1. Risk-sensitive and confidential scenarios that requires fast response: Expert Systems
2. Knowledge graphs should be executable expert systems
3. Train expert systems using DL, RL, optimization, etc.
4. The boundaries of Agents and MLLMs will be broken

Welcome to our homepage! We will be glad if you share the same mission and dream with us, so we're here seeking collaboration opportunities, to address the following issues in Foundation Models/Agents together:

1. Lacking interpretability
2. Low inference ability and hence being not trustworthy, especially in some risk-sensitive situations
3. Catastrophic forgetting
4. Long response time
5. Difficulties in local deployment
6. Low data efficiency

We firmly believe that we shall prepare ourselves for a world of Office Automation and Creativity, which will enable us to enter the era of the fifth industrial revolution. Magic, the so-called "consciousness energy", is the ability of consciousness to control the material world. The automation and modularization of the fourth industrial revolution will lay a solid foundation for this god-like ability. People in the fifth industrial revolution will pay more attention to world exploration (satisfying curiosities about the world) and their influence (demonstrating their values), both inner and outer worlds. Consciousness energy will become a new era of technology. At that time, an idea is the only requirement to teleport ourselves to a human base station on Mars. Just going through the spell in your mind, you will turn domestic garbage into energy supply materials. Our world at that time will be as exciting and cool as today's games.

Now, it's of great significance to tackle the problems listed above. Our mission is to devise a brand-new framework of Machine Learning, bringing Magic to this world! Abracadabra!