[{"data":1,"prerenderedAt":3174},["ShallowReactive",2],{"news:multiplatform-clients":3,"content-manifest":531},{"id":4,"title":5,"author":6,"body":7,"category":512,"date":513,"description":514,"extension":515,"meta":516,"navigation":517,"path":518,"seo":519,"source":520,"sourceName":6,"sourceType":521,"stem":522,"tags":523,"updatedAt":529,"__hash__":530},"news/news/multiplatform-clients.md","OpenClaw 多平台客户端详解",null,{"type":8,"value":9,"toc":473},"minimark",[10,14,18,22,27,30,36,64,69,83,87,90,116,120,123,146,149,152,163,167,181,185,199,201,204,207,218,221,232,235,246,249,253,265,269,280,284,295,298,301,304,315,318,329,332,335,352,355,358,369,372,383,386,397,400,403,406,417,420,431,435,438,449,452],[11,12,5],"h1",{"id":13},"openclaw-多平台客户端详解",[15,16,17],"p",{},"OpenClaw 的设计理念是\"任何操作系统、任何平台都可以使用\"。本文将详细介绍各平台客户端的功能和使用方式。",[19,20,21],"h2",{"id":21},"支持的平台",[23,24,26],"h3",{"id":25},"macos-客户端","macOS 客户端",[15,28,29],{},"macOS 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1384,1209,1385,732,546,569],{"title":1392,"description":1393,"path":1394,"category":1191,"updatedAt":658,"sourceType":521,"tags":1395},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1396,548,1397,1398,1399,1400],"update","stable","beta","dev","rollout",{"title":1402,"description":1403,"path":1404,"category":1405,"updatedAt":764,"sourceType":521,"tags":1406},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 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cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[732,1005,1410,698,1411],{"title":1430,"description":1431,"path":1432,"category":1405,"updatedAt":764,"sourceType":521,"tags":1433},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[897,1434,784,898,1411],"bootstrapToken",{"title":1436,"description":1437,"path":1438,"category":1411,"updatedAt":693,"sourceType":521,"tags":1439},"引导文件模板系统","AGENTS.md、SOUL.md、BOOTSTRAP.md 等引导文件的用途、写法和最佳实践。","/docs/reference/bootstrap-templates",[1440,697,741,706,1301,696],"templates",{"title":1442,"description":1443,"path":1444,"category":1405,"updatedAt":754,"sourceType":521,"tags":1445},"频道 pairing CLI 和 account scope 应该怎么一起看","基于最新官方 Pairing 文档，解释 openclaw pairing 的 list、approve、clear、--account 与 --notify 分别影响什么，以及多账号渠道下为什么不能只看一个默认 allowFrom 文件。","/docs/reference/channel-pairing-cli-and-account-scope",[897,1446,548,1447,1230],"allowFrom","account",{"title":1449,"description":1450,"path":1451,"category":1405,"updatedAt":859,"sourceType":521,"tags":1452},"CLI 命令参考","OpenClaw 命令行工具完整参考，包含所有命令和选项说明。","/docs/reference/cli-reference",[722,1411,1453,1454],"commands","terminal",{"title":1456,"description":1457,"path":1458,"category":1405,"updatedAt":764,"sourceType":521,"tags":1459},"Cloudflare AI Gateway 的双层鉴权头应该怎么配","基于最新官方 Cloudflare AI Gateway 文档，解释 provider API key 和 cf-aig-authorization 为什么是两层不同凭据，以及 daemon 场景里最常见的缺失点。","/docs/reference/cloudflare-aig-dual-auth-headers",[1460,1461,732,730,1411],"cloudflare-ai-gateway","headers",{"title":1463,"description":1464,"path":1465,"category":1466,"updatedAt":658,"sourceType":809,"tags":1467},"社区支持","汇总 OpenClaw 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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",[1012,1593,863,595,1411],"invoke",{"title":1595,"description":1596,"path":1597,"category":1405,"updatedAt":764,"sourceType":521,"tags":1598},"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",[550,1599,1600,1601,1602,1411],"hybrid-search","ranking","mmr","retrieval",{"title":1604,"description":1605,"path":1606,"category":1405,"updatedAt":658,"sourceType":521,"tags":1607},"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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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",[567,1708,595,1706],{"title":2111,"description":2112,"path":2113,"category":1768,"date":615,"updatedAt":615,"sourceType":521,"source":2114,"tags":2115},"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",[561,792,650,652,811],{"title":2117,"description":2118,"path":2119,"category":1968,"date":717,"updatedAt":717,"sourceType":521,"source":2120,"tags":2121},"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 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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",[2160,1708,2161,2162,2163],"showcase","home-assistant","nix","infrastructure",{"title":2165,"description":2166,"path":2167,"category":1968,"date":737,"updatedAt":737,"sourceType":521,"source":2168,"tags":2169},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[698,550,1126,2051,1027],{"title":2171,"description":2172,"path":2173,"category":1968,"date":737,"updatedAt":737,"sourceType":521,"source":2174,"tags":2175},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1327,720,698,1216,568],{"title":2177,"description":2178,"path":2179,"category":1791,"date":513,"updatedAt":529,"sourceType":1468,"source":1793,"tags":2180},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1324,1396,1325,561,569],{"title":2182,"description":2183,"path":2184,"category":1968,"date":658,"updatedAt":658,"sourceType":521,"source":2185,"tags":2186},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 正在把索引层做成可切换能力","基于 2026 年 3 月 24 日可见的官方 Memory、CLI memory 与 Plugins 文档，最近最值得关注的变化之一是记忆体系的文件事实层和插件增强层正在被官方主动拆清。","/news/openclaw-memory-plugin-slot-watch-2026-03-24","https://docs.openclaw.ai/concepts/memory",[550,650,951,943,958],{"title":2188,"description":2189,"path":2190,"category":1968,"date":764,"updatedAt":764,"sourceType":521,"source":2185,"tags":2191},"OpenClaw 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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",[1566,757,784,786,853],{"title":2206,"description":2207,"path":2208,"category":1968,"date":737,"updatedAt":737,"sourceType":521,"source":2209,"tags":2210},"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",[916,673,740,920,548],{"title":2212,"description":2213,"path":2214,"category":1968,"date":658,"updatedAt":658,"sourceType":521,"source":2037,"tags":2215},"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",[666,1608,730,732,1286],{"title":2217,"description":2218,"path":2219,"category":1968,"date":754,"updatedAt":754,"sourceType":521,"source":2220,"tags":2221},"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",[711,896,546,897,898],{"title":2223,"description":2224,"path":2225,"category":1768,"date":615,"updatedAt":615,"sourceType":521,"source":2226,"tags":2227},"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",[602,1753,1021,1754,1327],{"title":2229,"description":2230,"path":2231,"category":1968,"date":1169,"updatedAt":1169,"sourceType":521,"source":2056,"tags":2232},"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",[1339,839,818,897,617],{"title":2234,"description":2235,"path":2236,"category":1968,"date":764,"updatedAt":764,"sourceType":521,"source":2237,"tags":2238},"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",[603,673,1177,1339,712],{"title":2240,"description":2241,"path":2242,"category":1968,"date":754,"updatedAt":754,"sourceType":521,"source":2079,"tags":2243},"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",[897,1446,548,1447,568],{"title":2245,"description":2246,"path":2247,"category":1768,"date":615,"updatedAt":615,"sourceType":521,"source":2248,"tags":2249},"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",[650,810,652,809,811],{"title":2251,"description":2252,"path":2253,"category":1968,"date":658,"updatedAt":658,"sourceType":521,"source":2254,"tags":2255},"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",[650,792,1620,1621,1326],{"title":2257,"description":2258,"path":2259,"category":1968,"date":658,"updatedAt":658,"sourceType":521,"source":2260,"tags":2261},"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",[1011,1012,595,863,651],{"title":2263,"description":2264,"path":2265,"category":1968,"date":764,"updatedAt":764,"sourceType":521,"source":2266,"tags":2267},"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",[730,666,711,732,1027],{"title":2269,"description":2270,"path":2271,"category":1968,"date":764,"updatedAt":764,"sourceType":521,"source":2272,"tags":2273},"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",[730,1410,666,546,568],{"title":2275,"description":2276,"path":2277,"category":1768,"date":615,"updatedAt":615,"sourceType":521,"source":1956,"tags":2278},"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",[1324,1325,1327,1326],{"title":2280,"description":2281,"path":2282,"category":1968,"date":737,"updatedAt":737,"sourceType":521,"source":1982,"tags":2283},"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",[603,897,711,617,1230],{"title":2285,"description":2286,"path":2287,"category":1968,"date":754,"updatedAt":754,"sourceType":521,"source":2288,"tags":2289},"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",[740,739,2290,548,741],"threads",{"title":2292,"description":2293,"path":2294,"category":1968,"date":717,"updatedAt":717,"sourceType":521,"source":2295,"tags":2296},"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",[1068,958,1069,643,549],{"title":2298,"description":2299,"path":2300,"category":1968,"date":754,"updatedAt":754,"sourceType":521,"source":2301,"tags":2302},"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",[1648,2303,2304,1647,568],"snapshot","rotation",{"title":2306,"description":2307,"path":2308,"category":1968,"date":754,"updatedAt":754,"sourceType":521,"source":2168,"tags":2309},"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",[758,569,1517,897,1364],{"title":2311,"description":2312,"path":2313,"category":1968,"date":658,"updatedAt":658,"sourceType":521,"source":2314,"tags":2315},"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",[569,1349,1351,1350,568],{"title":2317,"description":2318,"path":2319,"category":2320,"date":542,"updatedAt":542,"sourceType":809,"source":2321,"tags":2322},"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",[569,2323,929,567],"compliance",{"title":2325,"description":2326,"path":2327,"category":1968,"date":737,"updatedAt":737,"sourceType":521,"source":2301,"tags":2328},"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",[569,1647,863,2329,568],"proxy",{"title":2331,"description":2332,"path":2333,"category":1968,"date":1658,"updatedAt":1658,"sourceType":521,"source":2334,"tags":2335},"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",[758,1661,1126,1660,546],{"title":2337,"description":2338,"path":2339,"category":1968,"date":1658,"updatedAt":1658,"sourceType":521,"source":2340,"tags":2341},"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",[698,722,1667,1349,568],{"title":2343,"description":2344,"path":2345,"category":1968,"date":754,"updatedAt":754,"sourceType":521,"source":2346,"tags":2347},"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 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