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From Human Strategy to AI Trading Bot: How Shadow Trading AI Won 2nd Place in the WEEX Hackathon
In the first season of the WEEX AI Trading Hackathon, Shadow Trading AI, developed by Ivan, secured 2nd place in the finals. Built on years of trading experience and a deep understanding of market structure, the system demonstrated how AI Trading can extend a trader’s analytical capacity rather than replace human judgment.
For Ivan, the competition on WEEX was not about building a short-term experiment. It was an opportunity to validate a system that had already been running in live markets and evolving over time within the broader AI Trading ecosystem.
From Programming to an AI Crypto Trading System
Ivan’s journey into AI Trading began long before the hackathon. Having entered the crypto market in 2019, he combined his early programming background—working with languages like C++ and C#—with years of trading experience.
As he developed his own market framework based on Smart Money Concepts (SMC) and institutional liquidity analysis, he realized that much of the decision-making process could be translated into automated logic. This eventually led to the development of Shadow Trading AI, a system trained to analyze market structure rather than rely on traditional technical indicators within an AI Trading framework.
The AI was designed to monitor 14 trading pairs across multiple timeframes simultaneously, identifying setups based on liquidity shifts, structural changes, and price behavior. By teaching the system how he personally reads the market, Ivan effectively created an AI Trading tool that could scale his analytical process around the clock.
How the AI Trading System Performed in Live Market Conditions
During the competition on WEEX, Ivan allowed the AI to operate independently rather than interfering with its decisions. The system continuously scanned markets, identified high-probability setups, and executed trades based on its internal logic — a core principle of disciplined AI Trading.
For him, the key to consistent performance was discipline. While many traders react emotionally during drawdowns or volatile market conditions, the AI maintained strict adherence to its strategy framework.
Ivan believes this separation between emotional decision-making and systematic execution is one of the biggest advantages of AI Trading. Rather than chasing trades or reacting impulsively, the system simply waits for the right conditions to appear.
At the same time, the developer remained responsible for monitoring infrastructure stability on WEEX—ensuring execution pipelines, API connections, and logging systems were operating correctly throughout the WEEX AI Trading Hackathon.
How the AI Trading Bot Is Evolving for the Next Generation of Automated Trading
Following the competition, Shadow Trading AI has continued to evolve. According to Ivan, the system has already benefited from months of additional market data, allowing it to refine pattern recognition and adapt more effectively to different market environments — an important step in advancing AI Trading capabilities. Future improvements will focus on expanding the dataset used for learning, improving execution speed to reduce latency between signal generation and order placement, and strengthening dynamic risk management.
In particular, the AI is being trained to adjust position sizing based on confidence levels, allocating more capital to higher-probability setups while reducing exposure during lower-confidence scenarios — another key evolution in modern AI Trading strategy design. These improvements aim to make the system more adaptive and resilient across different market conditions.
With WEEX AI Trading Hackathon Season 2 scheduled to launch this May, Ivan also shared suggestions for future participants. He believes newcomers should focus less on chasing high win rates and instead prioritize strong risk–reward logic and disciplined AI Trading system design. He also encourages builders to test their systems in real market conditions with small capital before scaling, and notes that registering on WEEX is the first step for traders and developers preparing to join the next WEEX AI Trading Hackathon.
Will AI Replace Traders? The Real Future of AI Trading
Looking ahead, Ivan believes the AI Trading industry will become significantly more competitive as technology matures. However, he argues that the most successful systems will not come from developers alone, but from traders who deeply understand market behavior.
In his view, AI Trading should not be seen as a replacement for traders, but as a tool that amplifies their capabilities. Systems trained on real trading experience can monitor markets continuously, analyze multiple assets simultaneously, and execute strategies without emotional bias.
His philosophy can be summarized in a single line:
AI doesn’t replace the trader — it multiplies the ones who actually know what they’re doing.
As platforms like WEEX continue to create environments where AI Trading systems are tested in live markets, the boundary between human trading expertise and machine-driven execution is likely to become even more powerful in the years ahead.
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 the 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
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Instagram: @WEEX Exchange
Tiktok: @weex_global
Youtube: @WEEX_Official
Discord: WEEX Community
Telegram: WeexGlobal Group
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Mixin has launched USTD-margined perpetual contracts, bringing derivative trading into the chat scene.
The privacy-focused crypto wallet Mixin announced today the launch of its U-based perpetual contract (a derivative priced in USDT). Unlike traditional exchanges, Mixin has taken a new approach by "liberating" derivative trading from isolated matching engines and embedding it into the instant messaging environment.
Users can directly open positions within the app with leverage of up to 200x, while sharing positions, discussing strategies, and copy trading within private communities. Trading, social interaction, and asset management are integrated into the same interface.
Based on its non-custodial architecture, Mixin has eliminated friction from the traditional onboarding process, allowing users to participate in perpetual contract trading without identity verification.
The trading process has been streamlined into five steps:
· Choose the trading asset
· Select long or short
· Input position size and leverage
· Confirm order details
· Confirm and open the position
The interface provides real-time visualization of price, position, and profit and loss (PnL), allowing users to complete trades without switching between multiple modules.
Mixin has directly integrated social features into the derivative trading environment. Users can create private trading communities and interact around real-time positions:
· End-to-end encrypted private groups supporting up to 1024 members
· End-to-end encrypted voice communication
· One-click position sharing
· One-click trade copying
On the execution side, Mixin aggregates liquidity from multiple sources and accesses decentralized protocol and external market liquidity through a unified trading interface.
By combining social interaction with trade execution, Mixin enables users to collaborate, share, and execute trading strategies instantly within the same environment.
Mixin has also introduced a referral incentive system based on trading behavior:
· Users can join with an invite code
· Up to 60% of trading fees as referral rewards
· Incentive mechanism designed for long-term, sustainable earnings
This model aims to drive user-driven network expansion and organic growth.
Mixin's derivative transactions are built on top of its existing self-custody wallet infrastructure, with core features including:
· Separation of transaction account and asset storage
· User full control over assets
· Platform does not custody user funds
· Built-in privacy mechanisms to reduce data exposure
The system aims to strike a balance between transaction efficiency, asset security, and privacy protection.
Against the background of perpetual contracts becoming a mainstream trading tool, Mixin is exploring a different development direction by lowering barriers, enhancing social and privacy attributes.
The platform does not only view transactions as execution actions but positions them as a networked activity: transactions have social attributes, strategies can be shared, and relationships between individuals also become part of the financial system.
Mixin's design is based on a user-initiated, user-controlled model. The platform neither custodies assets nor executes transactions on behalf of users.
This model aligns with a statement issued by the U.S. Securities and Exchange Commission (SEC) on April 13, 2026, titled "Staff Statement on Whether Partial User Interface Used in Preparing Cryptocurrency Securities Transactions May Require Broker-Dealer Registration."
The statement indicates that, under the premise where transactions are entirely initiated and controlled by users, non-custodial service providers that offer neutral interfaces may not need to register as broker-dealers or exchanges.
Mixin is a decentralized, self-custodial privacy wallet designed to provide secure and efficient digital asset management services.
Its core capabilities include:
· Aggregation: integrating multi-chain assets and routing between different transaction paths to simplify user operations
· High liquidity access: connecting to various liquidity sources, including decentralized protocols and external markets
· Decentralization: achieving full user control over assets without relying on custodial intermediaries
· Privacy protection: safeguarding assets and data through MPC, CryptoNote, and end-to-end encrypted communication
Mixin has been in operation for over 8 years, supporting over 40 blockchains and more than 10,000 assets, with a global user base exceeding 10 million and an on-chain self-custodied asset scale of over $1 billion.
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