/zh/tags/kubernetes/Recent content in Kubernetes on 隽戈的科技生活馆HugozhWed, 27 May 2026 19:09:31 +0800/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/2026/05/15/hami-dra-gpu-virtualization-guide/Fri, 15 May 2026 00:00:00 +0800/zh/blog/2026/05/15/hami-dra-gpu-virtualization-guide/<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); } .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; } .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; } .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; } .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; } .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; } .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 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); } .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } .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; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <p>一块 A10 24GB 显存的 GPU，在传统模式下只能给一个 Pod 用。但如果跑的是 batch 推理任务，很可能只用到了 10GB 显存和 30% 算力——剩下 14GB 就这么空着。</p>/zh/blog/2026/05/13/kubernetes-is-intermediate-layer/Wed, 13 May 2026 00:00:00 +0800/zh/blog/2026/05/13/kubernetes-is-intermediate-layer/<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); } .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; } .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; } .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; } .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; } .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; } .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 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); } .td-content pre { border-radius: 12px; box-shadow: 0 4px 16px rgba(0, 0, 0, 0.1); margin: 2rem 0; } .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; } .stats-box .number { font-size: 2rem; } .numbered-list li { padding-left: 2rem; } } </style> <p><strong>把过去十几年的基础设施演进串起来看，Kubernetes 更像一个时代的「中间层」，而不是最终答案。</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>