[{"data":1,"prerenderedAt":2893},["ShallowReactive",2],{"docs:manual/tools-overview":3,"content-manifest":252},{"id":4,"title":5,"body":6,"category":235,"date":236,"description":237,"extension":238,"meta":239,"navigation":240,"path":241,"seo":242,"source":236,"sourceName":236,"sourceType":243,"stem":244,"tags":245,"updatedAt":250,"__hash__":251},"docs/docs/manual/tools-overview.md","OpenClaw 的 Tools 与扩展能力概览",{"type":7,"value":8,"toc":223},"minimark",[9,13,17,22,25,28,44,48,51,72,75,79,82,97,100,104,107,121,124,135,139,142,145,156,159,162,173,176,179,182,185],[10,11,5],"h1",{"id":12},"openclaw-的-tools-与扩展能力概览",[14,15,16],"p",{},"如果只把 OpenClaw 当成聊天入口，很容易低估它真正的价值。官方文档把 Tools、Hooks、Skills、Platforms 都拆成独立主题，背后的意思很明确：它不只是“回复消息”，而是能调用外部能力、组合工作流、接入多种运行环境。",[18,19,21],"h2",{"id":20},"tools-在-openclaw-里意味着什么","Tools 在 OpenClaw 里意味着什么",[14,23,24],{},"可以把 Tools 理解成“让助手不仅能说，还能做”的那一层。模型本身擅长理解和生成，但它不天然会去读文件、触发外部服务、处理浏览器操作或运行某些工作流。Tools 的意义，就是把这些动作能力接进来。",[14,26,27],{},"常见价值包括：",[29,30,31,35,38,41],"ul",{},[32,33,34],"li",{},"把聊天请求接到真实操作",[32,36,37],{},"让回复不只停留在文本层",[32,39,40],{},"把外部系统纳入同一条助手链路",[32,42,43],{},"让自动化更贴近具体工作场景",[18,45,47],{"id":46},"skillshooks-和-tools-有什么区别","Skills、Hooks 和 Tools 有什么区别",[14,49,50],{},"这几个概念容易混在一起，但职责并不相同：",[29,52,53,60,66],{},[32,54,55,59],{},[56,57,58],"strong",{},"Tools","：偏动作能力，解决“能执行什么”",[32,61,62,65],{},[56,63,64],{},"Hooks","：偏流程扩展点，解决“什么时候插入动作”",[32,67,68,71],{},[56,69,70],{},"Skills","：偏可复用能力包，解决“怎样把一组能力沉淀下来”",[14,73,74],{},"理解这三个层次后，你更容易判断自己该从哪一层下手，而不会把所有扩展都塞进同一种机制里。",[18,76,78],{"id":77},"第一次扩展时建议从哪开始","第一次扩展时，建议从哪开始",[14,80,81],{},"不建议一开始就写很复杂的自动化。更稳的路径通常是：",[83,84,85,88,91,94],"ol",{},[32,86,87],{},"先把基础安装、onboarding 和 dashboard 跑通",[32,89,90],{},"先确认一个入口能稳定收发消息",[32,92,93],{},"再增加一个很小的工具或 hook",[32,95,96],{},"最后再考虑长期维护的 skills",[14,98,99],{},"这样做的原因是：一旦系统还没稳定，你很难判断问题究竟在入口、模型、权限、工具还是扩展代码。",[18,101,103],{"id":102},"哪些场景值得优先引入-tools","哪些场景值得优先引入 Tools",[14,105,106],{},"更适合第一批尝试的场景包括：",[29,108,109,112,115,118],{},[32,110,111],{},"从已有工作平台读取信息",[32,113,114],{},"执行简单、可回滚的自动化动作",[32,116,117],{},"让某个渠道消息触发固定工作流",[32,119,120],{},"把常用查询或通知动作变成固定能力",[14,122,123],{},"不建议过早做的则包括：",[29,125,126,129,132],{},[32,127,128],{},"高风险写操作",[32,130,131],{},"会大范围影响外部系统的自动化",[32,133,134],{},"没有观察和日志能力的复杂多步骤流程",[18,136,138],{"id":137},"如何判断扩展已经值得长期保留","如何判断扩展已经“值得长期保留”",[14,140,141],{},"一条经验是：如果某个动作已经反复出现，并且你已经确认它的输入、输出和权限边界都比较稳定，那么它更适合进入长期可复用层。",[14,143,144],{},"这时你可以考虑把它沉淀成：",[29,146,147,150,153],{},[32,148,149],{},"更稳定的 Tool",[32,151,152],{},"更清晰的 Hook 流程",[32,154,155],{},"更可复用的 Skill",[18,157,158],{"id":158},"中文用户最容易忽略的点",[14,160,161],{},"很多人在第一次做扩展时，只关注“能不能跑起来”，但忽略了三个后续问题：",[29,163,164,167,170],{},[32,165,166],{},"失败后如何回退",[32,168,169],{},"日志和结果在哪里看",[32,171,172],{},"升级后是否容易失效",[14,174,175],{},"对于长期运行的 OpenClaw 实例，这三件事通常比“第一次成功执行”更重要。",[18,177,178],{"id":178},"一句话理解这一层",[14,180,181],{},"Tools、Hooks 和 Skills 的价值，不是让 OpenClaw 看起来功能更多，而是把“消息入口”变成“真正能落地做事的助手系统”。",[18,183,184],{"id":184},"下一步建议",[29,186,187,195,202,209,216],{},[32,188,189,190],{},"想理解插件这层：看 ",[191,192,194],"a",{"href":193},"/docs/manual/plugins-overview","OpenClaw 插件系统怎么用",[32,196,197,198],{},"想理解扩展触发点：看 ",[191,199,201],{"href":200},"/docs/manual/hooks-overview","Hooks 能做什么",[32,203,204,205],{},"想理解长期记忆召回：看 ",[191,206,208],{"href":207},"/docs/manual/memory-search-and-indexing","记忆搜索与索引机制",[32,210,211,212],{},"想理解长期运行边界：看 ",[191,213,215],{"href":214},"/docs/operations/safety-basics","OpenClaw 安全配置基础",[32,217,218,219],{},"想排查扩展问题：看 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WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[322,391,269,371,345],"webchat",{"title":393,"description":394,"path":395,"category":262,"updatedAt":376,"sourceType":264,"tags":396},"我应该先从哪个页面开始","面向第一次进入中文站的用户，按目标、角色和当前问题判断应该先看文档、学习路径、主题中心、视频还是案例。","/docs/getting-started/which-page-should-i-start-with",[345,371,354,397,398],"paths","topics",{"title":400,"description":401,"path":402,"category":359,"updatedAt":250,"sourceType":243,"tags":403},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[404,278,405,362],"users","scenarios",{"title":407,"description":408,"path":409,"category":410,"updatedAt":411,"sourceType":243,"tags":412},"Agent 运行时与工作区结构","理解 OpenClaw 的 Agent 运行时如何工作，工作区里每个文件是干什么的，以及如何正确配置。","/docs/manual/agent-runtime","manual","2026-06-10",[413,414,415,416],"runtime","workspace","bootstrap","sessions",{"title":418,"description":419,"path":420,"category":235,"updatedAt":250,"sourceType":421,"tags":422},"Agent 工作区结构说明","了解 OpenClaw 工作区里各类核心文件的作用，包括 AGENTS、SOUL、USER、MEMORY、日志、skills 和 sessions。","/docs/manual/agent-workspace","third-party",[414,423,270,247],"soul",{"title":425,"description":426,"path":427,"category":428,"updatedAt":250,"sourceType":243,"tags":429},"Gateway 架构概览","理解 OpenClaw 的 Gateway、Control-plane 客户端和 Nodes 如何协作，以及为什么它是一个单一长连接网关系统。","/docs/manual/architecture","架构",[267,430,279,431],"nodes","control-plane",{"title":433,"description":434,"path":435,"category":235,"updatedAt":436,"sourceType":243,"tags":437},"Background Tasks、/tasks 与 task flow 应该怎么用","基于最新官方 Background Tasks 与 openclaw tasks 文档，整理 OpenClaw 的后台任务记录、/tasks 面板、通知策略和长期维护方式。","/docs/manual/background-tasks-and-task-board","2026-04-30",[438,249,439,440,441,287],"tasks","cron","subagent","cli",{"title":443,"description":444,"path":445,"category":235,"updatedAt":436,"sourceType":243,"tags":446},"Amazon Bedrock 的 AWS 凭据链与 Guardrails 应该怎么配","基于最新官方 Amazon Bedrock 文档，整理 OpenClaw 接入 Bedrock 时的凭据链、区域设置、自动发现和 Guardrails 配置重点。","/docs/manual/bedrock-guardrails-and-auth",[447,448,449,450,451,384],"bedrock","aws","providers","guardrails","auth",{"title":453,"description":454,"path":455,"category":235,"updatedAt":456,"sourceType":243,"tags":457},"bindings 的优先级怎么影响 agent 选择","基于最新官方 Channel Routing 与 Configuration 文档，解释 peer、guild、team、account、channel 和 default agent 的命中顺序，以及为什么 binding 命中问题常常看起来像“模型选错了”。","/docs/manual/bindings-precedence-and-agent-selection","2026-03-22",[458,459,460,269,280],"bindings","routing","agents",{"title":462,"description":463,"path":464,"category":235,"updatedAt":376,"sourceType":243,"tags":465},"BlueBubbles 与 iMessage 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完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[280,1124,1189,1190],"settings","options",{"title":1192,"description":1193,"path":1194,"category":1118,"updatedAt":334,"sourceType":243,"tags":1195},"Control UI 设备配对与浏览器授权","基于最新官方 Control UI 与 Pairing 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",[538,617,618,559,944],{"title":1197,"description":1198,"path":1199,"category":1118,"updatedAt":484,"sourceType":243,"tags":1200},"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",[439,693,1201,777,1124],"scheduler",{"title":1203,"description":1204,"path":1205,"category":1118,"updatedAt":883,"sourceType":243,"tags":1206},"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",[322,558,1207,1208,451],"secretref","sessionStorage",{"title":1210,"description":1211,"path":1212,"category":1213,"updatedAt":579,"sourceType":243,"tags":1214},"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",[1215,1216,1217,963,682],"debugging","debug","runtime-overrides",{"title":1219,"description":1220,"path":1221,"category":1118,"updatedAt":456,"sourceType":243,"tags":1222},"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",[1130,1223,1224,1216,1124],"logging","flags",{"title":1226,"description":1227,"path":1228,"category":1118,"updatedAt":456,"sourceType":243,"tags":1229},"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",[478,1230,1231,459,1124],"dmScope","identityLinks",{"title":1233,"description":1234,"path":1235,"category":1118,"updatedAt":456,"sourceType":243,"tags":1236},"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",[963,964,1130,1237,1124],"migrations",{"title":1239,"description":1240,"path":1241,"category":1118,"updatedAt":456,"sourceType":243,"tags":1242},"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",[820,280,486,1243,1124],"shell",{"title":1245,"description":1246,"path":1247,"category":1118,"updatedAt":376,"sourceType":264,"tags":1248},"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",[1249,1038,529,1250,1040],"sources","trust",{"title":1252,"description":1253,"path":1254,"category":1118,"updatedAt":334,"sourceType":243,"tags":1255},"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",[267,1256,441,891,431],"rpc",{"title":1258,"description":1259,"path":1260,"category":1118,"updatedAt":456,"sourceType":243,"tags":1261},"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",[617,618,267,430,1124],{"title":1263,"description":1264,"path":1265,"category":1118,"updatedAt":883,"sourceType":243,"tags":1266},"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",[478,267,391,322,1124],{"title":1268,"description":1269,"path":1270,"category":1118,"updatedAt":484,"sourceType":243,"tags":1271},"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",[267,891,1272,1273,1124],"protocol","scopes",{"title":1275,"description":1276,"path":1277,"category":1118,"updatedAt":474,"sourceType":243,"tags":1278},"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",[477,1279,459,699,634],"mention",{"title":1281,"description":1282,"path":1283,"category":1118,"updatedAt":484,"sourceType":243,"tags":1284},"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",[937,1285,1286,1287,1124],"visibility","activeHours","alerts",{"title":1289,"description":1290,"path":1291,"category":1118,"updatedAt":474,"sourceType":243,"tags":1292},"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",[885,891,1293,267,1124],"sdk",{"title":1295,"description":1296,"path":1297,"category":1118,"updatedAt":474,"sourceType":243,"tags":1298},"include 合并时，数组和 sibling 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各自在修正什么问题。","/docs/reference/memory-hybrid-search-and-ranking-pipeline",[270,1312,1313,1314,1315,1124],"hybrid-search","ranking","mmr","retrieval",{"title":1317,"description":1318,"path":1319,"category":1118,"updatedAt":376,"sourceType":243,"tags":1320},"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",[384,1321,451,449,1124],"probe",{"title":1323,"description":1324,"path":1325,"category":1118,"updatedAt":815,"sourceType":243,"tags":1326},"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",[617,618,1159,1327,944],"credentials",{"title":1329,"description":1330,"path":1331,"category":1118,"updatedAt":376,"sourceType":243,"tags":1332},"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",[369,512,1333,1334,1040,1124],"npm","pin",{"title":1336,"description":1337,"path":1338,"category":1213,"updatedAt":334,"sourceType":243,"tags":1339},"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",[1215,1340,682,449,647],"raw-stream",{"title":1342,"description":1343,"path":1344,"category":1118,"updatedAt":484,"sourceType":243,"tags":1345},"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",[336,1346,451,267,1124],"tlsFingerprint",{"title":1348,"description":1349,"path":1350,"category":1118,"updatedAt":484,"sourceType":243,"tags":1351},"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 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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",[478,288,1230,617,699],{"title":1368,"description":1369,"path":1370,"category":1118,"updatedAt":1371,"sourceType":243,"tags":1372},"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",[478,1373,1374,843,1124],"transcript","jsonl",{"title":1376,"description":1377,"path":1378,"category":1118,"updatedAt":1371,"sourceType":243,"tags":1379},"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 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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",[1373,1399,449,1400,1124],"hygiene","tool-calls",{"title":222,"description":1402,"path":221,"category":1213,"updatedAt":250,"sourceType":243,"tags":1403},"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。",[1393,963,972,682],{"title":1405,"description":1406,"path":1407,"category":1118,"updatedAt":456,"sourceType":243,"tags":1408},"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",[391,1409,1410,1373,1124],"history","inject",{"title":1412,"description":1413,"path":1414,"category":1415,"updatedAt":376,"sourceType":243,"tags":1416},"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",[1417,1418,1419,595,991,992],"china","cloud","deployment",{"title":1421,"description":1422,"path":1423,"category":1415,"updatedAt":250,"sourceType":243,"tags":1424},"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",[1419,337,1425,1418,1426],"docker","wsl2",{"title":1428,"description":1429,"path":1430,"category":1415,"updatedAt":825,"sourceType":243,"tags":1431},"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",[320,1333,1432,1426],"install-script",{"title":1434,"description":1435,"path":1436,"category":1415,"updatedAt":334,"sourceType":243,"tags":1437},"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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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[441,267,1256,431,287],{"title":1758,"description":1759,"path":1760,"category":1686,"date":456,"updatedAt":456,"sourceType":243,"source":1761,"tags":1762},"OpenClaw 的配置分层边界越来越清楚","官方最近围绕 Environment Variables、Configuration、Logging 和 Debugging 的文档更新，正在把正式配置、env 注入和一次性 override 拆成更清楚的层。","/news/openclaw-configuration-layering-watch-2026-03-22","https://docs.openclaw.ai/help/environment",[280,820,458,1763,287],"overrides",{"title":1765,"description":1766,"path":1767,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1674,"tags":1768},"OpenClaw 上下文观察：Compaction、Session 连续性与 persona 保真正在成为官方显式关注点","基于 2026 年 3 月 21 日可见的官方 Context 文档与 GitHub Releases 页面，整理最近最值得中文站关注的上下文变化：compaction 后 token 检查、session continuity、persona/language 保真，以及它们对长期使用的意义。","/news/openclaw-context-compaction-watch-2026-03-21",[842,843,416,270,1769],"continuity",{"title":1771,"description":1772,"path":1773,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1774,"tags":1775},"OpenClaw 控制面观察：Control UI、设备配对与 Tailscale Serve 正在把浏览器管理做成正式能力","基于 2026 年 3 月 21 日可见的官方 Control UI、Dashboard、Pairing 与 Tailscale 文档，整理最近最值得关注的控制面变化：浏览器设备配对、语言支持、远程 Serve 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",[538,322,923,617,336],{"title":1777,"description":1778,"path":1779,"category":1686,"date":883,"updatedAt":883,"sourceType":243,"source":1700,"tags":1780},"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",[322,415,1207,451,538],{"title":1782,"description":1783,"path":1784,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":1700,"tags":1785},"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",[322,391,558,1207,459,1786],"web",{"title":1788,"description":1789,"path":1790,"category":1479,"date":263,"updatedAt":263,"sourceType":529,"source":1791,"tags":1792},"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",[277,247,530,1417],{"title":1794,"description":1795,"path":1796,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1797,"tags":1798},"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 不再像零散命令，而更像完整的设备授权生命周期。","/news/openclaw-device-token-lifecycle-watch-2026-03-25","https://docs.openclaw.ai/channels/pairing",[618,617,558,957,1799],"rotate",{"title":1801,"description":1802,"path":1803,"category":1686,"date":456,"updatedAt":456,"sourceType":243,"source":1804,"tags":1805},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[963,1130,964,1215,287],{"title":1807,"description":1808,"path":1809,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1804,"tags":1810},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[963,964,817,1041,1130],{"title":1812,"description":1813,"path":1814,"category":1815,"date":263,"updatedAt":263,"sourceType":529,"source":1816,"tags":1817},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[1818,1819,1820,1821],"education","adoption","ai-tutor","higher-education",{"title":1823,"description":1824,"path":1825,"category":1815,"date":263,"updatedAt":263,"sourceType":529,"source":1826,"tags":1827},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 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",[286,1419,314,1417],{"title":1829,"description":1830,"path":1831,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1832,"tags":1833},"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",[247,512,369,248,531],{"title":1835,"description":1836,"path":1837,"category":1686,"date":436,"updatedAt":436,"sourceType":243,"source":1838,"tags":1839},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[595,596,597,598,269,599],{"title":1841,"description":1842,"path":1843,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1844,"tags":1845},"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 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",[267,617,1846,558,430],"pending",{"title":1848,"description":1849,"path":1850,"category":1686,"date":883,"updatedAt":883,"sourceType":243,"source":1851,"tags":1852},"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",[267,478,391,322,1853],"state",{"title":1855,"description":1856,"path":1857,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1858,"tags":1859},"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",[477,1279,699,634,459],{"title":1861,"description":1862,"path":1863,"category":1686,"date":484,"updatedAt":484,"sourceType":243,"source":1858,"tags":1864},"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",[477,1352,1865,476,746],"activation",{"title":1867,"description":1868,"path":1869,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1870,"tags":1871},"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",[280,1299,915,1300,287],{"title":1873,"description":1874,"path":1875,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1876,"tags":1877},"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",[1878,1419,1879,1880,1881],"showcase","home-assistant","nix","infrastructure",{"title":1883,"description":1884,"path":1885,"category":1686,"date":456,"updatedAt":456,"sourceType":243,"source":1886,"tags":1887},"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 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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",[1878,270,566,1915,1916],"vector-search","knowledge",{"title":1918,"description":1919,"path":1920,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1921,"tags":1922},"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",[1279,477,504,506,573],{"title":1924,"description":1925,"path":1926,"category":1686,"date":456,"updatedAt":456,"sourceType":243,"source":1927,"tags":1928},"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",[634,391,459,638,269],{"title":1930,"description":1931,"path":1932,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":1755,"tags":1933},"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",[384,1321,449,451,1000],{"title":1935,"description":1936,"path":1937,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1938,"tags":1939},"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 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[430,616,267,617,618],{"title":1941,"description":1942,"path":1943,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1944,"tags":1945},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[321,1464,740,1465,1041],{"title":1947,"description":1948,"path":1949,"category":1686,"date":883,"updatedAt":883,"sourceType":243,"source":1774,"tags":1950},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1053,559,538,617,336],{"title":1952,"description":1953,"path":1954,"category":1686,"date":484,"updatedAt":484,"sourceType":243,"source":1955,"tags":1956},"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",[322,391,891,1053,431],{"title":1958,"description":1959,"path":1960,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1797,"tags":1961},"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",[617,1159,269,1160,287],{"title":1963,"description":1964,"path":1965,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1966,"tags":1967},"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",[369,530,248,529,531],{"title":1969,"description":1970,"path":1971,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":1972,"tags":1973},"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",[369,512,1333,1334,1040],{"title":1975,"description":1976,"path":1977,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":1978,"tags":1979},"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",[727,728,314,583,370],{"title":1981,"description":1982,"path":1983,"category":1686,"date":484,"updatedAt":484,"sourceType":243,"source":1984,"tags":1985},"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",[449,384,430,451,746],{"title":1987,"description":1988,"path":1989,"category":1686,"date":484,"updatedAt":484,"sourceType":243,"source":1990,"tags":1991},"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",[449,1123,384,267,287],{"title":1993,"description":1994,"path":1995,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1674,"tags":1996},"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",[1038,1039,1041,1040],{"title":1998,"description":1999,"path":2000,"category":1686,"date":456,"updatedAt":456,"sourceType":243,"source":1700,"tags":2001},"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",[322,617,430,336,944],{"title":2003,"description":2004,"path":2005,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":2006,"tags":2007},"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",[459,458,2008,269,460],"threads",{"title":2010,"description":2011,"path":2012,"category":1686,"date":436,"updatedAt":436,"sourceType":243,"source":2013,"tags":2014},"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",[785,674,786,362,246],{"title":2016,"description":2017,"path":2018,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":2019,"tags":2020},"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",[1361,2021,2022,1360,287],"snapshot","rotation",{"title":2024,"description":2025,"path":2026,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":1886,"tags":2027},"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 入口的基础隔离建议。","/news/openclaw-secure-dm-mode-watch-2026-03-25",[478,288,1230,617,1077],{"title":2029,"description":2030,"path":2031,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":2032,"tags":2033},"OpenClaw 安全观察：security audit 已经从提醒工具继续长成加固入口","基于 2026 年 3 月 24 日可见的官方安全文档，最近最值得关注的信号是 openclaw security audit 不再只是列问题，而是在形成 audit、deep、fix 三段式加固路径。","/news/openclaw-security-audit-fix-watch-2026-03-24","https://docs.openclaw.ai/gateway/security",[288,1062,1064,1063,287],{"title":2035,"description":2036,"path":2037,"category":2038,"date":263,"updatedAt":263,"sourceType":529,"source":2039,"tags":2040},"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",[288,2041,647,286],"compliance",{"title":2043,"description":2044,"path":2045,"category":1686,"date":456,"updatedAt":456,"sourceType":243,"source":2019,"tags":2046},"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",[288,1360,583,2047,287],"proxy",{"title":2049,"description":2050,"path":2051,"category":1686,"date":1371,"updatedAt":1371,"sourceType":243,"source":2052,"tags":2053},"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",[478,1374,843,1373,267],{"title":2055,"description":2056,"path":2057,"category":1686,"date":1371,"updatedAt":1371,"sourceType":243,"source":2058,"tags":2059},"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",[416,441,1380,1062,287],{"title":2061,"description":2062,"path":2063,"category":1686,"date":474,"updatedAt":474,"sourceType":243,"source":2064,"tags":2065},"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",[288,1077,1078,2066,267],"sandbox",{"title":2068,"description":2069,"path":2070,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1876,"tags":2071},"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",[1878,529,504,247,249],{"title":2073,"description":2074,"path":2075,"category":1686,"date":484,"updatedAt":484,"sourceType":243,"source":2064,"tags":2076},"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",[1077,1231,476,459,288],{"title":2078,"description":2079,"path":2080,"category":1686,"date":1371,"updatedAt":1371,"sourceType":243,"source":2081,"tags":2082},"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",[1373,449,1399,1400,2083],"compatibility",{"title":2085,"description":2086,"path":2087,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":1731,"tags":2088},"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",[1097,288,336,267,451],{"title":2090,"description":2091,"path":2092,"category":1686,"date":883,"updatedAt":883,"sourceType":243,"source":1851,"tags":2093},"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",[267,391,885,1215,478],{"title":2095,"description":2096,"path":2097,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":2098,"tags":2099},"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",[1445,1041,721,267,1853],{"title":2101,"description":2102,"path":2103,"category":1686,"date":376,"updatedAt":376,"sourceType":243,"source":2104,"tags":2105},"OpenClaw 更新观察：stable、beta、dev 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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",[552,871,872,430,618],{"title":2120,"description":2121,"path":2122,"category":1479,"date":334,"updatedAt":334,"sourceType":243,"source":1700,"tags":2123},"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",[322,391,891,538,1786],{"title":2125,"description":2126,"path":2127,"category":1686,"date":883,"updatedAt":883,"sourceType":243,"source":2128,"tags":2129},"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 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