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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",[163,720,1094,1095,950],"protocol","scopes",{"title":1097,"description":1098,"path":1099,"category":944,"updatedAt":345,"sourceType":142,"tags":1100},"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",[348,1101,330,567,500],"mention",{"title":1103,"description":1104,"path":1105,"category":944,"updatedAt":355,"sourceType":142,"tags":1106},"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",[767,1107,1108,1109,950],"visibility","activeHours","alerts",{"title":1111,"description":1112,"path":1113,"category":944,"updatedAt":345,"sourceType":142,"tags":1114},"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",[714,720,1115,163,950],"sdk",{"title":1117,"description":1118,"path":1119,"category":944,"updatedAt":345,"sourceType":142,"tags":1120},"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",[177,1121,744,1122,950],"include","arrays",{"title":1124,"description":1125,"path":1126,"category":944,"updatedAt":327,"sourceType":142,"tags":1127},"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",[587,1128,456,212,950],"invoke",{"title":1130,"description":1131,"path":1132,"category":944,"updatedAt":355,"sourceType":142,"tags":1133},"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",[167,1134,1135,1136,1137,950],"hybrid-search","ranking","mmr","retrieval",{"title":1139,"description":1140,"path":1141,"category":944,"updatedAt":133,"sourceType":142,"tags":1142},"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",[284,1143,430,441,950],"probe",{"title":1145,"description":1146,"path":1147,"category":944,"updatedAt":650,"sourceType":142,"tags":1148},"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",[481,482,980,1149,774],"credentials",{"title":1151,"description":1152,"path":1153,"category":944,"updatedAt":133,"sourceType":142,"tags":1154},"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",[269,384,1155,1156,871,950],"npm","pin",{"title":1158,"description":1159,"path":1160,"category":1035,"updatedAt":234,"sourceType":142,"tags":1161},"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",[1037,1162,550,441,513],"raw-stream",{"title":1164,"description":1165,"path":1166,"category":944,"updatedAt":355,"sourceType":142,"tags":1167},"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",[236,1168,430,163,950],"tlsFingerprint",{"title":1170,"description":1171,"path":1172,"category":944,"updatedAt":355,"sourceType":142,"tags":1173},"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",[348,1174,1175,1176,950],"mentions","pending-history","reply",{"title":1178,"description":1179,"path":1180,"category":944,"updatedAt":327,"sourceType":142,"tags":1181},"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",[1182,1183,1184,441,950],"secrets","secretrefs","runtime",{"title":1186,"description":1187,"path":1188,"category":944,"updatedAt":345,"sourceType":142,"tags":1189},"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",[349,186,1052,481,567],{"title":1191,"description":1192,"path":1193,"category":944,"updatedAt":1194,"sourceType":142,"tags":1195},"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",[349,1196,1197,669,950],"transcript","jsonl",{"title":1199,"description":1200,"path":1201,"category":944,"updatedAt":1194,"sourceType":142,"tags":1202},"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",[469,614,1203,895,185],"store",{"title":1205,"description":1206,"path":1207,"category":944,"updatedAt":355,"sourceType":142,"tags":1208},"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",[186,910,895,1209,950],"ingress",{"title":1211,"description":1212,"path":1213,"category":944,"updatedAt":234,"sourceType":142,"tags":1214},"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",[614,802,1215,550,1216],"health","troubleshooting",{"title":1218,"description":1219,"path":1220,"category":944,"updatedAt":1194,"sourceType":142,"tags":1221},"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",[1196,1222,441,1223,950],"hygiene","tool-calls",{"title":1225,"description":1226,"path":1227,"category":1035,"updatedAt":218,"sourceType":142,"tags":1228},"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",[1216,793,802,550],{"title":1230,"description":1231,"path":1232,"category":944,"updatedAt":327,"sourceType":142,"tags":1233},"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",[291,1234,1235,1196,950],"history","inject",{"title":1237,"description":1238,"path":1239,"category":1240,"updatedAt":133,"sourceType":142,"tags":1241},"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",[1242,1243,1244,1245,821,822],"china","cloud","deployment","feishu",{"title":1247,"description":1248,"path":1249,"category":1240,"updatedAt":218,"sourceType":142,"tags":1250},"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",[1244,237,1251,1243,1252],"docker","wsl2",{"title":1254,"description":1255,"path":1256,"category":1240,"updatedAt":660,"sourceType":142,"tags":1257},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 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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",[184,1244,212,1242],{"title":1644,"description":1645,"path":1646,"category":1305,"date":234,"updatedAt":234,"sourceType":142,"source":1647,"tags":1648},"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",[178,384,269,271,403],{"title":1650,"description":1651,"path":1652,"category":132,"date":345,"updatedAt":345,"sourceType":142,"source":1653,"tags":1654},"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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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",[441,284,321,430,593],{"title":1797,"description":1798,"path":1799,"category":132,"date":355,"updatedAt":355,"sourceType":142,"source":1800,"tags":1801},"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",[441,949,284,163,185],{"title":1803,"description":1804,"path":1805,"category":1305,"date":234,"updatedAt":234,"sourceType":142,"source":1507,"tags":1806},"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 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