Many people are still asking how far AI x DeFi can go, but Theoriq has actually put this question behind him and started running directly. The AlphaSwarm Beta version launched by TheoriqAI, to be honest, feels a bit like seeing the early Curve or Aave with the feeling of "feeling the future from the beginning". Simply put, what Theoriq wants to do is not to create another "smart contract", but to make the entire protocol evolve autonomously like a "living system". You can understand it as: it is not writing dead logic, but rather responding to various complex changes on the chain through the collaboration of AI agents - market fluctuations, arbitrage opportunities, liquidity scheduling. It is not waiting for you to set rules, but will "grow" its own response strategies. They have developed an interesting mechanism: the worst performing strategy is automatically eliminated every month, and newly added agents must first go through extreme market backtesting before they can qualify for actual operation. This is not a simulation, it is a real 'digital evolution'. At the technical level, Theoriq does not rely on "storytelling". They used a multi-agent architecture+zk verification process, combined with a bio hormone feedback mechanism, so that each agent's judgment is not only influenced by the market, but also by the behavior of other agents. This kind of swarm intelligence has performed very well in actual testing - there have been data previously indicating that their system has independently found a more profitable stablecoin arbitrage path than traditional algorithms. The current beta version already supports wallet login. If you have participated in THQ's promised sales before, you can directly enter the system experience with the same wallet. Next week, more whitelists for pledging KAITO will be released, which can be considered as a wave of priority for old users in the community. As for the token model, Theoriq has a total supply of 1 billion, with community and marketing accounting for a relatively large proportion. Although this is somewhat controversial, it also indicates that they hope to quickly raise the ecological heat. My personal suggestion is to focus on how they allocate incentives and control the unlocking pace in the future, as the stability of tokens is crucial in the early stages of project growth. To sum up: @ TheoriqAI is not talking about the old joke of "AI helps you make money", but is really trying to use AI to build a financial system that can grow, correct, and game on its own. If their model really works, the liquidity management approach on the chain in the future may be completely rewritten. Do you want to ask me what I think? I think it can be said in one sentence: AlphaSwarm is not a DeFi cheat, but a neural network of the new generation on chain ecosystem. TheoriqAI Kaito Yappers