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不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[1392,1411,1198,1391,1410],{"title":1433,"description":1434,"path":1435,"category":1354,"updatedAt":1309,"sourceType":1226,"tags":1436},"OpenClaw 渠道能力概览","了解 OpenClaw 当前支持的主要聊天渠道、接入方式，以及第一次应该如何选择和配置渠道。","/docs/manual/channels-overview",[1198,1437,1438,1439],"telegram","whatsapp","discord",{"title":1441,"description":1442,"path":1443,"category":1354,"updatedAt":1389,"sourceType":1226,"tags":1444},"ClawHub 的搜索、信号和信任边界","基于最新官方 ClawHub 文档，整理技能注册表里的搜索、标签、下载信号、举报与 moderation 机制，以及中文用户挑选技能时最该看什么。","/docs/manual/clawhub-discovery-and-trust-signals",[1445,1211,1446,1447,1448],"clawhub","registry","moderation","discovery",{"title":1450,"description":1451,"path":1452,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1453},"ClawHub 的版本、锁文件和 sync 怎么理解","基于最新官方 ClawHub 文档，整理 skill bundle 的版本化、.clawhub/lock.json 的作用、sync 的扫描规则，以及为什么 ClawHub 不只是“安装站”。","/docs/manual/clawhub-versioning-and-sync",[1445,1211,1454,1455,1456],"sync","lockfile","versioning",{"title":1458,"description":1459,"path":1460,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1461},"社区插件目录怎么用","基于最新官方插件文档，整理 Community plugins 页面里最重要的筛选思路，帮助你判断哪些第三方插件值得装、哪些只适合观察。","/docs/manual/community-plugins-directory",[1301,1462,1463,1464,1465],"community","ecosystem","extensions","directory",{"title":1467,"description":1468,"path":1469,"category":1416,"updatedAt":1417,"sourceType":1226,"tags":1470},"Control UI 的 Tools 面板为什么更像运行时目录，不是静态配置页","基于最新官方 WebChat 文档，解释 Control UI `/agents` 里的 Tools 面板如何通过 tools.catalog 拉取运行时目录、何时回退到静态列表，以及为什么真正的可用性最终仍由 allow/deny 和多层策略优先级决定。","/docs/manual/control-ui-tools-catalog-and-policy-precedence",[1471,1199,1472,1473,1343],"control-ui","catalog","policy",{"title":1475,"description":1476,"path":1477,"category":1191,"updatedAt":1179,"sourceType":1226,"tags":1478},"Control UI 是什么","理解 Control UI 在 OpenClaw 中承担的角色，以及首次安装、排错和长期运行时应该如何使用它。","/docs/manual/control-ui",[1254,1471,1196,1218],{"title":1480,"description":1481,"path":1482,"category":1291,"updatedAt":1179,"sourceType":1226,"tags":1483},"OpenClaw 核心能力总览","用一页理解 OpenClaw 当前最重要的能力结构，包括渠道、控制台、扩展和运行边界。","/docs/manual/core-capabilities",[1484,1198,1211,1485],"capabilities","voice",{"title":1487,"description":1488,"path":1489,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1490},"Dashboard 快速打开与认证行为","基于最新官方 Dashboard 文档，整理 openclaw dashboard 的快速打开路径、token 在浏览器里的保存行为，以及本地与远程打开时最容易混淆的认证边界。","/docs/manual/dashboard-fast-path-and-auth",[1254,1471,1384,1491,1492],"token","browser",{"title":1494,"description":1495,"path":1496,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1497},"Deepgram 音频转录怎么接","基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","/docs/manual/deepgram-audio-transcription",[1498,1499,1500,1485,1382],"deepgram","transcription","audio",{"title":1502,"description":1503,"path":1504,"category":1354,"updatedAt":1179,"sourceType":1226,"tags":1505},"Discord 与 Slack 接入重点","团队协作场景里，Discord 和 Slack 分别适合什么、和 Telegram/WhatsApp 的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1198,1439,1506,1347,1507],"slack","team",{"title":1509,"description":1510,"path":1511,"category":1354,"updatedAt":1512,"sourceType":1226,"tags":1513},"Exec 工具、apply_patch 与执行审批","基于官方 exec、apply_patch 和 exec approvals 文档，解释高权限工具如何工作，为什么审批是硬边界，以及哪些配置最值得先看。","/docs/manual/exec-tools-and-approvals","2026-03-12",[1514,1515,1516,1199,1219],"exec","apply-patch","approvals",{"title":1518,"description":1519,"path":1520,"category":1354,"updatedAt":1417,"sourceType":1226,"tags":1521},"从 Skills 到 Workflows：OpenClaw 扩展栈完整地图","把 Skills、Tools、插件、Hooks、ClawHub、OpenProse、Lobster 和审批流程收成一张扩展地图，帮助你判断什么时候该引入哪一层复杂度。","/docs/manual/extension-stack-full-map",[1211,1199,1301,1303,1522,1516],"workflows",{"title":1524,"description":1525,"path":1526,"category":1354,"updatedAt":1369,"sourceType":1226,"tags":1527},"Feishu 扫码接入、群控边界与 Drive 评论流","基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","/docs/manual/feishu-qr-login-and-drive-comments",[1528,1529,1198,1530,1531,1532],"feishu","lark","drive","comments","collaboration",{"title":1534,"description":1535,"path":1536,"category":1416,"updatedAt":1417,"sourceType":1226,"tags":1537},"Telegram forum topic、群 session 和 thread key 应该怎么一起看","基于最新官方 Groups 与 Channel Routing 文档，整理 Telegram forum topic 在 OpenClaw 里的 session key 形态、topic 级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[1437,1538,1349,1392,1343],"forum-topics",{"title":1540,"description":1541,"path":1542,"category":1354,"updatedAt":1417,"sourceType":1226,"tags":1543},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1209,1196,1198,1317,1200,1178],{"title":1545,"description":1546,"path":1547,"category":1354,"updatedAt":1407,"sourceType":1226,"tags":1548},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[1363,1549,1550,1551,1196],"headless","pairing","devices",{"title":1553,"description":1554,"path":1555,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1556},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[1303,1557,1558,1178,1301],"lifecycle","events",{"title":1560,"description":1561,"path":1562,"category":1354,"updatedAt":1179,"sourceType":1226,"tags":1563},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[1303,1178,1522,1558],{"title":1565,"description":1566,"path":1567,"category":1354,"updatedAt":1389,"sourceType":1226,"tags":1568},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[1569,1570,1571,1572,1573],"messages","queueing","dedupe","debounce","delivery",{"title":1575,"description":1576,"path":1577,"category":1354,"updatedAt":1309,"sourceType":1226,"tags":1578},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[1579,1580,1581,1582,1294],"ollama","local-model","llm","privacy",{"title":1584,"description":1585,"path":1586,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1587},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[1588,1363,1426,1589,1590],"location","permissions","gps",{"title":1592,"description":1593,"path":1594,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1595},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[1200,1596,1349,1597,1598],"markdown","memory_search","memory_get",{"title":1600,"description":1601,"path":1602,"category":1354,"updatedAt":1309,"sourceType":1226,"tags":1603},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[1200,1301,1604,1605,1596],"lancedb","memory-core",{"title":1607,"description":1608,"path":1609,"category":1354,"updatedAt":1512,"sourceType":1226,"tags":1610},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[1200,1611,1612,1613,1604],"search","indexing","embeddings",{"title":1615,"description":1616,"path":1617,"category":1354,"updatedAt":1179,"sourceType":1172,"tags":1618},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","/docs/manual/memory-system",[1200,1356,1411,1619],"logs",{"title":1621,"description":1622,"path":1623,"category":1354,"updatedAt":1179,"sourceType":1226,"tags":1624},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[1200,1199,1211,1356,1246],{"title":1626,"description":1627,"path":1628,"category":1354,"updatedAt":1512,"sourceType":1226,"tags":1629},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[1569,1630,1573,1437,1439],"retry",{"title":1632,"description":1633,"path":1634,"category":1416,"updatedAt":1417,"sourceType":1226,"tags":1635},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[1317,1636,1637,1638,1639,1343],"allowlist","aliases","image","gating",{"title":1641,"description":1642,"path":1643,"category":1354,"updatedAt":1309,"sourceType":1226,"tags":1644},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[1317,1581,1382,1392],{"title":1646,"description":1647,"path":1648,"category":1354,"updatedAt":1179,"sourceType":1226,"tags":1649},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[1363,1426,1425,1485,1550],{"title":1651,"description":1652,"path":1653,"category":1343,"updatedAt":1344,"sourceType":1226,"tags":1654},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1655,1384,1656,1657,1658],"oauth","codex","claude","profiles",{"title":1660,"description":1661,"path":1662,"category":1354,"updatedAt":1309,"sourceType":1226,"tags":1663},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1664,1665,1302,1516,1246],"openprose","lobster",{"title":1667,"description":1668,"path":1669,"category":1343,"updatedAt":1670,"sourceType":1226,"tags":1671},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[1672,1401,1673,1674,1675,1676,1677],"platforms","ios","android","windows","linux","install",{"title":1679,"description":1680,"path":1681,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1682},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[1301,1303,1178,1464,1683],"governance",{"title":1685,"description":1686,"path":1687,"category":1354,"updatedAt":1266,"sourceType":1226,"tags":1688},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 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顺序。","/docs/operations/update-channels-and-safe-rollout",[2052,1198,2053,2054,2055,2056],"update","stable","beta","dev","rollout",{"title":2058,"description":2059,"path":2060,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2062},"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 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[2063,2064,2065,2066,2067],"anthropic","429","context1m","failover","reference",{"title":2069,"description":2070,"path":2071,"category":2061,"updatedAt":1179,"sourceType":1226,"tags":2072},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[2067,1374,1755,2073],"diagnostics",{"title":2075,"description":2076,"path":2077,"category":2061,"updatedAt":1309,"sourceType":1226,"tags":2078},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[1516,1636,1514,1196,2079,2067],"node",{"title":2081,"description":2082,"path":2083,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2084},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 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",[1384,1658,2066,1349,2067],{"title":2086,"description":2087,"path":2088,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2089},"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",[1550,2090,1437,1551,2067],"bootstrapToken",{"title":2092,"description":2093,"path":2094,"category":2067,"updatedAt":1344,"sourceType":1226,"tags":2095},"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",[2096,1348,1393,1356,1956,1347],"templates",{"title":2098,"description":2099,"path":2100,"category":2061,"updatedAt":1407,"sourceType":1226,"tags":2101},"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",[1550,2102,1198,2103,1885],"allowFrom","account",{"title":2105,"description":2106,"path":2107,"category":2061,"updatedAt":1512,"sourceType":1226,"tags":2108},"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",[1374,2067,2109,2110],"commands","terminal",{"title":2112,"description":2113,"path":2114,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2115},"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",[2116,2117,1384,1382,2067],"cloudflare-ai-gateway","headers",{"title":2119,"description":2120,"path":2121,"category":2122,"updatedAt":1309,"sourceType":1462,"tags":2123},"社区支持","汇总 OpenClaw 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",[1462,2124,2125,2126],"github","issues","feedback",{"title":2128,"description":2129,"path":2130,"category":2061,"updatedAt":1512,"sourceType":1226,"tags":2131},"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",[1210,2067,2132,2133],"settings","options",{"title":2135,"description":2136,"path":2137,"category":2061,"updatedAt":1266,"sourceType":1226,"tags":2138},"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",[1471,1550,1551,1492,1885],{"title":2140,"description":2141,"path":2142,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2143},"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",[1372,1630,2144,1715,2067],"scheduler",{"title":2146,"description":2147,"path":2148,"category":2061,"updatedAt":1824,"sourceType":1226,"tags":2149},"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",[1254,1491,2150,2151,1384],"secretref","sessionStorage",{"title":2153,"description":2154,"path":2155,"category":2156,"updatedAt":1512,"sourceType":1226,"tags":2157},"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",[2158,2159,2160,1904,1619],"debugging","debug","runtime-overrides",{"title":2162,"description":2163,"path":2164,"category":2061,"updatedAt":1389,"sourceType":1226,"tags":2165},"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",[2073,2166,2167,2159,2067],"logging","flags",{"title":2169,"description":2170,"path":2171,"category":2061,"updatedAt":1389,"sourceType":1226,"tags":2172},"dmScope 和 identityLinks 应该怎么一起用","基于最新官方会话管理文档，解释 OpenClaw 的 dmScope 四种模式、identityLinks 的真实作用，以及为什么多人 DM、跨渠道私聊和多账户环境不能只改一个开关。","/docs/reference/dm-scope-and-identity-links",[1411,2173,2174,1392,2067],"dmScope","identityLinks",{"title":2176,"description":2177,"path":2178,"category":2061,"updatedAt":1389,"sourceType":1226,"tags":2179},"doctor 的 repair、force 和 non-interactive 应该怎么选","基于最新官方 Doctor 文档，解释 openclaw doctor 在 interactive、--repair、--force、--yes、--non-interactive 和 --deep 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",[1904,1905,2073,2180,2067],"migrations",{"title":2182,"description":2183,"path":2184,"category":2061,"updatedAt":1389,"sourceType":1226,"tags":2185},"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",[1758,1210,1419,2186,2067],"shell",{"title":2188,"description":2189,"path":2190,"category":2061,"updatedAt":1309,"sourceType":1193,"tags":2191},"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",[2192,1979,1462,2193,1981],"sources","trust",{"title":2195,"description":2196,"path":2197,"category":2061,"updatedAt":1266,"sourceType":1226,"tags":2198},"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",[1196,2199,1374,1832,1364],"rpc",{"title":2201,"description":2202,"path":2203,"category":2061,"updatedAt":1389,"sourceType":1226,"tags":2204},"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 的真实边界，避免把两套授权机制混成一套。","/docs/reference/gateway-owned-pairing-vs-device-pairing",[1550,1551,1196,1363,2067],{"title":2206,"description":2207,"path":2208,"category":2061,"updatedAt":1824,"sourceType":1226,"tags":2209},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[1411,1196,1324,1254,2067],{"title":2211,"description":2212,"path":2213,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2214},"Gateway WebSocket 的 role 和 scope 应该怎么理解","基于最新官方 Gateway Protocol 文档，解释 OpenClaw 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",[1196,1832,2215,2216,2067],"protocol","scopes",{"title":2218,"description":2219,"path":2220,"category":2061,"updatedAt":1407,"sourceType":1226,"tags":2221},"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",[1410,2222,1392,1636,1569],"mention",{"title":2224,"description":2225,"path":2226,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2227},"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",[1878,2228,2229,2230,2067],"visibility","activeHours","alerts",{"title":2232,"description":2233,"path":2234,"category":2061,"updatedAt":1407,"sourceType":1226,"tags":2235},"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 SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[1826,1832,2236,1196,2067],"sdk",{"title":2238,"description":2239,"path":2240,"category":2061,"updatedAt":1407,"sourceType":1226,"tags":2241},"include 合并时，数组和 sibling override 到底怎么生效","基于最新官方 Configuration 文档，解释 OpenClaw 在 $include 合并时数组、对象和 sibling keys 的真实处理顺序，帮助团队避免把 include 当成“总是深合并”的黑盒。","/docs/reference/include-merge-arrays-and-sibling-overrides",[1210,2242,1856,2243,2067],"include","arrays",{"title":2245,"description":2246,"path":2247,"category":2061,"updatedAt":1389,"sourceType":1226,"tags":2248},"Lobster 的调用、审批和 resume token","基于最新官方 Lobster 文档，解释 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",[1665,2249,1516,1246,2067],"invoke",{"title":2251,"description":2252,"path":2253,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2254},"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",[1200,2255,2256,2257,2258,2067],"hybrid-search","ranking","mmr","retrieval",{"title":2260,"description":2261,"path":2262,"category":2061,"updatedAt":1309,"sourceType":1226,"tags":2263},"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",[1317,2264,1384,1382,2067],"probe",{"title":2266,"description":2267,"path":2268,"category":2061,"updatedAt":1753,"sourceType":1226,"tags":2269},"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",[1550,1551,2102,2270,1885],"credentials",{"title":2272,"description":2273,"path":2274,"category":2061,"updatedAt":1309,"sourceType":1226,"tags":2275},"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",[1301,1445,2276,2277,1981,2067],"npm","pin",{"title":2279,"description":2280,"path":2281,"category":2156,"updatedAt":1266,"sourceType":1226,"tags":2282},"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",[2158,2283,1619,1382,1582],"raw-stream",{"title":2285,"description":2286,"path":2287,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2288},"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",[1268,2289,1384,1196,2067],"tlsFingerprint",{"title":2291,"description":2292,"path":2293,"category":2061,"updatedAt":1417,"sourceType":1226,"tags":2294},"回复机器人消息也算 mention 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入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[1411,1219,2173,1550,1636],{"title":2310,"description":2311,"path":2312,"category":2061,"updatedAt":2313,"sourceType":1226,"tags":2314},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[1411,2315,2316,1781,2067],"transcript","jsonl",{"title":2318,"description":2319,"path":2320,"category":2061,"updatedAt":2313,"sourceType":1226,"tags":2321},"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 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[1178,1878,1372,2335,1218],{"title":2653,"description":2654,"path":2655,"category":2629,"date":1369,"updatedAt":1369,"sourceType":1226,"source":2656,"tags":2657},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[1371,1178,1372,1373,2005,1218],{"title":2659,"description":2660,"path":2661,"category":2629,"date":1369,"updatedAt":1369,"sourceType":1226,"source":2662,"tags":2663},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[1380,1381,1383,1382,1683],{"title":2665,"description":2666,"path":2667,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2668,"tags":2669},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[1409,1393,1410,1392,1438],{"title":2671,"description":2672,"path":2673,"category":2629,"date":1417,"updatedAt":1417,"sourceType":1226,"source":2674,"tags":2675},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[1254,2040,1550,1268,1219],{"title":2677,"description":2678,"path":2679,"category":2629,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2637,"tags":2680},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[1437,1439,1516,1198,1994],{"title":2682,"description":2683,"path":2684,"category":2480,"date":1192,"updatedAt":1192,"sourceType":1462,"source":2685,"tags":2686},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 生态里的关注点：本地部署、中文模型接入、数据安全与本土服务集成。","/news/openclaw-china-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-china-ai-ecosystem-analysis.md",[2361,1463,2483,2436],{"title":2688,"description":2689,"path":2690,"category":2629,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2691,"tags":2692},"OpenClaw ClawHub 观察：sync、lockfile 与最小 telemetry 让技能注册表更像正式分发生态","基于 2026 年 3 月 24 日可见的官方 ClawHub 文档，最近最值得关注的变化不是“技能数量”，而是技能分发、版本记录和同步行为正在更像一套正式 registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[1445,1211,1454,1455,2693,1446],"telemetry",{"title":2695,"description":2696,"path":2697,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2698,"tags":2699},"OpenClaw CLI 观察：命令行已经不只是辅助工具，而是在慢慢收敛成正式控制面","基于 2026 年 3 月 21 日可见的官方 CLI Reference、Gateway protocol 与 Dashboard 文档，整理最近最值得中文站关注的 CLI 变化：status/health/logs 分层、gateway RPC 边界，以及 Dashboard 和 CLI 之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[1374,1196,2199,1364,1218],{"title":2701,"description":2702,"path":2703,"category":2629,"date":1389,"updatedAt":1389,"sourceType":1226,"source":2704,"tags":2705},"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",[1210,1758,1391,2706,1218],"overrides",{"title":2708,"description":2709,"path":2710,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2617,"tags":2711},"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",[1780,1781,1349,1200,2712],"continuity",{"title":2714,"description":2715,"path":2716,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2717,"tags":2718},"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",[1471,1254,1864,1550,1268],{"title":2720,"description":2721,"path":2722,"category":2629,"date":1824,"updatedAt":1824,"sourceType":1226,"source":2643,"tags":2723},"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 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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",[1207,1211,1463,2361],{"title":2737,"description":2738,"path":2739,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2740,"tags":2741},"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",[1551,1550,1491,1898,2742],"rotate",{"title":2744,"description":2745,"path":2746,"category":2629,"date":1389,"updatedAt":1389,"sourceType":1226,"source":2747,"tags":2748},"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",[1904,2073,1905,2158,1218],{"title":2750,"description":2751,"path":2752,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2747,"tags":2753},"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",[1904,1905,1755,1982,2073],{"title":2755,"description":2756,"path":2757,"category":2758,"date":1192,"updatedAt":1192,"sourceType":1462,"source":2759,"tags":2760},"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",[2761,2762,2763,2764],"education","adoption","ai-tutor","higher-education",{"title":2766,"description":2767,"path":2768,"category":2758,"date":1192,"updatedAt":1192,"sourceType":1462,"source":2769,"tags":2770},"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",[1217,1176,1246,2361],{"title":2772,"description":2773,"path":2774,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2775,"tags":2776},"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",[1211,1445,1301,1303,1464],{"title":2778,"description":2779,"path":2780,"category":2629,"date":1369,"updatedAt":1369,"sourceType":1226,"source":2781,"tags":2782},"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",[1528,1529,1530,1531,1198,1532],{"title":2784,"description":2785,"path":2786,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2787,"tags":2788},"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",[1196,1550,2789,1491,1363],"pending",{"title":2791,"description":2792,"path":2793,"category":2629,"date":1824,"updatedAt":1824,"sourceType":1226,"source":2794,"tags":2795},"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",[1196,1411,1324,1254,2796],"state",{"title":2798,"description":2799,"path":2800,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2801,"tags":2802},"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 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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",[1210,2242,1856,2243,1218],{"title":2816,"description":2817,"path":2818,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2819,"tags":2820},"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",[2821,1176,2822,2823,2824],"showcase","home-assistant","nix","infrastructure",{"title":2826,"description":2827,"path":2828,"category":2629,"date":1389,"updatedAt":1389,"sourceType":1226,"source":2829,"tags":2830},"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",[2821,1200,1499,2858,2859],"vector-search","knowledge",{"title":2861,"description":2862,"path":2863,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2864,"tags":2865},"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",[2222,1410,1437,1439,1506],{"title":2867,"description":2868,"path":2869,"category":2629,"date":1389,"updatedAt":1389,"sourceType":1226,"source":2870,"tags":2871},"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",[1569,1324,1392,1573,1198],{"title":2873,"description":2874,"path":2875,"category":2629,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2698,"tags":2876},"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",[1317,2264,1382,1384,1941],{"title":2878,"description":2879,"path":2880,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2881,"tags":2882},"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",[1363,1549,1196,1550,1551],{"title":2884,"description":2885,"path":2886,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2887,"tags":2888},"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",[1253,2407,1677,2408,1982],{"title":2890,"description":2891,"path":2892,"category":2629,"date":1824,"updatedAt":1824,"sourceType":1226,"source":2717,"tags":2893},"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",[1994,1492,1471,1550,1268],{"title":2895,"description":2896,"path":2897,"category":2629,"date":1417,"updatedAt":1417,"sourceType":1226,"source":2898,"tags":2899},"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",[1254,1324,1832,1994,1364],{"title":2901,"description":2902,"path":2903,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2740,"tags":2904},"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",[1550,2102,1198,2103,1218],{"title":2906,"description":2907,"path":2908,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2909,"tags":2910},"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",[1301,1463,1303,1462,1464],{"title":2912,"description":2913,"path":2914,"category":2629,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2915,"tags":2916},"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",[1301,1445,2276,2277,1981],{"title":2918,"description":2919,"path":2920,"category":2629,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2921,"tags":2922},"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",[1664,1665,1246,1516,1302],{"title":2924,"description":2925,"path":2926,"category":2629,"date":1417,"updatedAt":1417,"sourceType":1226,"source":2927,"tags":2928},"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",[1382,1317,1363,1384,1683],{"title":2930,"description":2931,"path":2932,"category":2629,"date":1417,"updatedAt":1417,"sourceType":1226,"source":2933,"tags":2934},"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",[1382,2066,1317,1196,1218],{"title":2936,"description":2937,"path":2938,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2617,"tags":2939},"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",[1979,1980,1982,1981],{"title":2941,"description":2942,"path":2943,"category":2629,"date":1389,"updatedAt":1389,"sourceType":1226,"source":2643,"tags":2944},"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",[1254,1550,1363,1268,1885],{"title":2946,"description":2947,"path":2948,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2949,"tags":2950},"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",[1392,1391,2951,1198,1393],"threads",{"title":2953,"description":2954,"path":2955,"category":2629,"date":1369,"updatedAt":1369,"sourceType":1226,"source":2956,"tags":2957},"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",[1723,1611,1724,1294,1199],{"title":2959,"description":2960,"path":2961,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2962,"tags":2963},"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",[2303,2964,2965,996,1218],"snapshot","rotation",{"title":2967,"description":2968,"path":2969,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":2829,"tags":2970},"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",[1411,1219,2173,1550,2020],{"title":2972,"description":2973,"path":2974,"category":2629,"date":1309,"updatedAt":1309,"sourceType":1226,"source":2975,"tags":2976},"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",[1219,2005,2007,2006,1218],{"title":2978,"description":2979,"path":2980,"category":2981,"date":1192,"updatedAt":1192,"sourceType":1462,"source":2982,"tags":2983},"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",[1219,2984,1582,1217],"compliance",{"title":2986,"description":2987,"path":2988,"category":2629,"date":1389,"updatedAt":1389,"sourceType":1226,"source":2962,"tags":2989},"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",[1219,996,1516,2990,1218],"proxy",{"title":2992,"description":2993,"path":2994,"category":2629,"date":2313,"updatedAt":2313,"sourceType":1226,"source":2995,"tags":2996},"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",[1411,2316,1781,2315,1196],{"title":2998,"description":2999,"path":3000,"category":2629,"date":2313,"updatedAt":2313,"sourceType":1226,"source":3001,"tags":3002},"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",[1349,1374,2322,2005,1218],{"title":3004,"description":3005,"path":3006,"category":2629,"date":1407,"updatedAt":1407,"sourceType":1226,"source":3007,"tags":3008},"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",[1219,2020,2021,3009,1196],"sandbox",{"title":3011,"description":3012,"path":3013,"category":2422,"date":1266,"updatedAt":1266,"sourceType":1226,"source":2819,"tags":3014},"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",[2821,1462,1437,1211,1178],{"title":3016,"description":3017,"path":3018,"category":2629,"date":1417,"updatedAt":1417,"sourceType":1226,"source":3007,"tags":3019},"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 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