[{"data":1,"prerenderedAt":2894},["ShallowReactive",2],{"news:openclaw-web-surfaces-watch-2026-03-21":3,"content-manifest":251},{"id":4,"title":5,"author":6,"body":7,"category":234,"date":235,"description":236,"extension":237,"meta":238,"navigation":239,"path":240,"seo":241,"source":242,"sourceName":243,"sourceType":244,"stem":245,"tags":246,"updatedAt":235,"__hash__":250},"news/news/openclaw-web-surfaces-watch-2026-03-21.md","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","OpenClawCN",{"type":8,"value":9,"toc":224},"minimark",[10,14,23,26,39,44,47,65,68,72,75,86,89,97,101,104,107,118,121,124,135,138,142,145,156,159,162,165,168,176,179,190,193,196,221],[11,12,5],"h1",{"id":13},"openclaw-web-入口观察dashboardwebchat-与-gateway-websocket-正在收敛成一套更清晰的使用分工",[15,16,17,18,22],"p",{},"截至 ",[19,20,21],"strong",{},"2026 年 3 月 21 日","，官方在 Web 入口这条线上最值得注意的，不是又多了一个页面，而是职责边界已经越来越清晰了。",[15,24,25],{},"把最近的 Dashboard、WebChat 和架构文档放在一起看，会发现官方正在把 Web 入口收敛成一套更明确的分工：",[27,28,29,33,36],"ul",{},[30,31,32],"li",{},"Dashboard 是管理面",[30,34,35],{},"WebChat 是聊天面",[30,37,38],{},"两者都围绕同一个 Gateway WebSocket 工作",[40,41,43],"h2",{"id":42},"_1-dashboard-现在更像正式管理入口","1. Dashboard 现在更像正式管理入口",[15,45,46],{},"从官方最近的 Dashboard 文档能看出几个很明确的方向：",[27,48,49,56,62],{},[30,50,51,52],{},"默认挂在 ",[53,54,55],"code",{},"/",[30,57,58,61],{},[53,59,60],{},"openclaw dashboard"," 成为推荐快速入口",[30,63,64],{},"token 打开链路和浏览器保存行为被写得更清楚",[15,66,67],{},"这说明 Dashboard 已经不再只是“顺手有个网页”，而是在被官方认真当作管理面建设。",[40,69,71],{"id":70},"_2-webchat-的定位也明显收紧了","2. WebChat 的定位也明显收紧了",[15,73,74],{},"官方当前 WebChat 文档不再把它描述成某种“额外前端服务”，而是强调：",[27,76,77,80,83],{},[30,78,79],{},"它是 Gateway WebSocket UI",[30,81,82],{},"历史和状态都来自 Gateway",[30,84,85],{},"远程使用也不需要单独跑 WebChat server",[15,87,88],{},"这意味着 WebChat 的产品定位正在被越讲越清楚：",[27,90,91,94],{},[30,92,93],{},"它是聊天入口",[30,95,96],{},"不是独立部署系统",[40,98,100],{"id":99},"_3-官方正在把控制面和聊天面刻意拆开","3. 官方正在把“控制面”和“聊天面”刻意拆开",[15,102,103],{},"这可能是这一轮文档里最值得中文站跟进的变化。",[15,105,106],{},"以前很多人会把：",[27,108,109,112,115],{},[30,110,111],{},"dashboard",[30,113,114],{},"webchat",[30,116,117],{},"browser ui",[15,119,120],{},"都混成“一堆网页入口”。",[15,122,123],{},"但现在官方实际上已经在做更明确的职责拆分：",[27,125,126,129,132],{},[30,127,128],{},"Control UI / Dashboard 负责管理",[30,130,131],{},"WebChat 负责聊天",[30,133,134],{},"更底层共同依赖 Gateway WS",[15,136,137],{},"从产品成熟度看，这是一个非常好的信号。",[40,139,141],{"id":140},"_4-架构文档也在帮这条线定性","4. 架构文档也在帮这条线定性",[15,143,144],{},"官方 Gateway 架构文档当前明确指出：",[27,146,147,150,153],{},[30,148,149],{},"控制平面客户端通过 Gateway WS 工作",[30,151,152],{},"节点也通过 WS 工作",[30,154,155],{},"单个 Gateway 统一持有所有消息面",[15,157,158],{},"这说明 Web 入口的清晰化，不是 UI 文案变化，而是和整体架构是一致的。",[40,160,161],{"id":161},"这批变化对中文站最有价值的地方",[15,163,164],{},"这对中文站很重要，因为很多中文用户第一次会天然把“网页”理解成一套独立服务。",[15,166,167],{},"而官方最近这批文档已经在告诉我们：",[27,169,170,173],{},[30,171,172],{},"不是又多了一套网页系统",[30,174,175],{},"而是同一个 Gateway 上的不同使用面",[15,177,178],{},"这会显著帮助用户理解：",[27,180,181,184,187],{},[30,182,183],{},"为什么 WebChat 会话在 Gateway",[30,185,186],{},"为什么 Dashboard 是高权限入口",[30,188,189],{},"为什么远程使用时应该优先先把 Gateway WS 和 auth 搞对",[40,191,192],{"id":192},"中文站建议怎么跟进",[15,194,195],{},"如果你想顺着这条线继续理解，建议这样看：",[197,198,199,207,214],"ol",{},[30,200,201,202],{},"想先搞清管理入口：看 ",[203,204,206],"a",{"href":205},"/docs/manual/dashboard-fast-path-and-auth","Dashboard 快速打开与认证行为",[30,208,209,210],{},"想先搞清聊天入口：看 ",[203,211,213],{"href":212},"/docs/manual/webchat-session-and-readonly-mode","WebChat 的会话与只读边界",[30,215,216,217],{},"想在真实使用里做选择：再看 ",[203,218,220],{"href":219},"/best-practices/web-entry-selection","Web 入口怎么选：Dashboard、WebChat、message CLI",[15,222,223],{},"这批官方变化最值得注意的，不是“页面更多了”，而是 Web 入口终于越来越像一套清晰的产品分工，而不是松散拼起来的几个界面。",{"title":225,"searchDepth":226,"depth":226,"links":227},"",2,[228,229,230,231,232,233],{"id":42,"depth":226,"text":43},{"id":70,"depth":226,"text":71},{"id":99,"depth":226,"text":100},{"id":140,"depth":226,"text":141},{"id":161,"depth":226,"text":161},{"id":192,"depth":226,"text":192},"生态动态","2026-03-21","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。","md",{},true,"/news/openclaw-web-surfaces-watch-2026-03-21",{"title":5,"description":236},"https://docs.openclaw.ai/web/dashboard","OpenClaw 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扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[281,370,371,372,373],"plugins","multi-agent","hooks","decision",{"title":375,"description":376,"path":377,"category":261,"updatedAt":378,"sourceType":263,"tags":379},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels","2026-03-24",[268,323,373,266,380],"safety",{"title":382,"description":383,"path":384,"category":261,"updatedAt":378,"sourceType":263,"tags":385},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[386,387,289,373,346],"models","configurations",{"title":389,"description":390,"path":391,"category":261,"updatedAt":378,"sourceType":263,"tags":392},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[111,114,268,373,346],{"title":394,"description":395,"path":396,"category":261,"updatedAt":378,"sourceType":263,"tags":397},"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",[346,373,355,398,399],"paths","topics",{"title":401,"description":402,"path":403,"category":360,"updatedAt":328,"sourceType":244,"tags":404},"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",[405,278,406,363],"users","scenarios",{"title":408,"description":409,"path":410,"category":411,"updatedAt":412,"sourceType":244,"tags":413},"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",[414,415,416,417],"runtime","workspace","bootstrap","sessions",{"title":419,"description":420,"path":421,"category":422,"updatedAt":328,"sourceType":423,"tags":424},"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","功能","third-party",[415,425,270,281],"soul",{"title":427,"description":428,"path":429,"category":430,"updatedAt":328,"sourceType":244,"tags":431},"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",[266,432,279,433],"nodes","control-plane",{"title":435,"description":436,"path":437,"category":422,"updatedAt":438,"sourceType":244,"tags":439},"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",[440,316,441,442,443,288],"tasks","cron","subagent","cli",{"title":445,"description":446,"path":447,"category":422,"updatedAt":438,"sourceType":244,"tags":448},"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",[449,450,451,452,453,386],"bedrock","aws","providers","guardrails","auth",{"title":455,"description":456,"path":457,"category":422,"updatedAt":458,"sourceType":244,"tags":459},"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",[460,461,462,268,280],"bindings","routing","agents",{"title":464,"description":465,"path":466,"category":422,"updatedAt":378,"sourceType":244,"tags":467},"BlueBubbles 与 iMessage 接入","为什么官方更推荐 BlueBubbles，而不是 legacy imsg，以及远程 Mac 和 webhook 模式下该注意什么。","/docs/manual/bluebubbles-imessage",[268,468,469,470,471],"bluebubbles","imessage","macos","webhook",{"title":473,"description":474,"path":475,"category":422,"updatedAt":476,"sourceType":244,"tags":477},"Broadcast Groups 和普通 routing 的边界怎么区分","基于最新官方 Broadcast Groups 与 Channel Routing 文档，解释 Broadcast Groups 何时会生效、为什么它不是 bindings 的替代品，以及多代理同群运行时的 session、工具和响应顺序边界。","/docs/manual/broadcast-groups-and-routing-boundaries","2026-03-25",[478,461,479,462,480],"broadcast","groups","session",{"title":482,"description":483,"path":484,"category":485,"updatedAt":486,"sourceType":244,"tags":487},"Broadcast 和普通 bindings 谁先生效，什么时候该用哪一个","基于最新官方 Broadcast Groups、Channel Routing 与 Groups 文档，整理 broadcast、bindings、group policy 和 mention gating 的生效顺序，帮助团队区分“多 agent 协作”和“单 agent 路由”到底该落在哪层。","/docs/manual/broadcast-vs-binding-precedence","使用说明","2026-03-29",[478,460,461,479,488,411],"precedence",{"title":490,"description":491,"path":492,"category":422,"updatedAt":328,"sourceType":244,"tags":493},"Camera Capture 与拍照/短视频能力","理解 OpenClaw 的 camera capture 如何通过 nodes 暴露给 agent，以及设备权限和用户设置为什么比命令本身更重要。","/docs/manual/camera-capture",[494,432,495,470,267],"camera","mobile",{"title":497,"description":498,"path":499,"category":422,"updatedAt":235,"sourceType":244,"tags":500},"频道与 Session 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的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[531,1188,1189,1190],"github","issues","feedback",{"title":1192,"description":1193,"path":1194,"category":1125,"updatedAt":578,"sourceType":244,"tags":1195},"配置参考","OpenClaw 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",[280,1131,1196,1197],"settings","options",{"title":1199,"description":1200,"path":1201,"category":1125,"updatedAt":235,"sourceType":244,"tags":1202},"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",[248,616,617,558,949],{"title":1204,"description":1205,"path":1206,"category":1125,"updatedAt":486,"sourceType":244,"tags":1207},"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",[441,696,1208,782,1131],"scheduler",{"title":1210,"description":1211,"path":1212,"category":1125,"updatedAt":891,"sourceType":244,"tags":1213},"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",[111,557,1214,1215,453],"secretref","sessionStorage",{"title":1217,"description":1218,"path":1219,"category":1220,"updatedAt":578,"sourceType":244,"tags":1221},"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",[1222,1223,1224,968,685],"debugging","debug","runtime-overrides",{"title":1226,"description":1227,"path":1228,"category":1125,"updatedAt":458,"sourceType":244,"tags":1229},"Diagnostics flags 和定向日志应该怎么用","基于最新官方 Diagnostics Flags 与 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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",[731,1313,582,315,1131],"invoke",{"title":1315,"description":1316,"path":1317,"category":1125,"updatedAt":486,"sourceType":244,"tags":1318},"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",[270,1319,1320,1321,1322,1131],"hybrid-search","ranking","mmr","retrieval",{"title":1324,"description":1325,"path":1326,"category":1125,"updatedAt":378,"sourceType":244,"tags":1327},"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 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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",[443,266,1263,433,288],{"title":1765,"description":1766,"path":1767,"category":1694,"date":458,"updatedAt":458,"sourceType":244,"source":1768,"tags":1769},"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",[280,825,460,1770,288],"overrides",{"title":1772,"description":1773,"path":1774,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1682,"tags":1775},"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",[847,848,417,270,1776],"continuity",{"title":1778,"description":1779,"path":1780,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1781,"tags":1782},"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",[248,111,928,616,337],{"title":1784,"description":1785,"path":1786,"category":1694,"date":891,"updatedAt":891,"sourceType":244,"source":242,"tags":1787},"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",[111,416,1214,453,248],{"title":1789,"description":1790,"path":1791,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":242,"tags":1792},"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",[111,114,557,1214,461,249],{"title":1794,"description":1795,"path":1796,"category":234,"date":262,"updatedAt":262,"sourceType":531,"source":1797,"tags":1798},"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",[277,281,532,1426],{"title":1800,"description":1801,"path":1802,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1803,"tags":1804},"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",[617,616,557,962,1805],"rotate",{"title":1807,"description":1808,"path":1809,"category":1694,"date":458,"updatedAt":458,"sourceType":244,"source":1810,"tags":1811},"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",[968,1137,969,1222,288],{"title":1813,"description":1814,"path":1815,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1810,"tags":1816},"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",[968,969,822,1046,1137],{"title":1818,"description":1819,"path":1820,"category":1821,"date":262,"updatedAt":262,"sourceType":531,"source":1822,"tags":1823},"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",[1824,1825,1826,1827],"education","adoption","ai-tutor","higher-education",{"title":1829,"description":1830,"path":1831,"category":1821,"date":262,"updatedAt":262,"sourceType":531,"source":1832,"tags":1833},"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",[287,1428,315,1426],{"title":1835,"description":1836,"path":1837,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1838,"tags":1839},"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",[281,514,370,372,533],{"title":1841,"description":1842,"path":1843,"category":1694,"date":438,"updatedAt":438,"sourceType":244,"source":1844,"tags":1845},"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",[594,595,596,597,268,598],{"title":1847,"description":1848,"path":1849,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1850,"tags":1851},"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",[266,616,1852,557,432],"pending",{"title":1854,"description":1855,"path":1856,"category":1694,"date":891,"updatedAt":891,"sourceType":244,"source":1857,"tags":1858},"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",[266,480,114,111,1859],"state",{"title":1861,"description":1862,"path":1863,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1864,"tags":1865},"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",[479,1286,702,635,461],{"title":1867,"description":1868,"path":1869,"category":1694,"date":486,"updatedAt":486,"sourceType":244,"source":1864,"tags":1870},"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",[479,1359,1871,478,749],"activation",{"title":1873,"description":1874,"path":1875,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1876,"tags":1877},"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",[280,1306,920,1307,288],{"title":1879,"description":1880,"path":1881,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1882,"tags":1883},"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",[1884,1428,1885,1886,1887],"showcase","home-assistant","nix","infrastructure",{"title":1889,"description":1890,"path":1891,"category":1694,"date":458,"updatedAt":458,"sourceType":244,"source":1892,"tags":1893},"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",[1884,270,565,1921,1922],"vector-search","knowledge",{"title":1924,"description":1925,"path":1926,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1927,"tags":1928},"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",[1286,479,506,508,572],{"title":1930,"description":1931,"path":1932,"category":1694,"date":458,"updatedAt":458,"sourceType":244,"source":1933,"tags":1934},"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",[635,114,461,639,268],{"title":1936,"description":1937,"path":1938,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":1762,"tags":1939},"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",[386,1328,451,453,1005],{"title":1941,"description":1942,"path":1943,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1944,"tags":1945},"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",[432,615,266,616,617],{"title":1947,"description":1948,"path":1949,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1950,"tags":1951},"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",[323,1473,743,1474,1046],{"title":1953,"description":1954,"path":1955,"category":1694,"date":891,"updatedAt":891,"sourceType":244,"source":1781,"tags":1956},"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",[1058,558,248,616,337],{"title":1958,"description":1959,"path":1960,"category":1694,"date":486,"updatedAt":486,"sourceType":244,"source":1961,"tags":1962},"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",[111,114,247,1058,433],{"title":1964,"description":1965,"path":1966,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1803,"tags":1967},"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",[616,1166,268,1167,288],{"title":1969,"description":1970,"path":1971,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1972,"tags":1973},"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",[370,532,372,531,533],{"title":1975,"description":1976,"path":1977,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":1978,"tags":1979},"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",[370,514,1340,1341,1045],{"title":1981,"description":1982,"path":1983,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":1984,"tags":1985},"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",[730,731,315,582,371],{"title":1987,"description":1988,"path":1989,"category":1694,"date":486,"updatedAt":486,"sourceType":244,"source":1990,"tags":1991},"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",[451,386,432,453,749],{"title":1993,"description":1994,"path":1995,"category":1694,"date":486,"updatedAt":486,"sourceType":244,"source":1996,"tags":1997},"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",[451,1130,386,266,288],{"title":1999,"description":2000,"path":2001,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1682,"tags":2002},"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",[1043,1044,1046,1045],{"title":2004,"description":2005,"path":2006,"category":1694,"date":458,"updatedAt":458,"sourceType":244,"source":242,"tags":2007},"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",[111,616,432,337,949],{"title":2009,"description":2010,"path":2011,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":2012,"tags":2013},"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",[461,460,2014,268,462],"threads",{"title":2016,"description":2017,"path":2018,"category":1694,"date":438,"updatedAt":438,"sourceType":244,"source":2019,"tags":2020},"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",[790,677,791,363,269],{"title":2022,"description":2023,"path":2024,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":2025,"tags":2026},"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",[1368,2027,2028,1367,288],"snapshot","rotation",{"title":2030,"description":2031,"path":2032,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":1892,"tags":2033},"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",[480,289,1237,616,1084],{"title":2035,"description":2036,"path":2037,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":2038,"tags":2039},"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",[289,1069,1071,1070,288],{"title":2041,"description":2042,"path":2043,"category":2044,"date":262,"updatedAt":262,"sourceType":531,"source":2045,"tags":2046},"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",[289,2047,648,287],"compliance",{"title":2049,"description":2050,"path":2051,"category":1694,"date":458,"updatedAt":458,"sourceType":244,"source":2025,"tags":2052},"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",[289,1367,582,2053,288],"proxy",{"title":2055,"description":2056,"path":2057,"category":1694,"date":1378,"updatedAt":1378,"sourceType":244,"source":2058,"tags":2059},"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",[480,1381,848,1380,266],{"title":2061,"description":2062,"path":2063,"category":1694,"date":1378,"updatedAt":1378,"sourceType":244,"source":2064,"tags":2065},"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",[417,443,1387,1069,288],{"title":2067,"description":2068,"path":2069,"category":1694,"date":476,"updatedAt":476,"sourceType":244,"source":2070,"tags":2071},"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",[289,1084,1085,2072,266],"sandbox",{"title":2074,"description":2075,"path":2076,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":1882,"tags":2077},"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",[1884,531,506,281,316],{"title":2079,"description":2080,"path":2081,"category":1694,"date":486,"updatedAt":486,"sourceType":244,"source":2070,"tags":2082},"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",[1084,1238,478,461,289],{"title":2084,"description":2085,"path":2086,"category":1694,"date":1378,"updatedAt":1378,"sourceType":244,"source":2087,"tags":2088},"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",[1380,451,1406,1407,2089],"compatibility",{"title":2091,"description":2092,"path":2093,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":1738,"tags":2094},"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",[1104,289,337,266,453],{"title":2096,"description":2097,"path":2098,"category":1694,"date":891,"updatedAt":891,"sourceType":244,"source":1857,"tags":2099},"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",[266,114,893,1222,480],{"title":2101,"description":2102,"path":2103,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":2104,"tags":2105},"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",[1454,1046,724,266,1859],{"title":2107,"description":2108,"path":2109,"category":1694,"date":378,"updatedAt":378,"sourceType":244,"source":2110,"tags":2111},"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",[553,879,880,432,617],{"title":5,"description":236,"path":240,"category":234,"date":235,"updatedAt":235,"sourceType":244,"source":242,"tags":2126},[111,114,247,248,249],{"title":2128,"description":2129,"path":2130,"category":1694,"date":891,"updatedAt":891,"sourceType":244,"source":2131,"tags":2132},"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",[114,111,893,266,588],{"title":2134,"description":2135,"path":2136,"category":1694,"date":458,"updatedAt":458,"sourceType":244,"source":1984,"tags":2137},"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",[315,731,514,582,749],{"title":2139,"description":2140,"path":2141,"category":2142,"date":2143,"updatedAt":2143,"sourceType":263,"source":2144,"tags":2145},"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",[2146,2147,269,1884,2148],"site-update","content","weekly",{"title":2150,"description":2151,"path":2152,"category":2153,"date":1488,"updatedAt":328,"sourceType":244,"source":1489,"tags":2154},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 强调数据本地存储，用户数据保留在自有设备上，不上传到云端。","/news/privacy-first","产品理念",[648,2155,289,2156],"local-first","data",{"title":2158,"description":2159,"path":2160,"category":1603,"date":1488,"updatedAt":328,"sourceType":1188,"source":1604,"tags":2161},"OpenClaw 项目持续活跃：主仓库星标突破 287k","OpenClaw 开源项目持续快速发展，主仓库星标数突破 287,000，ClawHub 技能目录已收录 349 个开源项目。","/news/project-update-march-2026",[1188,1606,531,1561],{"title":2163,"description":2164,"path":2165,"category":1673,"date":1648,"updatedAt":578,"sourceType":244,"source":1489,"tags":2166},"OpenClaw 2026 年第一季度回顾","回顾 OpenClaw 在 2026 年第一季度的重要更新、社区成长和产品里程碑。","/news/q1-2026-review",[2167,2168,2169,1607],"quarterly","review","2026",{"title":2171,"description":2172,"path":2173,"category":1495,"date":328,"updatedAt":361,"sourceType":244,"source":1489,"tags":2174},"OpenClaw 安全架构深度解析","深入了解 OpenClaw 的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[289,648,287,279],{"title":2176,"description":2177,"path":2178,"category":2179,"date":328,"updatedAt":328,"sourceType":531,"source":2180,"tags":2181},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 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