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级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[1408,1500,1501,1362,1390],"forum-topics","sessions",{"title":1503,"description":1504,"path":1505,"category":1343,"updatedAt":1387,"sourceType":1226,"tags":1506},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1209,1196,1198,1317,1200,1178],{"title":1508,"description":1509,"path":1510,"category":1343,"updatedAt":1377,"sourceType":1226,"tags":1511},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[1353,1512,1513,1514,1196],"headless","pairing","devices",{"title":1516,"description":1517,"path":1518,"category":1343,"updatedAt":1266,"sourceType":1226,"tags":1519},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[1303,1520,1521,1178,1301],"lifecycle","events",{"title":1523,"description":1524,"path":1525,"category":1343,"updatedAt":1179,"sourceType":1226,"tags":1526},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[1303,1178,1494,1521],{"title":1528,"description":1529,"path":1530,"category":1343,"updatedAt":1359,"sourceType":1226,"tags":1531},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[1532,1533,1534,1535,1536],"messages","queueing","dedupe","debounce","delivery",{"title":1538,"description":1539,"path":1540,"category":1343,"updatedAt":1309,"sourceType":1226,"tags":1541},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[1542,1543,1544,1545,1294],"ollama","local-model","llm","privacy",{"title":1547,"description":1548,"path":1549,"category":1343,"updatedAt":1266,"sourceType":1226,"tags":1550},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[1551,1353,1397,1552,1553],"location","permissions","gps",{"title":1555,"description":1556,"path":1557,"category":1343,"updatedAt":1266,"sourceType":1226,"tags":1558},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[1200,1559,1501,1560,1561],"markdown","memory_search","memory_get",{"title":1563,"description":1564,"path":1565,"category":1343,"updatedAt":1309,"sourceType":1226,"tags":1566},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 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文档，解释为什么远程浏览器首次连接需要设备配对、设备身份如何记住，以及什么时候需要重新批准。","/docs/reference/control-ui-device-pairing",[1442,1513,1514,1464,1805],{"title":2056,"description":2057,"path":2058,"category":1982,"updatedAt":1387,"sourceType":1226,"tags":2059},"cron run 入队语义和 retry backoff 应该怎么理解","基于最新官方 cron CLI 与 Cron Jobs 文档，解释 openclaw cron run 为什么先返回 enqueued、何时该去看 runs，以及 recurring job 连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[1790,1593,2060,2061,1988],"scheduler","queue",{"title":2063,"description":2064,"path":2065,"category":1982,"updatedAt":1743,"sourceType":1226,"tags":2066},"Dashboard 的 SecretRef token、sessionStorage 和非 token 化 URL 应该怎么理解","基于最新官方 Dashboard 文档，解释 openclaw dashboard 在普通 token、SecretRef token 和远程入口下分别如何引导认证，以及为什么当前浏览器标签页的 sessionStorage 行为很关键。","/docs/reference/dashboard-secretref-and-sessionstorage",[1254,1463,2067,2068,1462],"secretref","sessionStorage",{"title":2070,"description":2071,"path":2072,"category":2073,"updatedAt":1225,"sourceType":1226,"tags":2074},"调试、运行时覆盖与开发排障","基于官方 debugging 和 FAQ 文档，整理 `/debug`、watch 模式、dev profile 以及排查流式输出异常时最值得先看的入口。","/docs/reference/debugging-and-runtime-overrides","排错",[2075,2076,2077,1824,1582],"debugging","debug","runtime-overrides",{"title":2079,"description":2080,"path":2081,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2082},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 Logging 文档，解释 OpenClaw 如何用 diagnostics.flags 和 OPENCLAW_DIAGNOSTICS 打开定向调试日志，以及为什么这比全局 verbose 更适合长期排障。","/docs/reference/diagnostics-flags-and-targeted-logs",[1994,2083,2084,2076,1988],"logging","flags",{"title":2086,"description":2087,"path":2088,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2089},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[1381,2090,2091,1362,1988],"dmScope","identityLinks",{"title":2093,"description":2094,"path":2095,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2096},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 之间各自会做什么，避免把修复模式混成“越猛越好”。","/docs/reference/doctor-repair-modes",[1824,1825,1994,2097,1988],"migrations",{"title":2099,"description":2100,"path":2101,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2102},"环境变量从哪里来，优先级怎么排","基于最新官方 Environment Variables 与 Configuration 文档，解释 OpenClaw 会从哪些来源读取环境变量、为什么默认不覆盖已有值，以及 `.env`、config env 和 shell import 之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1686,1210,1389,2103,1988],"shell",{"title":2105,"description":2106,"path":2107,"category":1982,"updatedAt":1309,"sourceType":1193,"tags":2108},"如何结合官方文档、GitHub 和中文渠道跟踪 OpenClaw","把官方文档、GitHub Releases、Issues、中文教程站、媒体报道和中文社区解读放到同一套可信度框架里，减少信息滞后和误读。","/docs/reference/external-sources-and-trust-levels",[2109,1900,1433,2110,1902],"sources","trust",{"title":2112,"description":2113,"path":2114,"category":1982,"updatedAt":1266,"sourceType":1226,"tags":2115},"Gateway 命令与 RPC 该怎么用","基于最新官方 CLI Reference 与 Gateway protocol 文档，整理 openclaw gateway 子命令、RPC 调用边界、显式凭据要求，以及为什么它更适合被当成控制面入口而不是随手脚本助手。","/docs/reference/gateway-cli-and-rpc",[1196,2116,1645,1751,1354],"rpc",{"title":2118,"description":2119,"path":2120,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2121},"Gateway-owned pairing 和 device pairing 有什么区别","基于最新官方 Pairing 与 Gateway-owned pairing 文档，解释 node.pair.* 这套旧式网关配对和当前 WS device pairing 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[1513,1514,1196,1353,1988],{"title":2123,"description":2124,"path":2125,"category":1982,"updatedAt":1743,"sourceType":1226,"tags":2126},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[1381,1196,1324,1254,1988],{"title":2128,"description":2129,"path":2130,"category":1982,"updatedAt":1387,"sourceType":1226,"tags":2131},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 的 WebSocket 握手里 role、scopes、client mode 和协议版本各自在声明什么，以及为什么这条连接已经是统一控制面而不只是聊天通道。","/docs/reference/gateway-ws-roles-and-scopes",[1196,1751,2132,2133,1988],"protocol","scopes",{"title":2135,"description":2136,"path":2137,"category":1982,"updatedAt":1377,"sourceType":1226,"tags":2138},"groupPolicy、allowlist 和 mention gating 的顺序应该怎么理解","基于最新官方 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",[1380,2139,1362,1599,1532],"mention",{"title":2141,"description":2142,"path":2143,"category":1982,"updatedAt":1387,"sourceType":1226,"tags":2144},"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",[1798,2145,2146,2147,1988],"visibility","activeHours","alerts",{"title":2149,"description":2150,"path":2151,"category":1982,"updatedAt":1377,"sourceType":1226,"tags":2152},"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 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[1745,1751,2153,1196,1988],"sdk",{"title":2155,"description":2156,"path":2157,"category":1982,"updatedAt":1377,"sourceType":1226,"tags":2158},"include 合并时，数组和 sibling override 到底怎么生效","基于最新官方 Configuration 文档，解释 OpenClaw 在 $include 合并时数组、对象和 sibling keys 的真实处理顺序，帮助团队避免把 include 当成“总是深合并”的黑盒。","/docs/reference/include-merge-arrays-and-sibling-overrides",[1210,2159,1775,2160,1988],"include","arrays",{"title":2162,"description":2163,"path":2164,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2165},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 OpenClaw 里如何用 openclaw.invoke 触发确定性工作流、何时进入 needs_approval，以及 resume token 在恢复流程里扮演什么角色。","/docs/reference/lobster-invoke-and-resume",[1619,2166,1488,1246,1988],"invoke",{"title":2168,"description":2169,"path":2170,"category":1982,"updatedAt":1387,"sourceType":1226,"tags":2171},"记忆检索里的 hybrid search、重排和时间衰减到底在做什么","基于最新官方 Memory 文档，解释 OpenClaw 的 memory_search 为什么不只是向量检索，以及 hybrid 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",[1200,2172,2173,2174,2175,1988],"hybrid-search","ranking","mmr","retrieval",{"title":2177,"description":2178,"path":2179,"category":1982,"updatedAt":1309,"sourceType":1226,"tags":2180},"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",[1317,2181,1462,1473,1988],"probe",{"title":2183,"description":2184,"path":2185,"category":1982,"updatedAt":1681,"sourceType":1226,"tags":2186},"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",[1513,1514,2018,2187,1805],"credentials",{"title":2189,"description":2190,"path":2191,"category":1982,"updatedAt":1309,"sourceType":1226,"tags":2192},"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",[1301,1416,2193,2194,1902,1988],"npm","pin",{"title":2196,"description":2197,"path":2198,"category":2073,"updatedAt":1266,"sourceType":1226,"tags":2199},"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",[2075,2200,1582,1473,1545],"raw-stream",{"title":2202,"description":2203,"path":2204,"category":1982,"updatedAt":1387,"sourceType":1226,"tags":2205},"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",[1268,2206,1462,1196,1988],"tlsFingerprint",{"title":2208,"description":2209,"path":2210,"category":1982,"updatedAt":1387,"sourceType":1226,"tags":2211},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[1380,2212,2213,2214,1988],"mentions","pending-history","reply",{"title":2216,"description":2217,"path":2218,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2219},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[996,2220,2221,1473,1988],"secretrefs","runtime",{"title":2223,"description":2224,"path":2225,"category":1982,"updatedAt":1377,"sourceType":1226,"tags":2226},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 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",[1381,1219,2090,1513,1599],{"title":2228,"description":2229,"path":2230,"category":1982,"updatedAt":2231,"sourceType":1226,"tags":2232},"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",[1381,2233,2234,1700,1988],"transcript","jsonl",{"title":2236,"description":2237,"path":2238,"category":1982,"updatedAt":2231,"sourceType":1226,"tags":2239},"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",[1501,1645,2240,1926,1218],"store",{"title":2242,"description":2243,"path":2244,"category":1982,"updatedAt":1387,"sourceType":1226,"tags":2245},"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",[1219,1941,1926,2246,1988],"ingress",{"title":2248,"description":2249,"path":2250,"category":1982,"updatedAt":1266,"sourceType":1226,"tags":2251},"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",[1645,1833,2252,1582,2253],"health","troubleshooting",{"title":2255,"description":2256,"path":2257,"category":1982,"updatedAt":2231,"sourceType":1226,"tags":2258},"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",[2233,2259,1473,2260,1988],"hygiene","tool-calls",{"title":2262,"description":2263,"path":2264,"category":2073,"updatedAt":1179,"sourceType":1226,"tags":2265},"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",[2253,1824,1833,1582],{"title":2267,"description":2268,"path":2269,"category":1982,"updatedAt":1359,"sourceType":1226,"tags":2270},"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",[1324,2271,2272,2233,1988],"history","inject",{"title":2274,"description":2275,"path":2276,"category":2277,"updatedAt":1309,"sourceType":1226,"tags":2278},"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",[2279,2280,1176,2281,1852,1853],"china","cloud","feishu",{"title":2283,"description":2284,"path":2285,"category":2277,"updatedAt":1179,"sourceType":1226,"tags":2286},"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",[1176,1269,2287,2280,2288],"docker","wsl2",{"title":2290,"description":2291,"path":2292,"category":2277,"updatedAt":1691,"sourceType":1226,"tags":2293},"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",[1252,2193,2294,2288],"install-script",{"title":2296,"description":2297,"path":2298,"category":2277,"updatedAt":1266,"sourceType":1226,"tags":2299},"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 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与更明确的管理面边界。","/news/openclaw-control-surface-watch-2026-03-21","https://docs.openclaw.ai/web/control-ui",[1442,1254,1783,1513,1268],{"title":2630,"description":2631,"path":2632,"category":2551,"date":1743,"updatedAt":1743,"sourceType":1226,"source":2565,"tags":2633},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[1254,2634,2067,1462,1442],"bootstrap",{"title":2636,"description":2637,"path":2638,"category":2551,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2565,"tags":2639},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[1254,1324,1463,2067,1362,2640],"web",{"title":2642,"description":2643,"path":2644,"category":2343,"date":1192,"updatedAt":1192,"sourceType":1433,"source":2645,"tags":2646},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[1207,1211,1434,2279],{"title":2648,"description":2649,"path":2650,"category":2551,"date":1377,"updatedAt":1377,"sourceType":1226,"source":2651,"tags":2652},"OpenClaw 的 devices CLI 正在把设备授权写成一条完整生命周期","官方最近围绕 devices CLI 的补强，让 approve、revoke、rotate 和 fresh token 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在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[1217,1176,1246,2279],{"title":2683,"description":2684,"path":2685,"category":2343,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2686,"tags":2687},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1211,1416,1301,1303,1435],{"title":2689,"description":2690,"path":2691,"category":2551,"date":1377,"updatedAt":1377,"sourceType":1226,"source":2692,"tags":2693},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 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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",[1532,1324,1362,1536,1198],{"title":2778,"description":2779,"path":2780,"category":2551,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2608,"tags":2781},"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",[1317,2181,1473,1462,1862],{"title":2783,"description":2784,"path":2785,"category":2551,"date":1377,"updatedAt":1377,"sourceType":1226,"source":2786,"tags":2787},"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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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",[1473,1317,1353,1462,1625],{"title":2836,"description":2837,"path":2838,"category":2551,"date":1387,"updatedAt":1387,"sourceType":1226,"source":2839,"tags":2840},"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",[1473,1987,1317,1196,1218],{"title":2842,"description":2843,"path":2844,"category":2343,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2545,"tags":2845},"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",[1900,1901,1903,1902],{"title":2847,"description":2848,"path":2849,"category":2551,"date":1359,"updatedAt":1359,"sourceType":1226,"source":2565,"tags":2850},"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",[1254,1513,1353,1268,1805],{"title":2852,"description":2853,"path":2854,"category":2551,"date":1377,"updatedAt":1377,"sourceType":1226,"source":2855,"tags":2856},"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",[1362,1361,2857,1198,1363],"threads",{"title":2859,"description":2860,"path":2861,"category":2551,"date":1377,"updatedAt":1377,"sourceType":1226,"source":2862,"tags":2863},"OpenClaw Secret 观察：active 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三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[1219,1926,1928,1927,1218],{"title":2878,"description":2879,"path":2880,"category":2881,"date":1192,"updatedAt":1192,"sourceType":1433,"source":2882,"tags":2883},"OpenClaw 安全与合规话题升温：中文团队更在意可审计与本地数据边界","基于 2026 年 3 月 16 日安全方向临时稿，整理 OpenClaw 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",[1219,2884,1545,1217],"compliance",{"title":2886,"description":2887,"path":2888,"category":2551,"date":1359,"updatedAt":1359,"sourceType":1226,"source":2862,"tags":2889},"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",[1219,996,1488,2890,1218],"proxy",{"title":2892,"description":2893,"path":2894,"category":2551,"date":2231,"updatedAt":2231,"sourceType":1226,"source":2895,"tags":2896},"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 这几层边界写得更清楚了。","/news/openclaw-session-jsonl-deep-dive-watch-2026-04-01","https://docs.openclaw.ai/reference/session-management-compaction",[1381,2234,1700,2233,1196],{"title":2898,"description":2899,"path":2900,"category":2551,"date":2231,"updatedAt":2231,"sourceType":1226,"source":2901,"tags":2902},"OpenClaw 的 sessions CLI 正在从会话列表命令长成 store 巡检入口","官方最近把 sessions CLI 的 scope、all-agents、active 和显式 store 路径写得更完整了，也让它更适合作为长期运维里的 session store 巡检面。","/news/openclaw-sessions-cli-watch-2026-04-01","https://docs.openclaw.ai/cli/sessions",[1501,1645,2240,1926,1218],{"title":2904,"description":2905,"path":2906,"category":2551,"date":1377,"updatedAt":1377,"sourceType":1226,"source":2907,"tags":2908},"OpenClaw 正在把 shared inbox 明确限定为协作硬化，而不是多租户承诺","官方最新 security audit 文档正在更明确地区分协作型 shared inbox 与互不信任多租户环境，并把 secure DM、sandbox 和 workspace-scoped access 组合成更完整的加固建议。","/news/openclaw-shared-inbox-trust-model-watch-2026-03-25","https://docs.openclaw.ai/cli/security",[1219,1941,1942,2909,1196],"sandbox",{"title":2911,"description":2912,"path":2913,"category":2343,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2724,"tags":2914},"OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的三个社区案例，观察 OpenClaw 在评审、个人数据库和购物自动化上的真实落地方式。","/news/openclaw-showcase-watch-2026-03-21",[2726,1433,1408,1211,1178],{"title":2916,"description":2917,"path":2918,"category":2551,"date":1387,"updatedAt":1387,"sourceType":1226,"source":2907,"tags":2919},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1941,2091,1379,1362,1219],{"title":2921,"description":2922,"path":2923,"category":2551,"date":2231,"updatedAt":2231,"sourceType":1226,"source":2924,"tags":2925},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[2233,1473,2259,2260,2926],"compatibility",{"title":2928,"description":2929,"path":2930,"category":2551,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2584,"tags":2931},"OpenClaw 远程入口观察：trusted-proxy 正在被官方明确定义为高收益但高责任模式","基于 2026 年 3 月 24 日可见的官方 trusted-proxy auth 文档，最近最值得关注的不是怎么把页面转发出来，而是 OpenClaw 正在主动强调 trusted-proxy 的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1961,1219,1268,1196,1462],{"title":2933,"description":2934,"path":2935,"category":2551,"date":1743,"updatedAt":1743,"sourceType":1226,"source":2699,"tags":2936},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[1196,1324,1745,2075,1381],{"title":2938,"description":2939,"path":2940,"category":2551,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2941,"tags":2942},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[2307,1903,2006,1196,2701],{"title":2944,"description":2945,"path":2946,"category":2551,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2947,"tags":2948},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1973,1974,1975,1976,1977],{"title":2950,"description":2951,"path":2952,"category":2343,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2724,"tags":2953},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得中文站关注的语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[2726,1456,2954,2955,1471],"phone","tts",{"title":2957,"description":2958,"path":2959,"category":2551,"date":1377,"updatedAt":1377,"sourceType":1226,"source":2960,"tags":2961},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[1456,1731,1732,1353,1514],{"title":2963,"description":2964,"path":2965,"category":2343,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2565,"tags":2966},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[1254,1324,1751,1442,2640],{"title":2968,"description":2969,"path":2970,"category":2551,"date":1743,"updatedAt":1743,"sourceType":1226,"source":2971,"tags":2972},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[1324,1254,1745,1196,1494],{"title":2974,"description":2975,"path":2976,"category":2551,"date":1359,"updatedAt":1359,"sourceType":1226,"source":2827,"tags":2977},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[1246,1619,1416,1488,1625],{"title":2979,"description":2980,"path":2981,"category":2982,"date":2983,"updatedAt":2983,"sourceType":1193,"source":2984,"tags":2985},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[2986,2987,1199,2726,2988],"site-update","content","weekly",{"title":2990,"description":2991,"path":2992,"category":2993,"date":2344,"updatedAt":1179,"sourceType":1226,"source":2345,"tags":2994},"OpenClaw 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