最后, after 10 months of struggles, failures, and endless troubleshooting, I've managed to build my own modified 智能体 AI with both Web-命令行 and Telegram interfaces.
OpenClaw (OC) is good, but it's becoming too bloated with features, dependencies, and complexity that most of us don't really need.
In my opinion, nearly 80% of those features are unnecessary for everyday use.
My AI 智能体 comes with Personal 智能路由, allowing the 系统 to select the most suitable AI model based on task complexity. Not every task requires a powerful or expensive LLM.
I've also integrated 离线 Functions, allowing repetitive and routine tasks to run directly without calling an LLM or consuming 令牌. This significantly reduces API dependency, token usage, and operating costs.
My goal is simple: build an AI agent that is lighter, faster, more efficient, and fully under my control.
Less bloat. Smarter routing. More offline execution. 更低 costs.
Sometimes, innovation isn't about adding more features. It's about removing what we don't need and making better use of the resources we already have.



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同意作者对of those fe 80%的判断,但执行起来还有难度。
关于i've also integrated 离线 functions的例子很实用,适合团队继续讨论。
看第二遍才注意到allowing the 系统 to select的细节。
文章把my AI 智能体 comes和日常运营联系起来,这一点很有帮助。
视觉和结构让it's about removing的概念更容易掌握。
如果有更多allowing repetitive and routine tasks的数据和结果会更完整。