/zh/tags/ai-agent/Recent content in AI Agent on 隽戈的科技生活馆HugozhWed, 27 May 2026 19:09:31 +0800/zh/blog/2026/05/27/ultraplan-swarm/Wed, 27 May 2026 00:00:00 +0800/zh/blog/2026/05/27/ultraplan-swarm/<style> .td-content { max-width: 900px; margin: 0 auto; } .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102,126,234,0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 100px; opacity: 0.15; font-family: Georgia, serif; } .info-box { background: #f0f4ff; border-left: 4px solid #667eea; padding: 1.5rem; border-radius: 8px; margin: 1.5rem 0; box-shadow: 0 2px 8px rgba(102,126,234,0.1); } .info-box strong { color: #667eea; } .highlight-box { background: #fff8f0; border-left: 4px solid #f0a030; padding: 1.5rem; border-radius: 8px; margin: 1.5rem 0; box-shadow: 0 2px 8px rgba(240,160,48,0.1); } .highlight-box strong { color: #d99000; } .stats-box { background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: white; padding: 2rem; border-radius: 12px; margin: 1.5rem 0; text-align: center; } .stats-box .stat-number { font-size: 2.5rem; font-weight: 700; color: #667eea; display: block; } .stats-box .stat-label { font-size: 0.9rem; opacity: 0.8; } .numbered-list { counter-reset: item; } .numbered-list li { list-style: none; position: relative; padding-left: 50px; margin-bottom: 1.5rem; line-height: 1.8; } .numbered-list li::before { counter-increment: item; content: counter(item); position: absolute; left: 0; top: 0; background: linear-gradient(135deg, #667eea, #764ba2); color: white; width: 36px; height: 36px; border-radius: 50%; text-align: center; line-height: 36px; font-weight: 700; font-size: 0.9rem; } .inline-quote { background: #e8f4fd; border-radius: 8px; padding: 1.5rem 1.5rem 1.5rem 3rem; margin: 1.5rem 0; position: relative; } .inline-quote::before { content: '"'; position: absolute; left: 15px; top: 10px; font-size: 40px; color: #667eea; opacity: 0.3; font-family: Georgia, serif; } .section-divider { height: 2px; background: linear-gradient(90deg, transparent, #667eea, #764ba2, transparent); margin: 3rem 0; position: relative; } .section-divider::before { content: "◆"; position: absolute; left: 50%; top: 50%; transform: translate(-50%, -50%); background: white; padding: 0 10px; color: #667eea; font-size: 0.8rem; } .outro-box { background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: white; padding: 2.5rem; border-radius: 12px; margin: 2rem 0; box-shadow: 0 10px 30px rgba(0,0,0,0.2); } .outro-box strong { color: #667eea; } .tech-table { width: 100%; border-collapse: collapse; margin: 1.5rem 0; font-size: 0.95rem; border-radius: 8px; overflow: hidden; box-shadow: 0 2px 8px rgba(0,0,0,0.1); } .tech-table th { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 12px 16px; text-align: left; font-weight: 600; } .tech-table td { padding: 10px 16px; border-bottom: 1px solid #e8e8e8; } .tech-table tr:nth-child(even) { background: #f8f9fa; } .tech-table tr:hover { background: #f0f4ff; } .content-image { margin: 2rem 0; border-radius: 8px; box-shadow: 0 4px 16px rgba(0,0,0,0.15); } .image-caption { text-align: center; color: #888; font-size: 0.9rem; margin-top: 0.5rem; } </style> <blockquote> <p>当单 Agent 不够用时，Anthropic 怎么用工程手段把规划、执行、审批、团队协作拆成一套分布式系统。四个关键词：ULTRAPLAN、Agent Swarm、Remote CCR、浏览器审批流。</p>/zh/blog/2026/05/26/fork-subagent-prompt-cache/Tue, 26 May 2026 00:00:00 +0800/zh/blog/2026/05/26/fork-subagent-prompt-cache/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <p><strong>Claude Code 的源码堪称 AI Agent 工程的教科书。</strong> 如果你读过系列上一篇，应该记得 Fork Subagent 的独特设计：它不复制父 Agent 的上下文，而是创建一个&quot;影子&quot;会话，通过消息传递来通信。</p>/zh/blog/2026/05/26/kairos-resident-assistant/Tue, 26 May 2026 00:00:00 +0800/zh/blog/2026/05/26/kairos-resident-assistant/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <div class="lead-quote"> 它不是等你输入才行动的 AI。它是一个住在你终端里的常驻助手——没有请求就主动观察，在恰当的时机递上恰到好处的信息。不打扰，但一直都在。 </div> <p>如果你用过 Claude Code，你会发现它有个很独特的体验：有时你正看着终端发呆，它突然弹出一行提示——&ldquo;我在检查 CI 状态……发现了 3 个失败的测试&rdquo;。你没有发任何指令，没有敲任何命令，它自己决定要做点什么。</p>/zh/blog/2026/05/25/claude-code-tool-system-architecture/Mon, 25 May 2026 00:00:00 +0800/zh/blog/2026/05/25/claude-code-tool-system-architecture/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <div class="lead-quote"> 40 个工具，4 级权限，3 道防线，1 套 ML 自动审批——Claude Code 的工具系统不是功能堆砌，而是一套工业级的权限管控架构。它回答了 Agent 工具系统最核心的问题：Agent 该被允许做什么？以及谁来决定？ </div> <p>上一篇文章《Claude Code 源码深度拆解：Multi-Agent 的实现机制》发出后，收到很多&quot;还没看够&quot;的反馈。确实，Claude Code 的源码太丰富了，Multi-Agent 只是冰山一角。这次我翻出源码中另一个工程密度极高的模块——<strong>工具系统</strong>。</p>/zh/blog/2026/05/24/claude-code-multi-agent-mechanism/Sun, 24 May 2026 00:00:00 +0800/zh/blog/2026/05/24/claude-code-multi-agent-mechanism/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <p><strong>Claude Code 的源码堪称 AI Agent 工程的教科书。</strong> 前段时间源码泄露后，社区得以窥见 Anthropic 在多 Agent 设计上的工业级实践。这篇文章从源码视角，拆解 Claude Code 中三套不同的多 Agent 机制：常规 Subagent、Fork Subagent 和 Coordinator 协调者模式。</p>/zh/blog/2026/05/24/github-hot-projects-may-2026/Sun, 24 May 2026 00:00:00 +0800/zh/blog/2026/05/24/github-hot-projects-may-2026/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <p><strong>这一周的 GitHub 开源榜单精彩纷呈，AI Agent 工具链、代码理解、端侧语音合成全面开花。</strong> 从科研助手到论文流水线，从代码知识图谱到终端编程助手，从 Agent 开发原则到多 Agent 视频创作，本文带你逐一拆解这 10 个最值得关注的开源项目。</p>/zh/blog/2026/05/18/xinwang-bank-zhijing-ai-strategy/Mon, 18 May 2026 00:00:00 +0800/zh/blog/2026/05/18/xinwang-bank-zhijing-ai-strategy/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <div class="lead-quote"> 当一家数字银行将 AI 从"工具"升级为"员工"，它所构建的不仅仅是技术能力，而是一整套人机协同的运营体系。新网银行用 10 类数字员工和 77 个智能助手，给你演示了金融 AI 的未来形态。 </div> <p>近日，新网银行发布 2025 年年度报告，最引人注目的并非传统的财务数据，而是其&quot;智擎 AI+&ldquo;战略的落地成果——<strong>10 类数字员工、77 个智能助手、日均百万级 API 调用</strong>。这组数据意味着，AI 已经不再只是银行后台的辅助工具，而是直接嵌入到了从客户触达到风险决策的每一个业务环节。</p>/zh/blog/2026/05/16/html-vs-markdown-ai-agent/Sat, 16 May 2026 00:00:00 +0800/zh/blog/2026/05/16/html-vs-markdown-ai-agent/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <p><strong>过去几年，Markdown 几乎成了 AI Agent 的&quot;标配&quot;。不管是 ChatGPT、Claude、Cursor 还是 Copilot，默认输出格式都是 <code>#</code> 标题、<code>-</code> 列表、<code>`代码`</code>。</strong></p>/zh/blog/2026/05/10/aiops-agent-platform/Sun, 10 May 2026 00:00:00 +0800/zh/blog/2026/05/10/aiops-agent-platform/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } /* ---- 卡片组件 ---- */ /* 引言卡片：紫蓝渐变 + 白色文字 + 阴影 */ .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102, 126, 234, 0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } /* 信息框：浅色背景 + 左侧蓝色边框 */ .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } /* 重点提示框：暖色背景 + 橙色边框 */ .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237, 137, 54, 0.1); } /* 数据卡片：深色背景 + 大号数字 */ .stats-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2rem; border-radius: 12px; margin: 2rem 0; text-align: center; } .stats-box .number { font-size: 2.5rem; font-weight: 800; color: #667eea; display: block; } /* ---- 序号列表：带彩色编号圆徽章 ---- */ .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } /* ---- 引用卡片（正文内嵌引用） ---- */ .inline-quote { background: #f0f4ff; padding: 1.5rem 2rem; margin: 2rem 0; border-radius: 12px; position: relative; font-style: italic; color: #4a5568; } .inline-quote::before { content: '"'; position: absolute; top: 5px; left: 12px; font-size: 48px; color: #667eea; opacity: 0.2; font-family: Georgia, serif; } .inline-quote .author { display: block; margin-top: 0.5rem; font-style: normal; font-weight: 600; color: #667eea; font-size: 0.9rem; } /* ---- 视觉分隔器 ---- */ .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } /* ---- 结尾典藏框 ---- */ .outro-box { background: linear-gradient(135deg, #1a202c 0%, #2d3748 100%); color: white; padding: 2.5rem; border-radius: 16px; margin: 3rem 0; text-align: center; box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2); } .outro-box strong { color: #667eea !important; } /* ---- 标题样式 ---- */ .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } /* ---- 加粗文字主题色 ---- */ .td-content strong { color: #667eea; font-weight: 600; } /* ---- 段落样式 ---- */ .td-content p { margin-bottom: 1.5rem; } /* ---- 图片样式 ---- */ .td-content img { border-radius: 12px; box-shadow: 0 8px 24px rgba(0, 0, 0, 0.12); margin: 2.5rem 0; width: 100%; transition: transform 0.3s ease; } .td-content img:hover { transform: translateY(-4px); box-shadow: 0 12px 32px rgba(0, 0, 0, 0.18); } /* ---- 代码块 ---- */ .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } /* ---- 表格 ---- */ .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } /* ---- 响应式 ---- */ @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <p><strong>用 AI Agent 构建 AIOps 平台，核心思路是把 Agent 作为&quot;大脑&quot;，通过 MCP（Model Context Protocol）接入运维工具链，通过 Skill 插件扩展自动化能力。这篇文章分享一个四层架构设计模型，从 Web UI 到底层系统集成，给出完整的技术选型建议和开发落地步骤。</strong></p>/zh/blog/2026/05/09/aiops-10agent-skills/Sat, 09 May 2026 00:00:00 +0800/zh/blog/2026/05/09/aiops-10agent-skills/<style> /* ===== junge-site 通用文章样式 ===== */ .td-content { max-width: 900px; margin: 0 auto; } .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102,126,234,0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237,137,54,0.1); } .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } .td-content strong { color: #667eea; font-weight: 600; } .td-content p { margin-bottom: 1.5rem; } @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .numbered-list li { padding-left: 2rem; } } </style> <div class="lead-quote"> 研究AIOps大半年，目前手里有不少可落地的方案。越研究越发现Skills的重要性——用好Skills，可以让我们事半功倍。 </div> <div class="info-box"> **一句话说清楚：** AI Agent Skills 不是大模型能力的替代，而是能力的"精准化"——给 AI 一套明确的工具和上下文，让它从"什么都会但什么都不精"变成"某个场景特别能打"。今天分享10个运维领域里最有实战价值的 Skills。 </div> <p><strong>研究 AIOps 越久，就越发现 Skills 的重要性。</strong> 当然不只是在 AIOps 场景中，其它场景里 Skills 同样重要。用好 Skills 可以让我们事半功倍，让 AI 从&quot;通用助手&quot;升级为&quot;领域专家&quot;。</p>/zh/blog/2026/05/09/openclaw-vs-hermes-agent-architecture/Sat, 09 May 2026 00:00:00 +0800/zh/blog/2026/05/09/openclaw-vs-hermes-agent-architecture/<style> .td-content { max-width: 900px; margin: 0 auto; } .lead-quote { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); color: white; padding: 2.5rem 2rem; border-radius: 12px; margin: 2rem 0 3rem 0; font-size: 1.25rem; font-weight: 600; line-height: 1.6; box-shadow: 0 10px 30px rgba(102,126,234,0.3); position: relative; overflow: hidden; } .lead-quote::before { content: '"'; position: absolute; top: -20px; left: 10px; font-size: 120px; opacity: 0.1; font-family: Georgia, serif; } .info-box { background: #f8f9fa; padding: 1.5rem; border-left: 4px solid #667eea; border-radius: 8px; margin: 2rem 0; } .highlight-box { background: linear-gradient(135deg, #fff5f5 0%, #fffaf0 100%); border: 2px solid #ed8936; border-radius: 12px; padding: 1.5rem; margin: 2rem 0; box-shadow: 0 4px 12px rgba(237,137,54,0.1); } .section-divider { display: flex; align-items: center; margin: 3rem 0; gap: 12px; } .section-divider .line { flex: 1; height: 1px; background: linear-gradient(90deg, transparent, #667eea, transparent); } .section-divider .dot { width: 6px; height: 6px; background: #667eea; border-radius: 50%; opacity: 0.5; } .numbered-list { list-style: none; padding: 0; margin: 1.5rem 0; } .numbered-list li { padding: 0.75rem 0 0.75rem 2.5rem; position: relative; line-height: 1.6; border-bottom: 1px solid #f0f0f0; } .numbered-list li:last-child { border-bottom: none; } .numbered-list .num { position: absolute; left: 0; top: 0.75rem; width: 28px; height: 28px; background: linear-gradient(135deg, #667eea, #764ba2); color: white; border-radius: 50%; display: flex; align-items: center; justify-content: center; font-size: 0.85rem; font-weight: 700; flex-shrink: 0; } .td-content h2 { font-size: 1.8rem; font-weight: 700; color: #1a202c; margin-top: 3.5rem; margin-bottom: 1.5rem; padding-bottom: 0.8rem; border-bottom: 3px solid #667eea; position: relative; } .td-content h2::before { content: ''; position: absolute; left: 0; bottom: -3px; width: 60px; height: 3px; background: linear-gradient(90deg, #667eea, #764ba2); } .td-content strong { color: #667eea; font-weight: 600; } .td-content p { margin-bottom: 1.5rem; } .td-content table { border-collapse: collapse; width: 100%; margin: 2rem 0; border-radius: 12px; overflow: hidden; box-shadow: 0 4px 12px rgba(0,0,0,0.08); } .td-content table th { background: linear-gradient(135deg, #667eea, #764ba2); color: white; padding: 12px 16px; font-weight: 600; } .td-content table td { padding: 10px 16px; border-bottom: 1px solid #f0f0f0; } .td-content table tr:last-child td { border-bottom: none; } @media (max-width: 768px) { .lead-quote { padding: 1.5rem 1rem; font-size: 1.1rem; } .numbered-list li { padding-left: 2rem; } } </style> <div class="lead-quote"> 当前 AI Agent 已从单一工具调用转向系统化落地。OpenClaw 与 Hermes 看似功能相近，但工程重心截然不同——一个聚焦"接入管控"，一个聚焦"自我进化"。 </div> <div class="info-box"> **一句话说清楚：** OpenClaw 以本地优先为核心，构建多入口接入与权限管控的 Gateway 控制面；Hermes 以自我进化为核心，打造学习型执行循环，实现任务经验的沉淀与复用。二者不存在简单的替代关系，而是代表 Agent 系统的两大发展方向。 </div> <p><strong>当前 AI Agent 已从单一工具调用转向系统化落地应用</strong>，不少开发者在搭建个人智能助理时，面临 OpenClaw 与 Hermes 的选型难题。尤其在 Reddit 等海外社区，&ldquo;I ditched OpenClaw for Hermes&rdquo; 的讨论持续发酵，国内开发者普遍困惑：二者是否属于同类产品？Hermes 能否完全替代 OpenClaw？</p>