[{"data":1,"prerenderedAt":2900},["ShallowReactive",2],{"news:openclaw-showcase-watch-2026-03-21":3,"content-manifest":255},{"id":4,"title":5,"author":6,"body":7,"category":236,"date":237,"description":238,"extension":239,"meta":240,"navigation":241,"path":242,"seo":243,"source":244,"sourceName":245,"sourceType":246,"stem":247,"tags":248,"updatedAt":237,"__hash__":254},"news/news/openclaw-showcase-watch-2026-03-21.md","OpenClaw 官方 Showcase 更新：Telegram PR 反馈、酒窖 Skill 与 Tesco 自动购物成为新样板","OpenClawCN",{"type":8,"value":9,"toc":227},"minimark",[10,14,23,26,39,44,47,61,64,67,78,81,85,88,99,107,110,124,127,131,134,148,151,154,165,169,172,183,186,189,192,224],[11,12,5],"h1",{"id":13},"openclaw-官方-showcase-更新telegram-pr-反馈酒窖-skill-与-tesco-自动购物成为新样板",[15,16,17,18,22],"p",{},"截至 ",[19,20,21],"strong",{},"2026 年 3 月 21 日","，官方 Showcase 页里最近一批“Fresh from Discord”案例，已经明显不再只是演示 OpenClaw 能不能跑起来，而是在展示它怎样接进真实工作流。",[15,24,25],{},"这批案例里最值得中文站用户关注的有三类：",[27,28,29,33,36],"ul",{},[30,31,32],"li",{},"PR 审查结果直接回到 Telegram",[30,34,35],{},"本地 CSV 快速生成个人数据库 Skill",[30,37,38],{},"从餐单到下单的购物自动化",[40,41,43],"h2",{"id":42},"_1-pr-审查-telegram-反馈","1. 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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",[418,419,420,421],"runtime","workspace","bootstrap","sessions",{"title":423,"description":424,"path":425,"category":426,"updatedAt":331,"sourceType":427,"tags":428},"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",[419,429,274,252],"soul",{"title":431,"description":432,"path":433,"category":434,"updatedAt":331,"sourceType":246,"tags":435},"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",[270,436,283,437],"nodes","control-plane",{"title":439,"description":440,"path":441,"category":426,"updatedAt":442,"sourceType":246,"tags":443},"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 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连续失败后的退避节奏。","/docs/reference/cron-run-queue-and-retry-backoff",[445,701,1214,787,1137],"scheduler",{"title":1216,"description":1217,"path":1218,"category":1131,"updatedAt":896,"sourceType":246,"tags":1219},"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",[326,562,1220,1221,457],"secretref","sessionStorage",{"title":1223,"description":1224,"path":1225,"category":1226,"updatedAt":583,"sourceType":246,"tags":1227},"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",[1228,1229,1230,974,690],"debugging","debug","runtime-overrides",{"title":1232,"description":1233,"path":1234,"category":1131,"updatedAt":462,"sourceType":246,"tags":1235},"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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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",[974,975,1143,1250,1137],"migrations",{"title":1252,"description":1253,"path":1254,"category":1131,"updatedAt":462,"sourceType":246,"tags":1255},"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",[830,284,492,1256,1137],"shell",{"title":1258,"description":1259,"path":1260,"category":1131,"updatedAt":381,"sourceType":267,"tags":1261},"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",[1262,1049,250,1263,1051],"sources","trust",{"title":1265,"description":1266,"path":1267,"category":1131,"updatedAt":237,"sourceType":246,"tags":1268},"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 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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",[270,904,1285,1286,1137],"protocol","scopes",{"title":1288,"description":1289,"path":1290,"category":1131,"updatedAt":480,"sourceType":246,"tags":1291},"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",[483,1292,465,707,640],"mention",{"title":1294,"description":1295,"path":1296,"category":1131,"updatedAt":490,"sourceType":246,"tags":1297},"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 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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",[736,1319,587,318,1137],"invoke",{"title":1321,"description":1322,"path":1323,"category":1131,"updatedAt":490,"sourceType":246,"tags":1324},"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",[274,1325,1326,1327,1328,1137],"hybrid-search","ranking","mmr","retrieval",{"title":1330,"description":1331,"path":1332,"category":1131,"updatedAt":381,"sourceType":246,"tags":1333},"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",[447,270,1269,437,291],{"title":1772,"description":1773,"path":1774,"category":1700,"date":462,"updatedAt":462,"sourceType":246,"source":1775,"tags":1776},"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",[284,830,464,1777,291],"overrides",{"title":1779,"description":1780,"path":1781,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":1688,"tags":1782},"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",[852,853,421,274,1783],"continuity",{"title":1785,"description":1786,"path":1787,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":1788,"tags":1789},"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",[542,326,934,621,340],{"title":1791,"description":1792,"path":1793,"category":1700,"date":896,"updatedAt":896,"sourceType":246,"source":1714,"tags":1794},"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",[326,420,1220,457,542],{"title":1796,"description":1797,"path":1798,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":1714,"tags":1799},"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",[326,396,562,1220,465,1800],"web",{"title":1802,"description":1803,"path":1804,"category":236,"date":266,"updatedAt":266,"sourceType":250,"source":1805,"tags":1806},"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",[281,252,534,1432],{"title":1808,"description":1809,"path":1810,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1811,"tags":1812},"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",[622,621,562,968,1813],"rotate",{"title":1815,"description":1816,"path":1817,"category":1700,"date":462,"updatedAt":462,"sourceType":246,"source":1818,"tags":1819},"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",[974,1143,975,1228,291],{"title":1821,"description":1822,"path":1823,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1818,"tags":1824},"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",[974,975,827,1052,1143],{"title":1826,"description":1827,"path":1828,"category":1829,"date":266,"updatedAt":266,"sourceType":250,"source":1830,"tags":1831},"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",[1832,1833,1834,1835],"education","adoption","ai-tutor","higher-education",{"title":1837,"description":1838,"path":1839,"category":1829,"date":266,"updatedAt":266,"sourceType":250,"source":1840,"tags":1841},"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",[290,1434,318,1432],{"title":1843,"description":1844,"path":1845,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":1846,"tags":1847},"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",[252,517,373,375,535],{"title":1849,"description":1850,"path":1851,"category":1700,"date":442,"updatedAt":442,"sourceType":246,"source":1852,"tags":1853},"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",[599,600,601,602,272,603],{"title":1855,"description":1856,"path":1857,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1858,"tags":1859},"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",[270,621,1860,562,436],"pending",{"title":1862,"description":1863,"path":1864,"category":1700,"date":896,"updatedAt":896,"sourceType":246,"source":1865,"tags":1866},"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",[270,484,396,326,1867],"state",{"title":1869,"description":1870,"path":1871,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1872,"tags":1873},"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",[483,1292,707,640,465],{"title":1875,"description":1876,"path":1877,"category":1700,"date":490,"updatedAt":490,"sourceType":246,"source":1872,"tags":1878},"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",[483,1365,1879,482,754],"activation",{"title":1881,"description":1882,"path":1883,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1884,"tags":1885},"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",[284,1312,926,1313,291],{"title":1887,"description":1888,"path":1889,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":244,"tags":1890},"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",[249,1434,1891,1892,1893],"home-assistant","nix","infrastructure",{"title":1895,"description":1896,"path":1897,"category":1700,"date":462,"updatedAt":462,"sourceType":246,"source":1898,"tags":1899},"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",[249,274,570,1927,1928],"vector-search","knowledge",{"title":1930,"description":1931,"path":1932,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1933,"tags":1934},"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",[1292,483,251,511,577],{"title":1936,"description":1937,"path":1938,"category":1700,"date":462,"updatedAt":462,"sourceType":246,"source":1939,"tags":1940},"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",[640,396,465,644,272],{"title":1942,"description":1943,"path":1944,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":1769,"tags":1945},"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",[389,1334,455,457,1011],{"title":1947,"description":1948,"path":1949,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1950,"tags":1951},"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",[436,620,270,621,622],{"title":1953,"description":1954,"path":1955,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":1956,"tags":1957},"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",[325,1479,748,1480,1052],{"title":1959,"description":1960,"path":1961,"category":1700,"date":896,"updatedAt":896,"sourceType":246,"source":1788,"tags":1962},"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",[1064,563,542,621,340],{"title":1964,"description":1965,"path":1966,"category":1700,"date":490,"updatedAt":490,"sourceType":246,"source":1967,"tags":1968},"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",[326,396,904,1064,437],{"title":1970,"description":1971,"path":1972,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1811,"tags":1973},"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",[621,1172,272,1173,291],{"title":1975,"description":1976,"path":1977,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":1978,"tags":1979},"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",[373,534,375,250,535],{"title":1981,"description":1982,"path":1983,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":1984,"tags":1985},"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",[373,517,1346,1347,1051],{"title":1987,"description":1988,"path":1989,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":1990,"tags":1991},"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",[735,736,318,587,374],{"title":1993,"description":1994,"path":1995,"category":1700,"date":490,"updatedAt":490,"sourceType":246,"source":1996,"tags":1997},"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",[455,389,436,457,754],{"title":1999,"description":2000,"path":2001,"category":1700,"date":490,"updatedAt":490,"sourceType":246,"source":2002,"tags":2003},"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",[455,1136,389,270,291],{"title":2005,"description":2006,"path":2007,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":1688,"tags":2008},"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",[1049,1050,1052,1051],{"title":2010,"description":2011,"path":2012,"category":1700,"date":462,"updatedAt":462,"sourceType":246,"source":1714,"tags":2013},"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",[326,621,436,340,955],{"title":2015,"description":2016,"path":2017,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":2018,"tags":2019},"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",[465,464,2020,272,466],"threads",{"title":2022,"description":2023,"path":2024,"category":1700,"date":442,"updatedAt":442,"sourceType":246,"source":2025,"tags":2026},"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",[795,682,796,366,273],{"title":2028,"description":2029,"path":2030,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":2031,"tags":2032},"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",[1374,2033,2034,1373,291],"snapshot","rotation",{"title":2036,"description":2037,"path":2038,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":1898,"tags":2039},"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",[484,292,1243,621,1090],{"title":2041,"description":2042,"path":2043,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":2044,"tags":2045},"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",[292,1075,1077,1076,291],{"title":2047,"description":2048,"path":2049,"category":2050,"date":266,"updatedAt":266,"sourceType":250,"source":2051,"tags":2052},"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",[292,2053,653,290],"compliance",{"title":2055,"description":2056,"path":2057,"category":1700,"date":462,"updatedAt":462,"sourceType":246,"source":2031,"tags":2058},"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",[292,1373,587,2059,291],"proxy",{"title":2061,"description":2062,"path":2063,"category":1700,"date":1384,"updatedAt":1384,"sourceType":246,"source":2064,"tags":2065},"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",[484,1387,853,1386,270],{"title":2067,"description":2068,"path":2069,"category":1700,"date":1384,"updatedAt":1384,"sourceType":246,"source":2070,"tags":2071},"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",[421,447,1393,1075,291],{"title":2073,"description":2074,"path":2075,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":2076,"tags":2077},"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",[292,1090,1091,2078,270],"sandbox",{"title":5,"description":238,"path":242,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":244,"tags":2080},[249,250,251,252,253],{"title":2082,"description":2083,"path":2084,"category":1700,"date":490,"updatedAt":490,"sourceType":246,"source":2076,"tags":2085},"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",[1090,1244,482,465,292],{"title":2087,"description":2088,"path":2089,"category":1700,"date":1384,"updatedAt":1384,"sourceType":246,"source":2090,"tags":2091},"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",[1386,455,1412,1413,2092],"compatibility",{"title":2094,"description":2095,"path":2096,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":1745,"tags":2097},"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",[1110,292,340,270,457],{"title":2099,"description":2100,"path":2101,"category":1700,"date":896,"updatedAt":896,"sourceType":246,"source":1865,"tags":2102},"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",[270,396,898,1228,484],{"title":2104,"description":2105,"path":2106,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":2107,"tags":2108},"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",[1460,1052,729,270,1867],{"title":2110,"description":2111,"path":2112,"category":1700,"date":381,"updatedAt":381,"sourceType":246,"source":2113,"tags":2114},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1122,1123,1124,1125,1126],{"title":2116,"description":2117,"path":2118,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":244,"tags":2119},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","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语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[249,556,2120,2121,570],"phone","tts",{"title":2123,"description":2124,"path":2125,"category":1700,"date":480,"updatedAt":480,"sourceType":246,"source":2126,"tags":2127},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 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",[556,884,885,436,622],{"title":2129,"description":2130,"path":2131,"category":236,"date":237,"updatedAt":237,"sourceType":246,"source":1714,"tags":2132},"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",[326,396,904,542,1800],{"title":2134,"description":2135,"path":2136,"category":1700,"date":896,"updatedAt":896,"sourceType":246,"source":2137,"tags":2138},"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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