[{"data":1,"prerenderedAt":3314},["ShallowReactive",2],{"best-practices:data-analysis":3,"content-manifest":668},{"id":4,"title":5,"body":6,"category":239,"date":651,"description":652,"difficulty":653,"extension":654,"meta":655,"navigation":656,"path":657,"seo":658,"source":651,"sourceName":651,"sourceType":659,"stem":660,"tags":661,"updatedAt":666,"__hash__":667},"bestPractices/best-practices/data-analysis.md","数据分析与可视化",{"type":7,"value":8,"toc":633},"minimark",[9,12,16,20,24,192,195,237,240,243,301,304,382,385,388,448,452,516,519,522,603,606,629],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本文介绍如何使用 OpenClaw 进行数据分析和可视化。",[17,18,19],"h2",{"id":19},"数据收集",[21,22,23],"h3",{"id":23},"数据源配置",[25,26,31],"pre",{"className":27,"code":28,"language":29,"meta":30,"style":30},"language-json shiki shiki-themes github-light github-dark","{\n  \"data_sources\": {\n    \"api\": {\n      \"type\": \"rest\",\n      \"url\": \"https://api.example.com/data\",\n      \"auth\": \"api_key\"\n    },\n    \"database\": {\n      \"type\": \"postgresql\",\n      \"connection\": \"postgresql://user:pass@localhost/db\"\n    },\n    \"file\": {\n      \"type\": \"csv\",\n      \"path\": \"/data/*.csv\"\n    }\n  }\n}\n","json","",[32,33,34,43,53,61,77,90,101,107,115,127,138,143,151,163,174,180,186],"code",{"__ignoreMap":30},[35,36,39],"span",{"class":37,"line":38},"line",1,[35,40,42],{"class":41},"sVt8B","{\n",[35,44,46,50],{"class":37,"line":45},2,[35,47,49],{"class":48},"sj4cs","  \"data_sources\"",[35,51,52],{"class":41},": {\n",[35,54,56,59],{"class":37,"line":55},3,[35,57,58],{"class":48},"    \"api\"",[35,60,52],{"class":41},[35,62,64,67,70,74],{"class":37,"line":63},4,[35,65,66],{"class":48},"      \"type\"",[35,68,69],{"class":41},": ",[35,71,73],{"class":72},"sZZnC","\"rest\"",[35,75,76],{"class":41},",\n",[35,78,80,83,85,88],{"class":37,"line":79},5,[35,81,82],{"class":48},"      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return await read_file(query)\n","python",[32,201,202,207,212,217,222,227,232],{"__ignoreMap":30},[35,203,204],{"class":37,"line":38},[35,205,206],{},"async def collect_data(source, query):\n",[35,208,209],{"class":37,"line":45},[35,210,211],{},"    if source.type == \"api\":\n",[35,213,214],{"class":37,"line":55},[35,215,216],{},"        return await fetch_from_api(query)\n",[35,218,219],{"class":37,"line":63},[35,220,221],{},"    elif source.type == \"database\":\n",[35,223,224],{"class":37,"line":79},[35,225,226],{},"        return await query_database(query)\n",[35,228,229],{"class":37,"line":92},[35,230,231],{},"    elif source.type == \"file\":\n",[35,233,234],{"class":37,"line":103},[35,235,236],{},"        return await read_file(query)\n",[17,238,239],{"id":239},"数据处理",[21,241,242],{"id":242},"数据清洗",[25,244,246],{"className":197,"code":245,"language":199,"meta":30,"style":30},"def clean_data(data):\n    # 去除空值\n    data = data.dropna()\n    \n    # 去除重复\n    data = 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}\n",[35,508,509],{"class":37,"line":140},[35,510,511],{},"        }\n",[35,513,514],{"class":37,"line":145},[35,515,179],{},[17,517,518],{"id":518},"自动化报告",[21,520,521],{"id":521},"报告生成",[25,523,525],{"className":197,"code":524,"language":199,"meta":30,"style":30},"async def generate_report(data):\n    # 数据分析\n    analysis = analyze_data(data)\n    \n    # 生成图表\n    charts = [create_chart(d, 'line') for d in analysis]\n    \n    # 生成报告\n    report = {\n        \"title\": \"数据分析报告\",\n        \"date\": datetime.now(),\n        \"summary\": analysis.summary,\n        \"charts\": charts\n    }\n    \n    return report\n",[32,526,527,532,537,542,546,551,556,560,565,570,575,580,585,590,594,598],{"__ignoreMap":30},[35,528,529],{"class":37,"line":38},[35,530,531],{},"async def generate_report(data):\n",[35,533,534],{"class":37,"line":45},[35,535,536],{},"    # 数据分析\n",[35,538,539],{"class":37,"line":55},[35,540,541],{},"    analysis = analyze_data(data)\n",[35,543,544],{"class":37,"line":63},[35,545,267],{},[35,547,548],{"class":37,"line":79},[35,549,550],{},"    # 生成图表\n",[35,552,553],{"class":37,"line":92},[35,554,555],{},"    charts = [create_chart(d, 'line') for d in analysis]\n",[35,557,558],{"class":37,"line":103},[35,559,267],{},[35,561,562],{"class":37,"line":109},[35,563,564],{},"    # 生成报告\n",[35,566,567],{"class":37,"line":117},[35,568,569],{},"    report = {\n",[35,571,572],{"class":37,"line":129},[35,573,574],{},"        \"title\": \"数据分析报告\",\n",[35,576,577],{"class":37,"line":140},[35,578,579],{},"        \"date\": datetime.now(),\n",[35,581,582],{"class":37,"line":145},[35,583,584],{},"        \"summary\": analysis.summary,\n",[35,586,587],{"class":37,"line":153},[35,588,589],{},"        \"charts\": charts\n",[35,591,592],{"class":37,"line":165},[35,593,179],{},[35,595,596],{"class":37,"line":176},[35,597,267],{},[35,599,600],{"class":37,"line":182},[35,601,602],{},"    return 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var(--shiki-dark-text-decoration);}",{"title":30,"searchDepth":45,"depth":45,"links":634},[635,639,643,647,650],{"id":19,"depth":45,"text":19,"children":636},[637,638],{"id":23,"depth":55,"text":23},{"id":194,"depth":55,"text":194},{"id":239,"depth":45,"text":239,"children":640},[641,642],{"id":242,"depth":55,"text":242},{"id":303,"depth":55,"text":303},{"id":384,"depth":45,"text":384,"children":644},[645,646],{"id":387,"depth":55,"text":387},{"id":450,"depth":55,"text":451},{"id":518,"depth":45,"text":518,"children":648},[649],{"id":521,"depth":55,"text":521},{"id":605,"depth":45,"text":605},null,"使用 OpenClaw 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Groups、Group Messages 和 Messages 文档，解释 OpenClaw 在群聊里如何按 groupPolicy、群组 allowlist 和 mention gating 三层顺序决定消息是丢弃、只进上下文，还是正式触发回复。","/docs/reference/group-policy-and-mention-gating-order",[898,1710,880,1123,1056],"mention",{"title":1712,"description":1713,"path":1714,"category":1549,"updatedAt":905,"sourceType":713,"tags":1715},"HEARTBEAT_OK、可见性控制和 quiet-hours 应该怎么一起看","基于最新官方 Heartbeat 与 Automation Troubleshooting 文档，解释 HEARTBEAT_OK 的 ack 语义、alerts-disabled 和 dm-blocked 等可见性控制，以及 quiet-hours 为什么不是故障。","/docs/reference/heartbeat-ack-and-visibility-controls",[1366,1716,1717,1718,1555],"visibility","activeHours","alerts",{"title":1720,"description":1721,"path":1722,"category":1549,"updatedAt":895,"sourceType":713,"tags":1723},"HTTP API、Gateway WebSocket 和 SDK 应该怎么分工","基于最新官方 API 与 Web 文档，解释 OpenClaw 里 HTTP API、Gateway WebSocket 和 SDK 各自适合什么场景，帮助团队判断当前到底应该走管理接口、实时会话层还是语言 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search、结果合并、MMR 重排和 temporal decay 各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[687,1743,1744,1745,1746,1555],"hybrid-search","ranking","mmr","retrieval",{"title":1748,"description":1749,"path":1750,"category":1549,"updatedAt":797,"sourceType":713,"tags":1751},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[805,1752,872,870,1555],"probe",{"title":1754,"description":1755,"path":1756,"category":1549,"updatedAt":1241,"sourceType":713,"tags":1757},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[1037,1038,1590,1758,1373],"credentials",{"title":1760,"description":1761,"path":1762,"category":1549,"updatedAt":797,"sourceType":713,"tags":1763},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[789,933,1764,1765,1469,1555],"npm","pin",{"title":1767,"description":1768,"path":1769,"category":1644,"updatedAt":754,"sourceType":713,"tags":1770},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[1646,1771,1106,870,1069],"raw-stream",{"title":1773,"description":1774,"path":1775,"category":1549,"updatedAt":905,"sourceType":713,"tags":1776},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[756,1777,872,683,1555],"tlsFingerprint",{"title":1779,"description":1780,"path":1781,"category":1549,"updatedAt":905,"sourceType":713,"tags":1782},"回复机器人消息也算 mention 吗，pending history 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入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[899,706,1661,1037,1123],{"title":1799,"description":1800,"path":1801,"category":1549,"updatedAt":1802,"sourceType":713,"tags":1803},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[899,1804,1805,1269,1555],"transcript","jsonl",{"title":1807,"description":1808,"path":1809,"category":1549,"updatedAt":1802,"sourceType":713,"tags":1810},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[837,862,1811,1493,705],"store",{"title":1813,"description":1814,"path":1815,"category":1549,"updatedAt":905,"sourceType":713,"tags":1816},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[706,1508,1493,1817,1555],"ingress",{"title":1819,"description":1820,"path":1821,"category":1549,"updatedAt":754,"sourceType":713,"tags":1822},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[862,1401,1823,1106,1824],"health","troubleshooting",{"title":1826,"description":1827,"path":1828,"category":1549,"updatedAt":1802,"sourceType":713,"tags":1829},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1804,1830,870,1831,1555],"hygiene","tool-calls",{"title":1833,"description":1834,"path":1835,"category":1644,"updatedAt":666,"sourceType":713,"tags":1836},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1824,1392,1401,1106],{"title":1838,"description":1839,"path":1840,"category":1549,"updatedAt":877,"sourceType":713,"tags":1841},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[812,1842,1843,1804,1555],"history","inject",{"title":1845,"description":1846,"path":1847,"category":1848,"updatedAt":797,"sourceType":713,"tags":1849},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1850,1851,1852,1015,1420,1421],"china","cloud","deployment",{"title":1854,"description":1855,"path":1856,"category":1848,"updatedAt":666,"sourceType":713,"tags":1857},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1852,757,1858,1851,1859],"docker","wsl2",{"title":1861,"description":1862,"path":1863,"category":1848,"updatedAt":1251,"sourceType":713,"tags":1864},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[740,1764,1865,1859],"install-script",{"title":1867,"description":1868,"path":1869,"category":1848,"updatedAt":754,"sourceType":713,"tags":1870},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[740,1871,1865,1872,1470],"updater","git",{"title":1874,"description":1875,"path":1876,"category":1848,"updatedAt":1000,"sourceType":713,"tags":1877},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[740,1871,1878,1392,1470],"uninstall",{"title":1880,"description":1881,"path":1882,"category":1848,"updatedAt":1000,"sourceType":713,"tags":1883},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1163,740,749,1884],"server",{"title":1886,"description":1887,"path":1888,"category":1848,"updatedAt":1000,"sourceType":713,"tags":1889},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[889,740,749,1890],"apple",{"title":1892,"description":1893,"path":1894,"category":1895,"updatedAt":666,"sourceType":713,"tags":1896},"版本迁移与升级检查单","在 OpenClaw 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只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[683,1037,2277,979,851],"pending",{"title":2279,"description":2280,"path":2281,"category":2117,"date":1312,"updatedAt":1312,"sourceType":713,"source":2282,"tags":2283},"OpenClaw 正在把 Gateway 的 session source-of-truth 地位写得更明确","官方最新 Session 文档更明确地说明 session store、JSONL transcript 和 token 计数都应围绕 Gateway 理解，这会直接影响 WebChat、Dashboard 和远程 operator 的排障方式。","/news/openclaw-gateway-source-of-truth-watch-2026-03-26","https://docs.openclaw.ai/session",[683,899,812,742,2284],"state",{"title":2286,"description":2287,"path":2288,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2289,"tags":2290},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[898,1710,1123,1056,880],{"title":2292,"description":2293,"path":2294,"category":2117,"date":905,"updatedAt":905,"sourceType":713,"source":2289,"tags":2295},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[898,1783,2296,897,1170],"activation",{"title":2298,"description":2299,"path":2300,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2301,"tags":2302},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[697,1730,1344,1731,705],{"title":2304,"description":2305,"path":2306,"category":1912,"date":754,"updatedAt":754,"sourceType":713,"source":2307,"tags":2308},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[2309,1852,2310,2311,2312],"showcase","home-assistant","nix","infrastructure",{"title":2314,"description":2315,"path":2316,"category":2117,"date":877,"updatedAt":877,"sourceType":713,"source":2317,"tags":2318},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[837,687,1269,2200,1170],{"title":2320,"description":2321,"path":2322,"category":2117,"date":877,"updatedAt":877,"sourceType":713,"source":2323,"tags":2324},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1470,860,837,1359,705],{"title":2326,"description":2327,"path":2328,"category":1937,"date":1913,"updatedAt":666,"sourceType":1612,"source":1939,"tags":2329},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1467,1540,1468,698,706],{"title":2331,"description":2332,"path":2333,"category":2117,"date":797,"updatedAt":797,"sourceType":713,"source":2334,"tags":2335},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2309,687,987,2346,2347],"vector-search","knowledge",{"title":2349,"description":2350,"path":2351,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2352,"tags":2353},"OpenClaw 的 mention gating 正在从单一 @ 规则变成跨渠道触发层","官方最新 Groups 和 Group Messages 文档显示，mention gating 已经不再只服务 WhatsApp 群，而是在 Telegram、Slack、Discord、iMessage 等入口上逐步形成统一触发层。","/news/openclaw-mention-gating-watch-2026-03-25","https://docs.openclaw.ai/channels/group-messages",[1710,898,925,927,994],{"title":2355,"description":2356,"path":2357,"category":2117,"date":877,"updatedAt":877,"sourceType":713,"source":2358,"tags":2359},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[1056,812,880,1060,685],{"title":2361,"description":2362,"path":2363,"category":2117,"date":797,"updatedAt":797,"sourceType":713,"source":2186,"tags":2364},"OpenClaw 模型观察：models status 正在从状态展示继续长成探活入口","基于 2026 年 3 月 24 日可见的官方 CLI 文档，最近模型层最值得关注的变化之一是 models status 已经不只负责展示主模型和 fallback，而是开始承担 auth profile 探测。","/news/openclaw-model-probe-watch-2026-03-24",[805,1752,870,872,1429],{"title":2366,"description":2367,"path":2368,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2369,"tags":2370},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1482,980,959,1037,756],{"title":2383,"description":2384,"path":2385,"category":2117,"date":905,"updatedAt":905,"sourceType":713,"source":2386,"tags":2387},"OpenClaw 正在把 Dashboard、WebChat 和 WebSocket 收成一套 operator surface","官方最近围绕 Dashboard、WebChat 和 Gateway Protocol 的文档更新，越来越清楚地把这些入口解释成同一套 operator surface 的不同层，而不是彼此割裂的功能页。","/news/openclaw-operator-surface-convergence-watch-2026-03-29","https://docs.openclaw.ai/gateway/protocol",[742,812,1320,1482,852],{"title":2389,"description":2390,"path":2391,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2228,"tags":2392},"OpenClaw 的 pairing CLI 正在从单条 approve 命令长成正式入口治理面","官方最近把 pairing CLI 的 list、clear、--account 和 --notify 等行为写得更完整了，也让聊天入口审批越来越像一套正式的运营控制面。","/news/openclaw-pairing-cli-scope-watch-2026-03-25",[1037,1590,685,1591,705],{"title":2394,"description":2395,"path":2396,"category":1912,"date":754,"updatedAt":754,"sourceType":713,"source":2397,"tags":2398},"OpenClaw 官方插件生态观察：社区插件、内置 Provider 插件与 Hook Pack 正在形成更完整扩展层","基于 2026 年 3 月 21 日可见的官方插件与 hooks 文档，整理 OpenClaw 插件生态最近最值得关注的三个变化：社区插件目录、package pack、多层 hooks 组织方式。","/news/openclaw-plugin-ecosystem-watch-2026-03-21","https://docs.openclaw.ai/plugins",[789,951,791,950,952],{"title":2400,"description":2401,"path":2402,"category":2117,"date":797,"updatedAt":797,"sourceType":713,"source":2403,"tags":2404},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[789,933,1764,1765,1469],{"title":2406,"description":2407,"path":2408,"category":2117,"date":797,"updatedAt":797,"sourceType":713,"source":2409,"tags":2410},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[1151,1152,733,1004,790],{"title":2412,"description":2413,"path":2414,"category":2117,"date":905,"updatedAt":905,"sourceType":713,"source":2415,"tags":2416},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[870,805,851,872,1170],{"title":2418,"description":2419,"path":2420,"category":2117,"date":905,"updatedAt":905,"sourceType":713,"source":2421,"tags":2422},"OpenClaw 的 provider 故障恢复正在变成一条更清楚的梯子","官方最近围绕 Model Failover、Gateway Troubleshooting、LiteLLM 和 Cloudflare AI Gateway 的文档更新，正在把模型故障从“直接换模型”收敛成更清楚的几层：能力条件、profile 轮转、统一网关和跨模型 fallback。","/news/openclaw-provider-recovery-ladder-watch-2026-03-29","https://docs.openclaw.ai/concepts/model-failover",[870,1554,805,683,705],{"title":2424,"description":2425,"path":2426,"category":1912,"date":754,"updatedAt":754,"sourceType":713,"source":2105,"tags":2427},"OpenClaw 发布观察：2026.3.13 恢复型 Release 暴露出版本跟踪里最容易忽略的三层差异","基于 2026 年 3 月 21 日可见的 GitHub Releases 页面，整理 OpenClaw 2026.3.13 恢复型 Release 的关键信号，以及中文站在跟踪版本时最该注意的 npm 版本、Git tag 和 GitHub Release 名称差异。","/news/openclaw-release-watch-2026-03-21",[1467,1468,1470,1469],{"title":2429,"description":2430,"path":2431,"category":2117,"date":877,"updatedAt":877,"sourceType":713,"source":2131,"tags":2432},"OpenClaw 的远程管理员面边界越来越清楚","官方最近围绕 Dashboard、Pairing、Gateway-owned pairing 与 nodes 的文档更新，正在把远程协作、浏览器入口和设备接入的边界拆得更清楚。","/news/openclaw-remote-admin-watch-2026-03-22",[742,1037,851,756,1373],{"title":2434,"description":2435,"path":2436,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2437,"tags":2438},"OpenClaw 的 routing precedence 正在成为更明确的排障坐标系","官方最近围绕 Channel Routing 的写法，正在把 peer、thread inheritance、guild、team、account 和 channel 等命中层级固定下来，让路由排障越来越像查规则，而不是猜模型。","/news/openclaw-routing-precedence-watch-2026-03-25","https://docs.openclaw.ai/channels/channel-routing",[880,879,2439,685,881],"threads",{"title":2441,"description":2442,"path":2443,"category":2117,"date":857,"updatedAt":857,"sourceType":713,"source":2444,"tags":2445},"OpenClaw 把 SearXNG 推进 bundled web_search provider，搜索层开始更适合自托管","官方近期上线的 SearXNG Search 文档，说明 OpenClaw 的 web_search 已经不只适合外部 API，也开始正式支持自托管聚合搜索。","/news/openclaw-searxng-search-watch-2026-04-30","https://docs.openclaw.ai/tools/searxng-search",[1211,1098,1212,782,686],{"title":2447,"description":2448,"path":2449,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2450,"tags":2451},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1792,2452,2453,1791,705],"snapshot","rotation",{"title":2455,"description":2456,"path":2457,"category":2117,"date":895,"updatedAt":895,"sourceType":713,"source":2317,"tags":2458},"OpenClaw 正在把 secure DM mode 写成共享入口的默认安全心智","官方最近围绕 Session、Security 和 CLI Security 的更新，正在把 secure DM mode 从一个可选技巧，推成多人 DM 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在中文环境下最受关注的安全议题，包括本地运行、合规要求、可审计性与金融等高敏行业采用。","/news/openclaw-security-compliance-watch-2026-03-16","安全观察","content/tmp/2026-03-16/openclaw-security-audit-milestone.md",[706,2472,1069,704],"compliance",{"title":2474,"description":2475,"path":2476,"category":2117,"date":877,"updatedAt":877,"sourceType":713,"source":2450,"tags":2477},"OpenClaw 的安全运维边界继续细化","官方最近围绕 Secrets、approvals forwarding、trusted proxy 和 Control UI 降级开关的文档，正在把安全问题从抽象原则推向更可执行的运维边界。","/news/openclaw-security-ops-watch-2026-03-22",[706,1791,1004,2478,705],"proxy",{"title":2480,"description":2481,"path":2482,"category":2117,"date":1802,"updatedAt":1802,"sourceType":713,"source":2483,"tags":2484},"OpenClaw 正在把 session transcript 从 JSONL 文件写成结构化会话事实层","官方最近新增的 Session Management Deep Dive 文档，把 session header、message tree、compaction entry 和 branch summary 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