-chain auditability.”
Q7. While preparing for the WEEX AI Trading Hackathon, what has been your biggest insight about AI trading?
AOT Matrix:
Three main insights.
First, AI in trading is not meant to replace humans, but to constrain them.
It’s better at curbing emotional decisions and spotting untradeable environments than chasing “bigger returns.”
Second, system stability often matters more than model precision.
A system that looks perfect in backtests but fails live simply turns its technical edge into risk exposure.
Third, interpretability is critical for long-term survival.
Only if every P&L can be understood and reviewed can the system be fixed after drawdowns, rather than being scrapped and rebuilt.
Closing
For AOT Matrix, the WEEX AI Trading Hackathon isn’t just a model competition — it’s a comprehensive test of system design, engineering, and risk awareness.
Their architecture is the product of continuous validation, adjustments, and convergence under WEEX’s live trading conditions and engineering constraints.
And this is exactly the process AI trading must go through to move from concept to a sustainable, long-term tool.
You may also like

Key Market Information Discrepancy on February 9th - A Must-See! | Alpha Morning Report

"2.5 Dip" Real Reason: Wall Street Deleveraging Induced Overreaction

Kyle's review of Hyperliquid sparks controversy, Solitude Bank officially opens, what are the overseas crypto communities talking about today?

Cryptocurrency prices in the dumps, but the prediction market is going wild?
Decoding Strategy’s Latest Financial Report: After a $12.4 Billion Loss, How Long Can the Bitcoin Flywheel Keep Spinning?
When earnings reports become electrocardiograms of Bitcoin’s price, Strategy is not merely a company—it’s an experiment testing whether faith can overcome gravity.

Discover How to Participate in Staking
Staking is a digital asset yield product launched by the WEEX platform. By subscribing to Staking products, users can stake their idle digital assets and earn corresponding Staking rewards.

WEEX AI Trading Hackathon Rules & Guidelines
This article explains the rules, requirements, and prize structure for the WEEX AI Trading Hackathon Finals, where finalists compete using AI-driven trading strategies under real market conditions.

From 0 to $1 Million: Five Steps to Outperform the Market Through Wallet Tracking

Token Cannot Compound, Where Is the Real Investment Opportunity?

February 6th Market Key Intelligence, How Much Did You Miss?

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) 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.

Former Partner's Perspective on Multicoin: Kyle's Exit, But the Game He Left Behind Just Getting Started
Why Bitcoin Is Falling Now: The Real Reasons Behind BTC's Crash & WEEX's Smart Profit Playbook
Bitcoin's ongoing crash explained: Discover the 5 hidden triggers behind BTC's plunge & how WEEX's Auto Earn and Trade to Earn strategies help traders profit from crypto market volatility.

Wall Street's Hottest Trades See Exodus

Vitalik Discusses Ethereum Scaling Path, Circle Announces Partnership with Polymarket, What's the Overseas Crypto Community Talking About Today?

Believing in the Capital Markets - The Essence and Core Value of Cryptocurrency

Polymarket's 'Weatherman': Predict Temperature, Win Million-Dollar Payout
$15K+ Profits: The 4 AI Trading Secrets WEEX Hackathon Prelim Winners Used to Dominate Volatile Crypto Markets
How WEEX Hackathon's top AI trading strategies made $15K+ in crypto markets: 4 proven rules for ETH/BTC trading, market structure analysis, and risk management in volatile conditions.
Key Market Information Discrepancy on February 9th - A Must-See! | Alpha Morning Report
"2.5 Dip" Real Reason: Wall Street Deleveraging Induced Overreaction
Kyle's review of Hyperliquid sparks controversy, Solitude Bank officially opens, what are the overseas crypto communities talking about today?
Cryptocurrency prices in the dumps, but the prediction market is going wild?
Decoding Strategy’s Latest Financial Report: After a $12.4 Billion Loss, How Long Can the Bitcoin Flywheel Keep Spinning?
When earnings reports become electrocardiograms of Bitcoin’s price, Strategy is not merely a company—it’s an experiment testing whether faith can overcome gravity.
Discover How to Participate in Staking
Staking is a digital asset yield product launched by the WEEX platform. By subscribing to Staking products, users can stake their idle digital assets and earn corresponding Staking rewards.