My team builds voice and chat agents for tech troubleshooting, so I built a CLI tool called converse that lets any LLM chat with our backend endpoint and have turn-by-turn conversations. The LLM makes code changes, uses converse to test conversations against the live system, and iterates. Sometimes these self-improvement loops run for several hours on end. This is especially powerful when the outcome is verifiable: the conversation must follow this flow, or call these tools in these situations (e.g., escalation to a human agent).
一种是MCP（模型上下文协议），这是一种AI工具集成的开放标准。miclaw实现了完整的MCP客户端，支持标准化通信协议、流式响应和异步服务发现。小米方面称，PC上已有的数千个MCP工具，理论上可以直接接入手机AI。
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niche. The company was founded in 2010, and it has become a popular choice
Jean Turnbull died aged 62 in 2009