Many people might see @TheoriqAI as a new DeFi tool, but in fact, they are more like a system that is "self-evolving." The core is the Alpha protocol, which is not just infrastructure but an engine that becomes smarter the more it is used. With each new agent, asset, or protocol integrated, the entire system becomes a bit smarter, strategies become more accurate, and responses become quicker. The mechanism they designed is a positive feedback loop: you add a vault, create a new gameplay, and it automatically becomes a bit stronger; you integrate a new protocol, and it gains another adaptation method; every action by users optimizes the AI's execution capability in return. This "intelligent collective" model can also horizontally expand to other ecosystems without becoming less intelligent due to expansion. The entire technical architecture is quite clear. The underlying layer is a public chain (currently starting with Base), the middle layer is the Alpha protocol (responsible for the underlying logic of vaults, messages, and capital flow), and the upper layer is AlphaSwarm, which is responsible for automating deployment strategies, running logic, and earning profits. Third parties can also directly use the SDK to deploy their own agents and join this system. What they are doing now is not just writing code to deliver products, but more like creating a "living system" that can continuously grow. If you believe that AI + on-chain finance is a direction, this mechanism is worth paying more attention to. In the future, it might be agents running strategies on-chain for you, rather than you staring at the screen clicking the mouse. The key is that there is a leaderboard activity on @KaitoAI, and recently @arbitrum, @Aptos, and @0xPolygon have also been very popular.