绝对不要放弃独立思考与批判性思维！如果把科学探索完全外包给AI，也许某一天，《三体》中所说的科学界停滞不前的现象将从小说走向现实。幸运的是，现在这种情况还没有发生——科学星球的开拓与维护，一定是我们人类义不容辞的使命，也是我们人类与生俱来的天赋，更是世界送给我们的精彩！
我们相信且有义务迎接这样的未来：AI的出现，将成为科学界的新黄金时代。所以未来的理想范式是，AI与人类共存。
- Risk-sensitive and confidential scenarios that requires fast response: Expert Systems
- Knowledge graphs should be executable expert systems
- Train expert systems using the phylosophy of DL, RL, or, some other optimization techniques, etc.
- The boundaries of Agents and MLLMs will be broken
- Help the ESG goals
我们始终坚持通用是一种相对性的动态过程——你面对不熟悉的领域就是表现不好，你唯一知道的是你不知道什么，这是事实。所以绝对静态的通用是一种不可能达到的状态，因此持续进化才是一个智能真正需要的能力。
单个模型（请不要局限于专家系统）对应人类世界的专家，多个模型对应人类世界的专家团队，多个模型集成（神经网络在哲学层面上也是神经元的集成，可以尝试的投票机制比如可信度加权，请参考《原则》一书）决策才是泛化的关键。绝对静态的通用并不存在，人类也不过只是解决了几个自己熟悉的领域，不足以标榜自己“通用”。所以，真正的智能应该能够保持谦逊的态度，并借助集成与团队协作的哲学，实现真正的集体持续学习（Ensemble Incremental Learning）。
任何人工智能，我们坚信，只有🍃以人为本🍃的人工智能，才是人类需要的人工智能。
More Early Versions of Foundation Models/Agents will be released, including hands-on training methods and initial datasets, free for anyone!
We are a small team with very limited resources (esp. equipments and computation resources). We embrace a world of decentralization.
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:
- Lacking interpretability
- Low inference ability and hence being not trustworthy, especially in some risk-sensitive situations
- Catastrophic forgetting
- Long response time
- Difficulties in local deployment and local training (esp. on CPUs of PCs or mobile phones)
- Low data efficiency
All of our contributions are indexed in this project, including the Technical Roadmap: https://github.com/Magic-Abracadabra/Office-Agents-and-Their-Incremental-Learning-Framework
We firmly believe that we shall prepare ourselves for a world of Office Automation, Critical Thinking, 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!