https://ai.programnotes.cn/tags/self-improving/ Recent content in Self-Improving on AI Hugo -- gohugo.io zh-CN Fri, 10 Apr 2026 00:00:00 +0000 https://ai.programnotes.cn/p/hermes-agent%E4%B8%8E%E4%BD%A0%E5%85%B1%E5%90%8C%E6%88%90%E9%95%BF%E7%9A%84%E8%87%AA%E6%88%91%E6%94%B9%E8%BF%9B-ai-agent/ Fri, 10 Apr 2026 00:00:00 +0000 https://ai.programnotes.cn/p/hermes-agent%E4%B8%8E%E4%BD%A0%E5%85%B1%E5%90%8C%E6%88%90%E9%95%BF%E7%9A%84%E8%87%AA%E6%88%91%E6%94%B9%E8%BF%9B-ai-agent/ <h2 id="项目概览">项目概览 </h2><p><strong>Hermes Agent</strong> 是 <a class="link" href="https://nousresearch.com" target="_blank" rel="noopener" >Nous Research</a> 构建的开源自我改进 AI Agent，今日在 GitHub Trending 高居第一，单日新增 Star 超过 6,200 颗，总 Star 数已突破 48,700。</p> <ul> <li><strong>GitHub 地址</strong>：<a class="link" href="https://github.com/NousResearch/hermes-agent" target="_blank" rel="noopener" >NousResearch/hermes-agent</a></li> <li><strong>编程语言</strong>：Python（93.8%）</li> <li><strong>许可证</strong>：MIT</li> <li><strong>最新版本</strong>：v0.8.0（2026-04-08）</li> <li><strong>官方文档</strong>：<a class="link" href="https://hermes-agent.nousresearch.com/docs" target="_blank" rel="noopener" >hermes-agent.nousresearch.com/docs</a></li> </ul> <blockquote> <p>&ldquo;The agent that grows with you&rdquo; —— 唯一一个内置学习循环的 Agent，从经验中创建技能、在使用中改进技能。</p> </blockquote> <hr> <h2 id="核心亮点">核心亮点 </h2><h3 id="封闭学习循环closed-learning-loop">封闭学习循环（Closed Learning Loop） </h3><p>Hermes Agent 最大的差异化特性：<strong>它会学习并记住</strong>。</p> <ul> <li><strong>Agent 策展记忆</strong>：自动整理和存储重要信息</li> <li><strong>自主技能创建</strong>：在完成复杂任务后自动创建新技能</li> <li><strong>技能自改进</strong>：每次使用都在优化技能质量</li> <li><strong>FTS5 会话搜索</strong>：结合 LLM 摘要实现跨会话知识召回</li> <li><strong>Honcho 方言用户建模</strong>：深度理解用户偏好与行为模式</li> <li>兼容 <a class="link" href="https://agentskills.io" target="_blank" rel="noopener" >agentskills.io</a> 开放标准</li> </ul> <h3 id="无模型锁定">无模型锁定 </h3><p>使用 <code>hermes model</code> 一条命令切换 LLM，无需改代码，支持：</p> <ul> <li>Nous Portal</li> <li>OpenRouter（200+ 模型）</li> <li>z.ai/GLM、Kimi/Moonshot、MiniMax</li> <li>OpenAI</li> <li>自定义端点</li> </ul> <h3 id="多平台消息集成">多平台消息集成 </h3><p>单一网关进程同时接入六大消息平台：</p> <ul> <li>Telegram、Discord、Slack</li> <li>WhatsApp、Signal、Email</li> <li>CLI 终端</li> </ul> <p>支持语音备忘录转录和跨平台对话连续性。</p> <h3 id="6-种终端后端">6 种终端后端 </h3><table> <thead> <tr> <th>后端</th> <th>特点</th> </tr> </thead> <tbody> <tr> <td>Local</td> <td>本地运行，零配置</td> </tr> <tr> <td>Docker</td> <td>容器化隔离部署</td> </tr> <tr> <td>SSH</td> <td>远程服务器连接</td> </tr> <tr> <td>Daytona</td> <td>Serverless 持久化，闲置休眠</td> </tr> <tr> <td>Singularity</td> <td>高性能计算（HPC）环境</td> </tr> <tr> <td>Modal</td> <td>Serverless，冷启动极快</td> </tr> </tbody> </table> <h3 id="定时自动化">定时自动化 </h3><p>内置 cron 调度器，支持自然语言配置，可投递到任意消息平台。典型用例：每日报告、夜间备份、每周审计。</p> <hr> <h2 id="快速安装">快速安装 </h2><div class="highlight"><div class="chroma"> <table class="lntable"><tr><td class="lntd"> <pre tabindex="0" class="chroma"><code><span class="lnt">1 </span><span class="lnt">2 </span><span class="lnt">3 </span></code></pre></td> <td class="lntd"> <pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">curl -fsSL https://raw.githubusercontent.com/NousResearch/hermes-agent/main/scripts/install.sh <span class="p">|</span> bash </span></span><span class="line"><span class="cl"><span class="nb">source</span> ~/.bashrc </span></span><span class="line"><span class="cl">hermes <span class="c1"># 启动！</span> </span></span></code></pre></td></tr></table> </div> </div><p><strong>支持平台</strong>：Linux、macOS、WSL2、Android（Termux）。Windows 原生暂不支持。</p> <h3 id="初始化设置">初始化设置 </h3><div class="highlight"><div class="chroma"> <table class="lntable"><tr><td class="lntd"> <pre tabindex="0" class="chroma"><code><span class="lnt">1 </span><span class="lnt">2 </span><span class="lnt">3 </span><span class="lnt">4 </span><span class="lnt">5 </span></code></pre></td> <td class="lntd"> <pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">hermes setup <span class="c1"># 完整设置向导</span> </span></span><span class="line"><span class="cl">hermes model <span class="c1"># 选择 LLM 提供商</span> </span></span><span class="line"><span class="cl">hermes tools <span class="c1"># 配置工具集</span> </span></span><span class="line"><span class="cl">hermes gateway <span class="c1"># 启动消息网关</span> </span></span><span class="line"><span class="cl">hermes doctor <span class="c1"># 诊断问题</span> </span></span></code></pre></td></tr></table> </div> </div><hr> <h2 id="常用命令速查">常用命令速查 </h2><table> <thead> <tr> <th>操作</th> <th>CLI 命令</th> </tr> </thead> <tbody> <tr> <td>开始聊天</td> <td><code>hermes</code></td> </tr> <tr> <td>切换模型</td> <td><code>/model [provider:model]</code></td> </tr> <tr> <td>设置人格</td> <td><code>/personality [name]</code></td> </tr> <tr> <td>重试/撤销</td> <td><code>/retry</code> / <code>/undo</code></td> </tr> <tr> <td>压缩上下文</td> <td><code>/compress</code></td> </tr> <tr> <td>浏览技能</td> <td><code>/skills</code></td> </tr> <tr> <td>中断任务</td> <td><code>Ctrl+C</code></td> </tr> </tbody> </table> <hr> <h2 id="项目架构">项目架构 </h2><div class="highlight"><div class="chroma"> <table class="lntable"><tr><td class="lntd"> <pre tabindex="0" class="chroma"><code><span class="lnt">1 </span><span class="lnt">2 </span><span class="lnt">3 </span><span class="lnt">4 </span><span class="lnt">5 </span><span class="lnt">6 </span><span class="lnt">7 </span><span class="lnt">8 </span><span class="lnt">9 </span></code></pre></td> <td class="lntd"> <pre tabindex="0" class="chroma"><code class="language-gdscript3" data-lang="gdscript3"><span class="line"><span class="cl"><span class="n">hermes</span><span class="o">-</span><span class="n">agent</span><span class="o">/</span> </span></span><span class="line"><span class="cl"><span class="err">├──</span> <span class="n">agent</span><span class="o">/</span> <span class="c1"># Agent 核心循环</span> </span></span><span class="line"><span class="cl"><span class="err">├──</span> <span class="n">acp_adapter</span><span class="o">/</span> <span class="c1"># ACP 协议适配器</span> </span></span><span class="line"><span class="cl"><span class="err">├──</span> <span class="n">cli</span><span class="o">/</span> <span class="c1"># 命令行界面</span> </span></span><span class="line"><span class="cl"><span class="err">├──</span> <span class="n">gateway</span><span class="o">/</span> <span class="c1"># 消息网关</span> </span></span><span class="line"><span class="cl"><span class="err">├──</span> <span class="n">skills</span><span class="o">/</span> <span class="c1"># 技能系统</span> </span></span><span class="line"><span class="cl"><span class="err">├──</span> <span class="n">tools</span><span class="o">/</span> <span class="c1"># 40+ 内置工具</span> </span></span><span class="line"><span class="cl"><span class="err">├──</span> <span class="n">tinker</span><span class="o">-</span><span class="n">atropos</span><span class="o">/</span> <span class="c1"># RL/Atropos 集成（子模块）</span> </span></span><span class="line"><span class="cl"><span class="err">└──</span> <span class="n">hermes</span><span class="o">/</span> <span class="c1"># 核心模块</span> </span></span></code></pre></td></tr></table> </div> </div><p><strong>关键技术</strong>：Agent 循环、MCP 集成、多后端适配、FTS5 全文搜索、Honcho 用户建模。</p> <hr> <h2 id="开发者贡献">开发者贡献 </h2><div class="highlight"><div class="chroma"> <table class="lntable"><tr><td class="lntd"> <pre tabindex="0" class="chroma"><code><span class="lnt">1 </span><span class="lnt">2 </span><span class="lnt">3 </span><span class="lnt">4 </span><span class="lnt">5 </span><span class="lnt">6 </span><span class="lnt">7 </span></code></pre></td> <td class="lntd"> <pre tabindex="0" class="chroma"><code class="language-bash" data-lang="bash"><span class="line"><span class="cl">git clone https://github.com/NousResearch/hermes-agent.git </span></span><span class="line"><span class="cl"><span class="nb">cd</span> hermes-agent </span></span><span class="line"><span class="cl">curl -LsSf https://astral.sh/uv/install.sh <span class="p">|</span> sh </span></span><span class="line"><span class="cl">uv venv venv --python 3.11 </span></span><span class="line"><span class="cl"><span class="nb">source</span> venv/bin/activate </span></span><span class="line"><span class="cl">uv pip install -e <span class="s2">&#34;.[all,dev]&#34;</span> </span></span><span class="line"><span class="cl">python -m pytest tests/ -q </span></span></code></pre></td></tr></table> </div> </div><hr> <h2 id="社区资源">社区资源 </h2><ul> <li>Discord：<a class="link" href="https://discord.gg/nousresearch" target="_blank" rel="noopener" >discord.gg/nousresearch</a></li> <li>Skills Hub：<a class="link" href="https://agentskills.io" target="_blank" rel="noopener" >agentskills.io</a></li> <li>Issues：<a class="link" href="https://github.com/NousResearch/hermes-agent/issues" target="_blank" rel="noopener" >GitHub Issues</a></li> <li>Discussions：<a class="link" href="https://github.com/NousResearch/hermes-agent/discussions" target="_blank" rel="noopener" >GitHub Discussions</a></li> </ul> <hr> <h2 id="总结">总结 </h2><p>Hermes Agent 代表了 AI Agent 框架的一个新方向：<strong>不只是工具调用的编排器，而是真正会学习、会成长的智能体</strong>。与 OpenAI Codex CLI、Claude Code 等工具相比，它的核心差异在于封闭学习循环——每次交互都在为下一次做准备。对于需要长期使用 AI Agent 辅助工作的开发者和研究者来说，这是一个值得深度关注的项目。</p>