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<title>为什么你的Agent看着像老式LLM.md</title>
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<h1 id="%E4%B8%BA%E4%BB%80%E4%B9%88%E4%BD%A0%E7%9A%84agent%E7%9C%8B%E7%9D%80%E5%83%8F%E8%80%81%E5%BC%8Fllm" tabindex="-1">为什么你的Agent看着像老式LLM</h1>
<blockquote>
<p>⛺ 可选看的废话</p>
<p>多年前，我在进行软件开发的时候，我的软件工程是流程是：1.确定目前（更新）需求 → 2.读技术库文档API → 3.梳理文件结构 → 4.找demo → 5.开发并且以此循环。现在的我却是：1.确定目前（更新）需求 → 2.把技术库文档API丢给Agent → 3.Agent梳理文件结构 → 4.开发并且以此循环。</p>
<p>正如下面这句话是Agent写的：因为开发工具的抽象层级变了。以前程序员本质上是个翻译官，负责把人话翻译成代码。现在大模型把这部分翻译工作承包了，它能直接打通自然语言和代码的映射。你现在的工作其实是从码农变成了上下文提供者和裁判。你拉文档是给它圈定范围、提供背景，剩下的体力活交给它，你最后负责把关和纠偏就行了。写代码的门槛被拉低了，但怎么精准地给AI喂信息、控制它的输出边界，反而成了新的门槛。</p>
<p>而我对现在的自己的总结是：我只是一个会使用工具的猴子，把我的方式通过炼化成范式的文档带给了LLM，使其与我的开发环境融合变成了Agent。于是，我做了<strong>RemindAI</strong>。25年，我花了半个月，边学边调试，写了一个八千多行代码（还没考虑安卓配置文件那些）的音乐播放器，然而，我用我自己开发的RemindAI开发（包括测试、编译）一个功能界面还算不错的音乐播放器，它却只用了10分钟，写了两千多行，花了八毛钱的deepseek v4 pro。虽然我用完创造的工具创造了另一个工具，但我一度怀疑，那我日日夜夜的奋斗算什么？</p>
<p>下面我将从解释为什么你在网上用的Kimi Official、Claude Official Online这么好用——不只是读、写、生成……或者，为什么你看到别人的Claude Code、Codex能写代码到编译或者部署，而你的替你写了代码却卡顿很长时间甚至不能运行。</p>
<p>😌 礼貌备注：本文不只是适用于RemindAI，同样适用其他Agent客户端。我已不再主动做编程且不会提供任何实操性协助，望理解。</p>
</blockquote>
<p>在我的理解中，Agent是LLM（纯对话模型，可能能干很多活——包括理解文章、看图、生成代码块等等等，姑且叫他老式LLM）+ tool（核心） + 权限（这个权限是手动批准的还是全自动的）。</p>
<h2 id="%E4%BA%8B%E5%AE%9E" tabindex="-1">事实</h2>
<p>先阐述第一个事实：你搭配的API+key只是给你提供了决策思维能力，但是仍然调用你本地资源（CPU、内存、GPU等等等）。</p>
<p>第二个事实：模型本身也需要配合给的工具链，大模型如果写了一段Python代码，如果你本地没有Python库、甚至Python环境，你的代码基本是跑不了的，这时候Agent就要开始问你要不要安装Python、库等等等（如果你仔细看你和它的IO）。</p>
<p>第三个事实：模型本身也需要工具链配合工具链，当模型使用了技术A，它可能调用了技术B来辅助，一个常见的例子就是rtk捆绑部分命令来节省token。</p>
<p>第四个事实：有些模型本身捆绑了工具链，举个例子，为什么Claude Model这么厉害，因为其内置了自己的工具、skill等等等且对此进行了优化，而一些落后模型很少或者就没有。</p>
<h2 id="%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88" tabindex="-1">解决方案</h2>
<p>必要性：</p>
<ul>
<li>良好的<strong>硬件</strong></li>
<li>电脑上有足够的工具组成<strong>工具链</strong>并且能被Agent探测到（比如说写入环境变量）：比如说Python SDK、uv、bun、npm、pandoc等等等</li>
</ul>
<p>辅助性：</p>
<ul>
<li>使用Skill来让Agent学会什么，比如说来替代一些大模型的知识落后</li>
<li>使用MCP让Agent有什么东西可以用</li>
<li>更好的LLM（其实算半个必要性）</li>
<li>提示词工程，你得懂描述、会描述</li>
</ul>
<blockquote>
<p>讽刺的是：我写下这篇文章时，我将在第二天去外地算命（在此之前我是不相信这些的，但是种种经历让我避之不得），而为了继续在外面写这篇文章，我用RemindAI连夜制作了一个Markdown Mobile App让我才能尽快完结这篇文章（原文很长，但是不想讲废话了才有这个删改版本）。</p>
</blockquote>
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