[{"data":1,"prerenderedAt":3198},["ShallowReactive",2],{"best-practices:customer-service":3,"content-manifest":552},{"id":4,"title":5,"body":6,"category":534,"date":535,"description":536,"difficulty":537,"extension":538,"meta":539,"navigation":540,"path":541,"seo":542,"source":535,"sourceName":535,"sourceType":543,"stem":544,"tags":545,"updatedAt":550,"__hash__":551},"bestPractices/best-practices/customer-service.md","客户服务场景应用",{"type":7,"value":8,"toc":516},"minimark",[9,12,16,20,24,118,121,204,207,210,263,266,295,298,301,370,373,420,423,426,486,489,512],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本文介绍如何使用 OpenClaw 构建智能客服系统。",[17,18,19],"h2",{"id":19},"客服系统架构",[21,22,23],"h3",{"id":23},"多渠道接入",[25,26,31],"pre",{"className":27,"code":28,"language":29,"meta":30,"style":30},"language-json shiki shiki-themes github-light github-dark","{\n  \"customer_service\": {\n    \"channels\": [\"whatsapp\", \"telegram\", \"webchat\"],\n    \"unified_inbox\": true,\n    \"routing\": \"skill_based\"\n  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和长期在线实例的协作边界。","/docs/operations/remote-operators-and-nodes",[639,1365,734,1235,1359,921],"operators",{"title":1367,"description":1368,"path":1369,"category":1217,"updatedAt":550,"sourceType":597,"tags":1370},"OpenClaw 安全配置基础","从 Gateway auth、allowlist、Control UI 暴露方式和 Tailscale/SSH 接入策略理解 OpenClaw 的基础安全边界。","/docs/operations/safety-basics",[590,755,1235,625],{"title":1372,"description":1373,"path":1374,"category":1217,"updatedAt":680,"sourceType":597,"tags":1375},"security audit、--deep 和 --fix 该怎么配合","基于最新官方安全文档，解释 openclaw security audit、--deep 与 --fix 各自适合什么阶段，哪些问题适合自动修复，哪些仍应人工复核。","/docs/operations/security-audit-fix-and-review",[590,1376,1377,1378,589],"audit","hardening","fix",{"title":1380,"description":1381,"path":1382,"category":1217,"updatedAt":760,"sourceType":597,"tags":1383},"sessions cleanup 和 session maintenance 应该怎么配合","基于最新官方 sessions CLI 文档，解释 openclaw sessions cleanup 的作用范围、dry-run/enforce 语义、active-key 保护，以及它和 cron maintenance 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等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[782,810,877,579,1405,589],"group-chat",{"title":1407,"description":1408,"path":1409,"category":1217,"updatedAt":1124,"sourceType":597,"tags":1410},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[1411,1412,755,567,590],"trusted-proxy","reverse-proxy",{"title":1414,"description":1415,"path":1416,"category":1217,"updatedAt":637,"sourceType":597,"tags":1417},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1411,1235,1412,755,567,590],{"title":1419,"description":1420,"path":1421,"category":1217,"updatedAt":680,"sourceType":597,"tags":1422},"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 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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",[625,862,1521,1522,755],"secretref","sessionStorage",{"title":1524,"description":1525,"path":1526,"category":1527,"updatedAt":883,"sourceType":597,"tags":1528},"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",[1529,1530,1531,1275,989],"debugging","debug","runtime-overrides",{"title":1533,"description":1534,"path":1535,"category":1432,"updatedAt":760,"sourceType":597,"tags":1536},"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",[1444,1537,1538,1530,1438],"logging","flags",{"title":1540,"description":1541,"path":1542,"category":1432,"updatedAt":760,"sourceType":597,"tags":1543},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1129,581,790,1557,1438],"shell",{"title":1559,"description":1560,"path":1561,"category":1432,"updatedAt":680,"sourceType":564,"tags":1562},"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",[1563,1350,833,1564,1352],"sources","trust",{"title":1566,"description":1567,"path":1568,"category":1432,"updatedAt":637,"sourceType":597,"tags":1569},"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",[567,1570,745,1203,735],"rpc",{"title":1572,"description":1573,"path":1574,"category":1432,"updatedAt":760,"sourceType":597,"tags":1575},"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 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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",[781,1593,763,1006,939],"mention",{"title":1595,"description":1596,"path":1597,"category":1432,"updatedAt":788,"sourceType":597,"tags":1598},"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",[1249,1599,1600,1601,1438],"visibility","activeHours","alerts",{"title":1603,"description":1604,"path":1605,"category":1432,"updatedAt":778,"sourceType":597,"tags":1606},"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 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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",[571,1626,1627,1628,1629,1438],"hybrid-search","ranking","mmr","retrieval",{"title":1631,"description":1632,"path":1633,"category":1432,"updatedAt":680,"sourceType":597,"tags":1634},"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",[688,1635,755,753,1438],"probe",{"title":1637,"description":1638,"path":1639,"category":1432,"updatedAt":1124,"sourceType":597,"tags":1640},"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",[920,921,1473,1641,1256],"credentials",{"title":1643,"description":1644,"path":1645,"category":1432,"updatedAt":680,"sourceType":597,"tags":1646},"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 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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",[745,567,1570,735,589],{"title":2074,"description":2075,"path":2076,"category":2002,"date":760,"updatedAt":760,"sourceType":597,"source":2077,"tags":2078},"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",[581,1129,762,2079,589],"overrides",{"title":2081,"description":2082,"path":2083,"category":1795,"date":637,"updatedAt":637,"sourceType":597,"source":1990,"tags":2084},"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 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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",[578,582,834,1733],{"title":2110,"description":2111,"path":2112,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2113,"tags":2114},"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",[921,920,862,1269,2115],"rotate",{"title":2117,"description":2118,"path":2119,"category":2002,"date":760,"updatedAt":760,"sourceType":597,"source":2120,"tags":2121},"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 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的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[582,816,672,674,835],{"title":2151,"description":2152,"path":2153,"category":2002,"date":740,"updatedAt":740,"sourceType":597,"source":2154,"tags":2155},"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",[898,899,900,901,569,902],{"title":2157,"description":2158,"path":2159,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2160,"tags":2161},"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",[567,920,2162,862,734],"pending",{"title":2164,"description":2165,"path":2166,"category":2002,"date":1195,"updatedAt":1195,"sourceType":597,"source":2167,"tags":2168},"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",[567,782,695,625,2169],"state",{"title":2171,"description":2172,"path":2173,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2174,"tags":2175},"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",[781,1593,1006,939,763],{"title":2177,"description":2178,"path":2179,"category":2002,"date":788,"updatedAt":788,"sourceType":597,"source":2174,"tags":2180},"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",[781,1666,2181,780,1053],"activation",{"title":2183,"description":2184,"path":2185,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2186,"tags":2187},"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",[581,1613,1227,1614,589],{"title":2189,"description":2190,"path":2191,"category":1795,"date":637,"updatedAt":637,"sourceType":597,"source":2192,"tags":2193},"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",[2194,1735,2195,2196,2197],"showcase","home-assistant","nix","infrastructure",{"title":2199,"description":2200,"path":2201,"category":2002,"date":760,"updatedAt":760,"sourceType":597,"source":2202,"tags":2203},"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",[720,571,1152,2085,1053],{"title":2205,"description":2206,"path":2207,"category":2002,"date":760,"updatedAt":760,"sourceType":597,"source":2208,"tags":2209},"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",[1353,743,720,1242,589],{"title":2211,"description":2212,"path":2213,"category":1821,"date":1796,"updatedAt":550,"sourceType":1495,"source":1823,"tags":2214},"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",[1350,1423,1351,582,590],{"title":2216,"description":2217,"path":2218,"category":2002,"date":680,"updatedAt":680,"sourceType":597,"source":2219,"tags":2220},"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",[571,672,974,966,981],{"title":2222,"description":2223,"path":2224,"category":2002,"date":788,"updatedAt":788,"sourceType":597,"source":2219,"tags":2225},"OpenClaw 正在把记忆检索从“向量搜索”写成一条完整流水线","官方最近围绕 Memory 和 memory CLI 的文档更新，正在把 hybrid search、重排、temporal decay、session indexing 和 embedding cache 逐步写成一条更完整的检索链。","/news/openclaw-memory-retrieval-pipeline-watch-2026-03-29",[571,1629,1626,982,1106],{"title":2227,"description":2228,"path":2229,"category":1795,"date":637,"updatedAt":637,"sourceType":597,"source":2192,"tags":2230},"OpenClaw 官方 Showcase 记忆观察：WhatsApp Memory Vault、Karakeep 与中文学习 Skill 正在把语音和知识流转成长期资产","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记忆与知识类案例，观察 OpenClaw 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",[2194,571,870,2231,2232],"vector-search","knowledge",{"title":2234,"description":2235,"path":2236,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2237,"tags":2238},"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",[1593,781,808,810,877],{"title":2240,"description":2241,"path":2242,"category":2002,"date":760,"updatedAt":760,"sourceType":597,"source":2243,"tags":2244},"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",[939,695,763,943,569],{"title":2246,"description":2247,"path":2248,"category":2002,"date":680,"updatedAt":680,"sourceType":597,"source":2071,"tags":2249},"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",[688,1635,753,755,1312],{"title":2251,"description":2252,"path":2253,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2254,"tags":2255},"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",[734,919,567,920,921],{"title":2257,"description":2258,"path":2259,"category":1795,"date":637,"updatedAt":637,"sourceType":597,"source":2260,"tags":2261},"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",[624,1780,1047,1781,1353],{"title":2263,"description":2264,"path":2265,"category":2002,"date":1195,"updatedAt":1195,"sourceType":597,"source":2090,"tags":2266},"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",[1365,863,842,920,639],{"title":2268,"description":2269,"path":2270,"category":2002,"date":788,"updatedAt":788,"sourceType":597,"source":2271,"tags":2272},"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",[625,695,1203,1365,735],{"title":2274,"description":2275,"path":2276,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2113,"tags":2277},"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",[920,1473,569,1474,589],{"title":2279,"description":2280,"path":2281,"category":1795,"date":637,"updatedAt":637,"sourceType":597,"source":2282,"tags":2283},"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",[672,834,674,833,835],{"title":2285,"description":2286,"path":2287,"category":2002,"date":680,"updatedAt":680,"sourceType":597,"source":2288,"tags":2289},"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",[672,816,1647,1648,1352],{"title":2291,"description":2292,"path":2293,"category":2002,"date":680,"updatedAt":680,"sourceType":597,"source":2294,"tags":2295},"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",[1034,1035,617,887,673],{"title":2297,"description":2298,"path":2299,"category":2002,"date":788,"updatedAt":788,"sourceType":597,"source":2300,"tags":2301},"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",[753,688,734,755,1053],{"title":2303,"description":2304,"path":2305,"category":2002,"date":788,"updatedAt":788,"sourceType":597,"source":2306,"tags":2307},"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",[753,1437,688,567,589],{"title":2309,"description":2310,"path":2311,"category":1795,"date":637,"updatedAt":637,"sourceType":597,"source":1990,"tags":2312},"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",[1350,1351,1353,1352],{"title":2314,"description":2315,"path":2316,"category":2002,"date":760,"updatedAt":760,"sourceType":597,"source":2016,"tags":2317},"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",[625,920,734,639,1256],{"title":2319,"description":2320,"path":2321,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2322,"tags":2323},"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",[763,762,2324,569,764],"threads",{"title":2326,"description":2327,"path":2328,"category":2002,"date":740,"updatedAt":740,"sourceType":597,"source":2329,"tags":2330},"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",[1094,981,1095,665,570],{"title":2332,"description":2333,"path":2334,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2335,"tags":2336},"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",[1675,2337,2338,1674,589],"snapshot","rotation",{"title":2340,"description":2341,"path":2342,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2202,"tags":2343},"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",[782,590,1544,920,1391],{"title":2345,"description":2346,"path":2347,"category":2002,"date":680,"updatedAt":680,"sourceType":597,"source":2348,"tags":2349},"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",[590,1376,1378,1377,589],{"title":2351,"description":2352,"path":2353,"category":2354,"date":563,"updatedAt":563,"sourceType":833,"source":2355,"tags":2356},"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",[590,2357,952,588],"compliance",{"title":2359,"description":2360,"path":2361,"category":2002,"date":760,"updatedAt":760,"sourceType":597,"source":2335,"tags":2362},"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",[590,1674,887,2363,589],"proxy",{"title":2365,"description":2366,"path":2367,"category":2002,"date":1685,"updatedAt":1685,"sourceType":597,"source":2368,"tags":2369},"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",[782,1688,1152,1687,567],{"title":2371,"description":2372,"path":2373,"category":2002,"date":1685,"updatedAt":1685,"sourceType":597,"source":2374,"tags":2375},"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",[720,745,1694,1376,589],{"title":2377,"description":2378,"path":2379,"category":2002,"date":778,"updatedAt":778,"sourceType":597,"source":2380,"tags":2381},"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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