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I guess nowadays we’d all heard about AI. But back to decades ago, there was actually another AI field called symbolic artificial intelligence. It is based on symbol, logic and rules. Unlike modern AIs, it is more like a complicated but strict robot that act like a human. At that time people believed that it would be succeed because in theory a symbolic AI can have infinity possible responds patter, as long as you keep increasing the complexity of the design. Now we all know

It is time to mention “Claude Financial Analysis Solution”, although some may have not noticed that. A few weeks ago, I started a project about detecting fishy items in financial reports, and therefore I did a lot of research about financial stuff with AI. On the other hand, LLM provider like Claude also worked on the similar field and release the service. From the feedbacks on the internet, I found it could change the ecosystem, although not entirely. Imaging an AI agent fet

Some of my friends are using Claude Code, and mentioned that subagents were good to use. To be more specific, usually we use single agent to deal with everything at once, but if the user can combine multi agents, usually in hierarchy order, it usually generate the better result. However, if the agent net is set up by default, we can have a better ready-to-use product. Claude Code provides subagents for us and the idea is using a master agent to lead multi subagents, and they

One of my friends shared his Discord robot, which linked to a server. Basically, he can use his phone to control the algorithm on the server via the robot. Personally, I find it interesting because the user can simply click on the screen and get the response immediately. Imagine that you set up a server that can do the computation, and you don’t need to sit in front of the table or tablet, and thing will get done automatically. Although the setting took days for him, every ti