Other systems focus on orchestrating multiple specialized agents. Tools like Microsoft's AutoGen use event-driven architectures that allow distinct agent personas to communicate, share memory, and execute code in isolated environments. Setting these up requires programming knowledge though, so it’s not a completely code-free tool. Without proper configuration, interacting agents can fall into conversational loops, failing to complete their objectives while continuing to consume API credits.
以 MiniMax 为例，整个过程不到一分钟。全程不需要你自己写代码、改配置文件，也不需要捣鼓什么端口反向代理，更不需要专门弄台电脑来维护。
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A new law designed to reverse the loss of wildlife and better protect nature in Wales has been passed in the Senedd.