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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",[1187,1771,1038,770,1590],"invoke",{"title":1773,"description":1774,"path":1775,"category":1584,"updatedAt":942,"sourceType":750,"tags":1776},"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",[724,1777,1778,1779,1780,1590],"hybrid-search","ranking","mmr","retrieval",{"title":1782,"description":1783,"path":1784,"category":1584,"updatedAt":834,"sourceType":750,"tags":1785},"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",[842,1786,909,907,1590],"probe",{"title":1788,"description":1789,"path":1790,"category":1584,"updatedAt":1276,"sourceType":750,"tags":1791},"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",[1072,1073,1624,1792,1408],"credentials",{"title":1794,"description":1795,"path":1796,"category":1584,"updatedAt":834,"sourceType":750,"tags":1797},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[826,970,1798,1799,1504,1590],"npm","pin",{"title":1801,"description":1802,"path":1803,"category":1678,"updatedAt":791,"sourceType":750,"tags":1804},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[1680,1805,1141,907,1104],"raw-stream",{"title":1807,"description":1808,"path":1809,"category":1584,"updatedAt":942,"sourceType":750,"tags":1810},"remote auth fallback 和 tlsFingerprint 应该什么时候用","基于最新官方 Remote Access 文档，解释 gateway.remote 这套远程连接参数什么时候只是兜底、什么时候会 fail closed，以及 tlsFingerprint 在 wss 场景里真正保护什么。","/docs/reference/remote-auth-fallback-and-tls-fingerprint",[793,1811,909,720,1590],"tlsFingerprint",{"title":1813,"description":1814,"path":1815,"category":1584,"updatedAt":942,"sourceType":750,"tags":1816},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[935,1817,1818,1819,1590],"mentions","pending-history","reply",{"title":1821,"description":1822,"path":1823,"category":1584,"updatedAt":914,"sourceType":750,"tags":1824},"SecretRefs 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[936,1838,1839,1304,1590],"transcript","jsonl",{"title":1841,"description":1842,"path":1843,"category":1584,"updatedAt":1836,"sourceType":750,"tags":1844},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[874,899,1845,1528,742],"store",{"title":1847,"description":1848,"path":1849,"category":1584,"updatedAt":942,"sourceType":750,"tags":1850},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[743,1543,1528,1851,1590],"ingress",{"title":1853,"description":1854,"path":1855,"category":1584,"updatedAt":791,"sourceType":750,"tags":1856},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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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",[720,1072,2312,1013,888],"pending",{"title":2314,"description":2315,"path":2316,"category":2152,"date":1347,"updatedAt":1347,"sourceType":750,"source":2317,"tags":2318},"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",[720,936,849,779,2319],"state",{"title":2321,"description":2322,"path":2323,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2324,"tags":2325},"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",[935,1744,1158,1091,917],{"title":2327,"description":2328,"path":2329,"category":2152,"date":942,"updatedAt":942,"sourceType":750,"source":2324,"tags":2330},"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",[935,1817,2331,934,1205],"activation",{"title":2333,"description":2334,"path":2335,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2336,"tags":2337},"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",[734,1764,1379,1765,742],{"title":2339,"description":2340,"path":2341,"category":1946,"date":791,"updatedAt":791,"sourceType":750,"source":2342,"tags":2343},"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",[2344,1886,2345,2346,2347],"showcase","home-assistant","nix","infrastructure",{"title":2349,"description":2350,"path":2351,"category":2152,"date":914,"updatedAt":914,"sourceType":750,"source":2352,"tags":2353},"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",[874,724,1304,2235,1205],{"title":2355,"description":2356,"path":2357,"category":2152,"date":914,"updatedAt":914,"sourceType":750,"source":2358,"tags":2359},"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",[1505,897,874,1394,742],{"title":2361,"description":2362,"path":2363,"category":1972,"date":1947,"updatedAt":703,"sourceType":1646,"source":1974,"tags":2364},"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",[1502,1575,1503,735,743],{"title":2366,"description":2367,"path":2368,"category":2152,"date":834,"updatedAt":834,"sourceType":750,"source":2369,"tags":2370},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[2344,724,1021,2381,2382],"vector-search","knowledge",{"title":2384,"description":2385,"path":2386,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2387,"tags":2388},"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",[1744,935,962,964,1028],{"title":2390,"description":2391,"path":2392,"category":2152,"date":914,"updatedAt":914,"sourceType":750,"source":2393,"tags":2394},"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",[1091,849,917,1095,722],{"title":2396,"description":2397,"path":2398,"category":2152,"date":834,"updatedAt":834,"sourceType":750,"source":2221,"tags":2399},"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",[842,1786,907,909,1464],{"title":2401,"description":2402,"path":2403,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2404,"tags":2405},"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 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1517,1014,702,1072,793],{"title":2418,"description":2419,"path":2420,"category":2152,"date":942,"updatedAt":942,"sourceType":750,"source":2421,"tags":2422},"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",[779,849,1355,1517,889],{"title":2424,"description":2425,"path":2426,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2263,"tags":2427},"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",[1072,1624,722,1625,742],{"title":2429,"description":2430,"path":2431,"category":1946,"date":791,"updatedAt":791,"sourceType":750,"source":2432,"tags":2433},"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",[826,988,828,987,989],{"title":2435,"description":2436,"path":2437,"category":2152,"date":834,"updatedAt":834,"sourceType":750,"source":2438,"tags":2439},"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",[826,970,1798,1799,1504],{"title":2441,"description":2442,"path":2443,"category":2152,"date":834,"updatedAt":834,"sourceType":750,"source":2444,"tags":2445},"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",[1186,1187,770,1038,827],{"title":2447,"description":2448,"path":2449,"category":2152,"date":942,"updatedAt":942,"sourceType":750,"source":2450,"tags":2451},"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",[907,842,888,909,1205],{"title":2453,"description":2454,"path":2455,"category":2152,"date":942,"updatedAt":942,"sourceType":750,"source":2456,"tags":2457},"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",[907,1589,842,720,742],{"title":2459,"description":2460,"path":2461,"category":1946,"date":791,"updatedAt":791,"sourceType":750,"source":2140,"tags":2462},"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",[1502,1503,1505,1504],{"title":2464,"description":2465,"path":2466,"category":2152,"date":914,"updatedAt":914,"sourceType":750,"source":2166,"tags":2467},"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",[779,1072,888,793,1408],{"title":2469,"description":2470,"path":2471,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2472,"tags":2473},"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",[917,916,2474,722,918],"threads",{"title":2476,"description":2477,"path":2478,"category":2152,"date":894,"updatedAt":894,"sourceType":750,"source":2479,"tags":2480},"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",[1246,1133,1247,819,723],{"title":2482,"description":2483,"path":2484,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2485,"tags":2486},"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",[1826,2487,2488,1825,742],"snapshot","rotation",{"title":2490,"description":2491,"path":2492,"category":2152,"date":932,"updatedAt":932,"sourceType":750,"source":2352,"tags":2493},"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 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