Many people say that DeFi is about automation, but in fact, most operations are still decided by "humans". What @TheoriqAI wants to do is to hand over this step completely to AI, bringing true automation and intelligence into on-chain finance.

The AlphaSwarm they recently launched looks like a "smart cluster" that encompasses three main areas: liquidity provision, yield strategies, and automated trading. The most intuitive change is that in the future, you may not need to constantly monitor the market or switch protocols repeatedly; AI will dynamically adjust strategies based on market conditions.

For example, in terms of liquidity, they are not just traditional providers of funds, but use AI to predict prices, control positions, and optimize order flow to address the current issues of low on-chain market-making efficiency and many gaps. This mechanism is clearly aimed at "replacing traditional market makers."

Looking at the yield strategy part, AI continuously compares the annualized returns and risk exposure of various protocols, dynamically adjusts the positions, and even performs some automated nesting. Such combination actions are generally beyond the capability of regular users to execute manually, and using AI for fully automated execution is actually more stable.

Finally, there is automated trading, which is more like institutional-level operations. The AI agent predicts liquidation points, funding rate fluctuations, and changes in market sentiment, then adjusts positions in advance to avoid black swan events. This kind of proactive defensive system is especially crucial during unstable market conditions.

Overall, AlphaSwarm is not just about creating a speculative robot, but rather aims to provide real intelligent strategies that both DeFi users and projects can afford and utilize. If they manage to run this system smoothly, DeFi may truly transition from "automated" to "intelligent."