Many people may mistake @TheoriqAI for a new DeFi tool, but they're actually building a self-evolving system. The core is the Alpha Protocol, which isn't just infrastructure; it's an engine that gets smarter with use. With each new agent, asset, or protocol, the entire system becomes smarter, its strategies more accurate, and its responses faster. The mechanism they've designed is a positive flywheel: adding a vault or a new gameplay mechanic automatically strengthens it; integrating a new protocol provides another way to adapt; and every user action in turn optimizes the AI's execution capabilities. This "intelligent swarm" model can also be expanded horizontally to other ecosystems, without becoming less robust as it expands. The overall technical architecture is also quite clear. The bottom layer is the public chain (currently using Base as the starting point), the middle layer is the Alpha Protocol (responsible for underlying logic such as vaults, messaging, and fund flows), and the upper layer is AlphaSwarm, responsible for automating strategy deployment, running the logic, and generating revenue. Third parties can also directly deploy their own agents using the SDK and participate in the system. What they're doing now isn't just writing code and shipping products; it's more like building a continuously growing "living system." If you believe AI + on-chain finance is the future, this mechanism is worth a closer look. Perhaps in the future, agents will be running your strategies on-chain, rather than you just staring at your inventory and clicking your mouse. Key to this is its rankings on @KaitoAI, and @arbitrum, @Aptos, and @0xPolygon have also been trending recently.