In the second quarter of 2024, Walnut will continue to lead industry innovation, promote the development of quantitative trading technology, 

and provide investors with a smarter and better investment experience. We will focus on the following key areas to open up new prospects 

and shape a better investment future.

1. Launch a new generation of trading strategies and tools

In this quarter, Walnut will launch a series of new generation trading strategies and tools based on cutting-edge technologies such as deep learning, 

reinforcement learning, and natural language processing. We will introduce more advanced algorithms and models to more accurately interpret market 

signals, predict price trends, and provide investors with more comprehensive and intelligent investment options.

Specific plans:

Introduce sentiment analysis strategies based on natural language processing to realize real-time monitoring and analysis of news and social media 

data, and identify market sentiments and trends;

Develop trading algorithms based on deep learning to realize the recognition and utilization of complex market patterns and improve the efficiency 

and accuracy of transaction execution.

2. Optimize platform diversity and user experience

In order to improve user experience and platform diversity, we will continue to optimize the platform's functions and services. Specifically, 

we will add more customized portfolio strategies and tools to provide more personalized investment options. In addition, we will further improve 

the user interface and trading experience of the platform to improve user convenience and transaction execution efficiency.

Specific plans:

Introduce more diversified investment tools and products, including but not limited to: volatility strategies, paired trading strategies, and event-driven 

investment strategies;

Optimize the user interface and transaction execution process to improve the convenience of user operations and the efficiency of transaction 

execution.

3. Expand international markets and strengthen cooperation with financial institutions

In this quarter, we will increase our cooperation with international financial institutions, deepen strategic partnerships, and jointly explore innovative 

financial products and services. We will launch deeper cooperation with well-known financial institutions to jointly develop customized quantitative 

trading solutions to meet the investment needs of different countries and regions, and further expand the international market.

Specific plans:

Strengthen cooperation with international investment banks, jointly develop quantitative trading solutions for different markets, and expand 

international markets;

Explore strategic cooperation with international financial institutions to jointly develop innovative financial products and services to enhance 

the competitiveness and influence of the platform.

4. Technical upgrade of Walnut AI grid trading strategy

As one of the important features of Walnut, we will carry out technical upgrades to the AI grid trading strategy to improve its efficiency and accuracy. 

Specifically, we will use more advanced deep learning algorithms and big data mining technology to conduct more in-depth analysis and mining of 

market data, so as to more accurately capture market opportunities and risks, optimize transaction execution strategies, and achieve more stable 

Transaction results.

• Introduce deep learning models, including convolutional neural networks (CNN) and recurrent neural networks (RNN), for feature extraction and

• pattern recognition of market data to improve the accuracy of trading decisions;

• Combined with reinforcement learning algorithms to realize automatic optimization and adjustment of grid trading strategies, and dynamically

• adjust grid parameters according to market changes to adapt to different market environments;

• Further utilize big data technology, including distributed storage and computing platforms, to accelerate data processing and model training,

• and improve the real-time and stability of the system.

In the second quarter of 2024, Walnut will continue to lead industry innovation, promote the development of quantitative trading technology, 

and provide investors with a smarter and better investment experience. We will focus on the following key areas to open up new prospects and 

shape a better investment future.