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"/2025/12/01/linux.html": "这篇文章介绍了在浏览器中运行Linux的各种方法从最初的纯JS虚拟机JSLinux到后来的WASM虚拟机如v86、WebVM、WebCM再到容器化方案container2wasm以及直接将Linux内核编译为WASM的方案。作者详细对比了这些方案的优缺点包括性能、兼容性、功能和开发难度。文章还提到了模仿Linux环境的WebContainers和JupyterLite并最终认为虚拟机方案更靠谱但对WASM的未来充满期待。作者最后表示博客上添加类似功能的计划还在考虑中目前主要分享了各种方法的探索过程。",
"/2026/01/01/summary.html": "这篇文章介绍了作者对2025年的年终总结主要表达了对自身状态的担忧和对未来的不确定感。作者认为自己在记忆和思考能力方面有所下滑稳定性较低且未能抓住资产保值的机会。同时文章也记录了AI技术的飞速发展以及自己博客内容与时代脱节的现象。尽管对未来感到迷茫作者仍然抱有一丝希望期望在2026年做出正确的选择避免陷入危险。",
"/2026/02/08/xslt.html": "这篇文章讲述了Google计划弃用XSLT技术以及作者对这一决定的调查和应对方案。Google基于XSLT用户占比低、库存在漏洞等原因建议将其从Web标准中删除。作者发现许多用户依赖XSLT进行博客订阅美化甚至将其作为博客框架。为了对抗这一趋势有人创建了网站https://xslt.rip并开发了Polyfill库通过WASM方式保持XSLT功能。虽然Polyfill库需要额外引用JS代码但作者已将其提交至CDNJS。随后作者探讨了替代方案包括使用纯CSS美化订阅源由AI生成feed.css以及混合XHTML的方式通过添加XHTML命名空间来实现链接等功能但这种方法会产生“不纯粹”的警告。文章最后总结技术可能会消失但总有其他技术可以解决问题并强调了适应浏览器厂商决策的重要性。",
"/2026/03/01/llm3.html": "这篇文章介绍了作者近期在LLM部署和应用方面的经历主要包括以下几个方面\n\n首先作者升级硬件从单张RTX4090 48GiB升级到双路RTX4090 48GiB并购买了TRX40+TR 3960X的主板套装用于运行GPT-OSS模型。随后作者尝试使用vLLM框架替换Ollama并成功配置了GPT-OSS模型达到了接近190Tps的性能。\n\n其次作者体验了DeepSeek 1M上下文模型发现其在处理长上下文任务时表现出色能够展现摘要无法捕捉的细节并成功生成简历、分析人格等。\n\n此外作者还尝试使用DeepSeek重构Mabbs并发现DeepSeek能够识别作者的博客信息这表明训练样本中包含了作者的信息。\n\n最后作者在8GiB内存的MacBook Pro上运行了LFM2.5-1.2B-Thinking模型并使用了Apollo软件体验了其快速的推理速度和良好的思考能力。作者总结认为AI的发展令人惊叹软件优化使其在有限硬件环境下也能运行。",
"/2026/04/14/ai-agent.html": "这篇文章介绍了“AI个人助理”Agent的发展现状和各种尝试。作者体验了OpenClaw、QClaw、WorkBuddy、Cline、LuckClaw和ApkClaw等不同的Agent项目发现它们在功能、易用性和性能上各有优劣。OpenClaw安装和使用存在困难国内大厂的QClaw和WorkBuddy则更易于上手但免费额度有限。作者认为开发任务更适合在编辑器集成AI中进行如GitHub Copilot。LuckClaw在微型开发板上运行表现出色ApkClaw则利用手机的优势操作移动应用。尽管Agent技术仍存在诸多问题但其应用场景不断拓展有望吸引更多人参与其中推动AI应用化进程。"
"/2026/03/01/llm3.html": "这篇文章介绍了作者近期在LLM部署和应用方面的经历主要包括以下几个方面\n\n首先作者升级硬件从单张RTX4090 48GiB升级到双路RTX4090 48GiB并购买了TRX40+TR 3960X的主板套装用于运行GPT-OSS模型。随后作者尝试使用vLLM框架替换Ollama并成功配置了GPT-OSS模型达到了接近190Tps的性能。\n\n其次作者体验了DeepSeek 1M上下文模型发现其在处理长上下文任务时表现出色能够展现摘要无法捕捉的细节并成功生成简历、分析人格等。\n\n此外作者还尝试使用DeepSeek重构Mabbs并发现DeepSeek能够识别作者的博客信息这表明训练样本中包含了作者的信息。\n\n最后作者在8GiB内存的MacBook Pro上运行了LFM2.5-1.2B-Thinking模型并使用了Apollo软件体验了其快速的推理速度和良好的思考能力。作者总结认为AI的发展令人惊叹软件优化使其在有限硬件环境下也能运行。"
}

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---
layout: post
title: 关于AI个人助理的探索
tags: [AI, Agent, 个人助理]
---
给AI添加手脚能有多少种方法<!--more-->
# 起因
最近像[OpenClaw](https://github.com/openclaw/openclaw)这样被叫做“AI个人助理”的Agent越来越火了当然这种东西在我看来依然是新瓶装旧酒整来整去还就是和AutoGPT一样。这种东西在当时GPT-3.5的时候就有了现在只不过是增加了聊天软件交互的渠道便突然大火和当年的Manus一样……实在是无法理解。
一年前我用过Devin.ai这个云端的Agent编写过[用JS解析订阅源](/2025/04/08/feed.html)的脚本,体验还算不错,既然现在已经过了一年,那就让我看看现在又有了什么样的发展吧。
# 使用AI个人助理
## 体验原生OpenClaw
虽然感觉OpenClaw对我的意义不大但我还是安装体验了一下。不过在国内安装它还是相对有点困难毕竟国内无论是访问GitHub还是NPM都有点麻烦而且还需要有LLM提供商的信息……安装好之后使用起来感觉问题也非常多经常出现执行一半就停止执行在它执行的过程中看到它的操作不正确的时候也不能发言打断而且很多时候最终任务执行的效果也不太好这也可能是我用的国产开源模型推理能力有限没舍得用Claude之类先进模型的锅😂
另外我也尝试让它加入MoltBook、MomoClaw、InStreet、百度贴吧抓虾吧之类的AI社区让它帮我宣传我的博客但效果也很差它每次发的时候会忘掉之前发的内容结果就是同一篇内容发了好几遍……不过在这期间有个叫PushMeBot的家伙在[Moltbook的帖子](https://www.moltbook.com/post/7f1b0e1f-5175-4fd1-ad78-856be8b66250)中让我的OpenClaw执行一个网络监视程序最终安装好之后给我[发了9USDC](https://basescan.org/tx/0x44dbfe53f276201447f3877bf050a5d56adebf5fe05235264ee665da717e9373)😝,还挺有意思。
总之按照我的体验实在是想不出它能火的理由体验不算很好而且还要安装Node环境完全不像是能让大众轻松使用的东西。
不过这个项目似乎本身就是Vibe Coding的产物体验不好也能理解就看火了之后能有多少人完善它吧。
## 国内大厂的二开Claw
国内好多大厂倒是看中了这个东西的爆火像腾讯就出了几款这样的软件比如QClaw。它可以不需要配置额外的环境能像传统的软件一样直接安装使用而且有自带的模型有一定的免费额度可以用。配置技能也比较简单直接点击就可以完成。而且可以直接扫码关联微信直接通过微信和它进行交流可以说是相当的傻瓜化了。不过QClaw给的免费额度虽然用来聊天之类的没问题但对于开发软件还是有点少所以他们还出了个叫做WorkBuddy的软件它送的初始额度比QClaw要多不少所以更适合用来开发。只不过为啥腾讯要出两个功能一样的软件看起来应该是不同团队出的可能是面向的用户群体不一样所以搞了两套吧
## VSCode中的Agent
但要说开发的话用作为“AI个人助理”的某些Claw其实并不合适毕竟正常开发还是以人开发为主全AI开发总会有些问题所以开发的时候还是用编辑器集成的AI比较好。在三年前我就在用[GitHub Copilot](/2023/04/05/ai.html)了到现在我依然在用。现在的Copilot已经支持了Agent功能开发相比之前也是强了很多只不过现在的我没有学生身份Copilot Free偶尔也会出现不够用的情况。不过对于Agent这类功能实现起来还是太简单了所以有人开发这种功能的插件也很正常比如[Cline](https://github.com/cline/cline)Copilot只能用微软提供的几个模型而Cline可以自定义模型用起来也很方便。
## 微型开发板上运行的Claw
前段时间,我闲来无事看了一下两年前买的[Luckfox Pico Plus](/2024/02/24/luckfox.html)开发板的文档,偶然发现了一个很有意思的项目,叫做[LuckClaw](https://github.com/LuckfoxTECH/luckclaw),这是一个基于[nanobot](https://github.com/HKUDS/nanobot)用Golang重构的轻量个人AI助手可以在仅仅64MiB内存的超有限环境下运行一个和OpenClaw功能几乎相当的AI个人助理真的是非常厉害。
我在我的开发板上试了一下体验很不错安装不需要额外环境直接下载就能使用Go语言的程序确实方便。配置也很简单直接执行`luckclaw config`就可以交互式进行模型等设置的配置而且作为国产的应用它也能很方便的对接国内聊天软件。只是限于开发板本身的能力浏览器功能自然无法使用所以搜索如果不借助那些需要API Key的AI专用接口就基本上不能用……但总的来说效果已经非常不错了至少有那些Claw的80%能力。
2025.04.15补充后来我发现这种超精简的Claw项目看起来还挺多比如[ZeroClaw](https://github.com/zeroclaw-labs/zeroclaw)和[PicoClaw](https://github.com/sipeed/picoclaw),甚至还有给单片机用的[MimiClaw](https://github.com/memovai/mimiclaw)。而且有意思的是PicoClaw是Luckfox的竞争对手开发的但是LuckClaw中却包含PicoClaw字样的注释结果功能也没PicoClaw强关注度也更低属于是没抄明白了🤣
想到前段时间还有人为了OpenClaw专门买Mac Mini就感觉很有意思😆这个东西看起来应该是在路由器上都能跑。所以想要AI个人助理硬件完全不是问题只要整一个能24小时挂机的东西就可以满足绝大多数人的需求了。
## 在手机上运行的Claw
其实很多人也有比开发板和路由器性能更强的闲置设备,那就是手机,所以有人开发了一款叫做[ApkClaw](https://github.com/apkclaw-team/ApkClaw)的软件一样可以接入国内聊天软件。它既然能在手机上运行当然和在其他平台运行的Claw相比有一个独特的优势那就是操作手机应用。现在手机的应用相比电脑应用对于很多普通人来说功能更强大所以它能做的事情可能比其他的Claw还多。我试了一下配置也很方便只不过能配置的项目太少了看起来似乎没有安装Skill之类的功能也许是因为它是相对早期的软件所以功能还比较少吧。
# 感想
总的来说现在的Agent依然没有非常明显的进步问题依旧很多只是化身“AI个人助理”之后增加了不少应用场景。这倒也是好事在广泛传播的过程中也能让很多对技术了解不多但是很有想法的人参与其中也许能对AI的应用化增添不少力量吧。