After a few months, let's talk again about how Crypto CEX exchange should+AI. In the past few months, it is believed that each CEX has discovered: In the eyes of ordinary users, AI trading bots "once they lose money=counterfeit", while "negative feedback of counterfeit=blocking word-of-mouth dissemination". To make money with AI trading bots, users need to have the ability to continuously adjust their AI strategies and the ability to execute them in compliance. However, for ordinary users, this is equivalent to doing quantification, which leads them to fall into the trap of "ordinary users do not want to do quantification, but rather enjoy the gambling experience". So AI goes directly to do the transaction itself, Too easy to falsify, difficult to spread, and the threshold is too high, It is inevitable to fall into the quagmire of 1 and 2 mentioned above. What services should CEX use AI to provide? We should avoid the toughest challenge of "AI automated decision-making and trading" (And this hard bone also has reflexivity in the later stage), Instead, use AI for use cases other than "automated decision-making transactions" and "understanding projects", For example, "My Trading Day/Week/Month Video Briefing Bot" My trading commentator/cheerleader bot An automated trading AI that is directly responsible for decision-making, profit and loss results, So once you realize it's losing money, it's easy to give it up and not use it anymore, Not many people are willing to really iterate AI trading strategies like quantification, At least at this stage. But a cheerleader/visual video commentator AI, Even if you are losing money on your trades, you may still continue to use them. Responsible for the experience of the non-zero sum process in trading (gambling), It is much easier to take responsibility for the profit and loss results than for zero sum reflexivity. In the current environment and stage, Can enable the public to "personalize activities with just one click" and spread word-of-mouth, Rather than relying on the masses to "automatically trade with just one click" and spread word of mouth, It's much more effective. Especially in the early stages of cold start. At the end of each year, CEX publishes the "User Personal Annual Report" As a necessary marketing campaign. But recently, "html ->mp4" such as HyperFrames Programmable videos have gained a wave of popularity, But I can't see any CEX that allows users to One click generation of my personalized daily/weekly video trading brief. Moreover, outside of CEX, users can generate such videos themselves, You still need to connect to APIs, MCP, write your own prompt words, and so on, So limited to a small group of people who love to tinker and can tinker, And CEX comes with user data LLM、 Prompt word template, Born with the advantage of providing "one click" dissemination of the latest AI community activation functions. Ordinary users do not want Vibe Coding, So organizing Vibe Coding activities is to detach AI from the masses; Ordinary users only want to get what belongs to me with just one click, So we should organize a one click innovation activity to allow AI to penetrate the masses. OpenAI recently launched a personal finance feature for Pro subscribers, But their biggest challenge in doing this is, Users need to authorize OpenAI to access their bank account interface, And due to issues such as trust, bank compatibility, use case propagation, compliance, etc, This conversion is bound to be difficult. So they all know, We must start with simple read-only permission scenario use cases, Let's start with "AI assisted insights into personal accounts", Instead of tackling the hard bone of 'AI directly replacing personal account operations' first. To do such a thing, there may need to be one in CEX, Being able to keep up with various AI community hotspots in daily life, There are also project/product managers with sufficient permissions, Only in this way can various Crypto KOLs who have switched to AI be able to, Looking back, I feel like I can still play with you.