[{"data":1,"prerenderedAt":3314},["ShallowReactive",2],{"docs:manual/providers-and-fallback":3,"content-manifest":672},{"id":4,"title":5,"body":6,"category":653,"date":654,"description":655,"extension":656,"meta":657,"navigation":658,"path":659,"seo":660,"source":661,"sourceName":662,"sourceType":663,"stem":664,"tags":665,"updatedAt":670,"__hash__":671},"docs/docs/manual/providers-and-fallback.md","模型提供商与故障转移",{"type":7,"value":8,"toc":634},"minimark",[9,12,16,21,24,106,109,126,129,133,136,195,198,224,227,230,234,237,245,248,251,265,268,272,275,278,292,296,304,307,318,321,325,328,331,345,348,352,355,358,372,375,379,382,385,399,402,405,409,412,427,430,434,437,448,452,455,487,491,494,497,505,508,526,529,534,537,547,550,554,557,565,568,570,580,583,587,590,601,604,630],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"本站已经有“模型怎么选”的中文说明，但对官方 provider 体系、模型命名方式和 fallback 机制还不够完整。官方中文站现在把 providers 作为一个独立总入口，这说明模型问题在 OpenClaw 里不只是“选哪家强”，而是正式的系统配置层。",[17,18,20],"h2",{"id":19},"openclaw-的模型写法是什么","OpenClaw 的模型写法是什么",[13,22,23],{},"官方文档给出的默认模型写法是：",[25,26,31],"pre",{"className":27,"code":28,"language":29,"meta":30,"style":30},"language-json shiki shiki-themes github-light github-dark","{\n  \"agents\": {\n    \"defaults\": {\n      \"model\": {\n        \"primary\": \"anthropic/claude-opus-4-5\"\n      }\n    }\n  }\n}\n","json","",[32,33,34,43,53,61,69,82,88,94,100],"code",{"__ignoreMap":30},[35,36,39],"span",{"class":37,"line":38},"line",1,[35,40,42],{"class":41},"sVt8B","{\n",[35,44,46,50],{"class":37,"line":45},2,[35,47,49],{"class":48},"sj4cs","  \"agents\"",[35,51,52],{"class":41},": {\n",[35,54,56,59],{"class":37,"line":55},3,[35,57,58],{"class":48},"    \"defaults\"",[35,60,52],{"class":41},[35,62,64,67],{"class":37,"line":63},4,[35,65,66],{"class":48},"      \"model\"",[35,68,52],{"class":41},[35,70,72,75,78],{"class":37,"line":71},5,[35,73,74],{"class":48},"        \"primary\"",[35,76,77],{"class":41},": ",[35,79,81],{"class":80},"sZZnC","\"anthropic/claude-opus-4-5\"\n",[35,83,85],{"class":37,"line":84},6,[35,86,87],{"class":41},"      }\n",[35,89,91],{"class":37,"line":90},7,[35,92,93],{"class":41},"    }\n",[35,95,97],{"class":37,"line":96},8,[35,98,99],{"class":41},"  }\n",[35,101,103],{"class":37,"line":102},9,[35,104,105],{"class":41},"}\n",[13,107,108],{},"它的核心规则很简单：",[110,111,112,120,123],"ul",{},[113,114,115,116,119],"li",{},"使用 ",[32,117,118],{},"provider/model"," 形式",[113,121,122],{},"先认证 provider",[113,124,125],{},"再把默认模型指到对应 provider 下的具体模型",[13,127,128],{},"这比只写“模型名”更稳，因为它把提供商边界写明了。",[17,130,132],{"id":131},"官方-provider-范围比很多人想象的大","官方 provider 范围比很多人想象的大",[13,134,135],{},"根据官方中文 providers 页面截至 2026 年 3 月 17 日的目录，OpenClaw 不只是支持少数几家常见云模型。页面里明确列出的包括：",[110,137,138,141,144,147,150,153,156,159,162,165,168,171,174,177,180,183,186,189,192],{},[113,139,140],{},"Anthropic",[113,142,143],{},"Amazon Bedrock",[113,145,146],{},"Claude Max API 代理（社区工具）",[113,148,149],{},"Deepgram（转录）",[113,151,152],{},"GitHub Copilot",[113,154,155],{},"GLM Models",[113,157,158],{},"MiniMax",[113,160,161],{},"Moonshot AI",[113,163,164],{},"OpenCode",[113,166,167],{},"Ollama",[113,169,170],{},"OpenAI",[113,172,173],{},"OpenRouter",[113,175,176],{},"Qianfan",[113,178,179],{},"Qwen",[113,181,182],{},"Synthetic",[113,184,185],{},"Venice AI",[113,187,188],{},"Vercel AI Gateway",[113,190,191],{},"Xiaomi MiMo",[113,193,194],{},"Z.AI",[13,196,197],{},"而当前 providers 列表里还额外出现了：",[110,199,200,203,206,209,212,215,218,221],{},[113,201,202],{},"Cloudflare AI Gateway",[113,204,205],{},"Hugging Face",[113,207,208],{},"Kilocode",[113,210,211],{},"LiteLLM",[113,213,214],{},"Mistral",[113,216,217],{},"NVIDIA",[113,219,220],{},"Together AI",[113,222,223],{},"vLLM",[13,225,226],{},"还有专门的转录提供商，例如 Deepgram。",[13,228,229],{},"这意味着“接 provider”本身已经是一个正式能力面，而不是第三方折腾。",[17,231,233],{"id":232},"官方现在把统一网关型-provider单独做出来了","官方现在把“统一网关型 provider”单独做出来了",[13,235,236],{},"最新 providers 页里已经不只是列 API 厂商，而是把下面这些也单独列入正式路径：",[110,238,239,241,243],{},[113,240,211],{},[113,242,202],{},[113,244,188],{},[13,246,247],{},"这说明 OpenClaw 已经把“上游模型厂商”和“统一网关/路由层”都当成正式 provider 入口来处理。",[13,249,250],{},"对长期运行来说，这特别有意义，因为它让你可以把：",[110,252,253,256,259,262],{},[113,254,255],{},"成本统计",[113,257,258],{},"路由",[113,260,261],{},"缓存",[113,263,264],{},"多上游切换",[13,266,267],{},"放到更清晰的一层里理解。",[17,269,271],{"id":270},"官方对-venice-的定位仍然很明确","官方对 Venice 的定位仍然很明确",[13,273,274],{},"中文 provider 文档里把 Venice 单独做了亮点推荐，用于隐私优先推理，并给出了默认模型和更强组合。",[13,276,277],{},"这说明官方并不只在推 OpenAI 或 Anthropic，而是在强调不同 provider 适合不同目标：",[110,279,280,283,286,289],{},[113,281,282],{},"隐私",[113,284,285],{},"成本",[113,287,288],{},"稳定性",[113,290,291],{},"本地化或区域可达性",[17,293,295],{"id":294},"transcription-provider-现在也不该和聊天-provider-混着理解","Transcription provider 现在也不该和聊天 provider 混着理解",[13,297,298,299,303],{},"截至 2026 年 3 月 17 日，官方 providers 总页已经把 ",[300,301,302],"strong",{},"Deepgram"," 单独列到“转录提供商”部分。",[13,305,306],{},"这意味着：",[110,308,309,312,315],{},[113,310,311],{},"聊天主模型 provider 是一层",[113,313,314],{},"embeddings / memory 可能是另一层",[113,316,317],{},"音频转录 provider 又是另一层",[13,319,320],{},"所以“我已经配好了模型”并不等于“语音 / 转录 / 记忆相关 provider 都已经完整配置”。",[17,322,324],{"id":323},"为什么-fallback-应该被当成正式配置","为什么 fallback 应该被当成正式配置",[13,326,327],{},"虽然 provider 总览页更偏目录，但结合官方其他文档可以看出，长期运行环境里默认只依赖一个 provider 风险很高。",[13,329,330],{},"更适合的理解方式是：",[110,332,333,339],{},[113,334,335,338],{},[32,336,337],{},"primary"," 负责主路径",[113,340,341,344],{},[32,342,343],{},"fallback"," 负责 provider 波动、限速或临时不可用时的兜底",[13,346,347],{},"尤其在真实渠道已经接入时，fallback 不是锦上添花，而是减少单点故障的基本手段。",[17,349,351],{"id":350},"本地-ollama-在体系里是什么角色","本地 Ollama 在体系里是什么角色",[13,353,354],{},"官方把 Ollama 放进正式 provider 目录里，这一点很重要。它说明本地模型不是“站外玩法”，而是官方认可的提供商路径之一。",[13,356,357],{},"更适合本地模型的场景通常是：",[110,359,360,363,366,369],{},[113,361,362],{},"实验",[113,364,365],{},"隐私敏感任务",[113,367,368],{},"预算有限时的补充",[113,370,371],{},"某些低风险离线路径",[13,373,374],{},"但如果你需要稳定工具调用和长期高质量主会话，仍然更适合保留一个稳定云端主 provider。",[17,376,378],{"id":377},"provider-认证和聊天授权不要混淆","Provider 认证和聊天授权不要混淆",[13,380,381],{},"官方其他页面已经多次体现出一条边界：聊天能用，不代表所有 provider 相关能力都自动可用。",[13,383,384],{},"例如：",[110,386,387,390,393,396],{},[113,388,389],{},"聊天主模型认证",[113,391,392],{},"embeddings 认证",[113,394,395],{},"转录 provider",[113,397,398],{},"远程或代理 provider",[13,400,401],{},"都可能是分开的，而且最新官方目录已经用页面结构把这件事表现得更清楚了。",[13,403,404],{},"所以“已经能聊天了”不等于“记忆搜索、本地转录和 fallback 都配置好了”。",[17,406,408],{"id":407},"更稳的-provider-配置顺序","更稳的 provider 配置顺序",[13,410,411],{},"如果你准备做长期运行，建议按这个顺序：",[413,414,415,418,421,424],"ol",{},[113,416,417],{},"先选一个主 provider",[113,419,420],{},"确认认证和默认模型都正常",[113,422,423],{},"再加一个 fallback",[113,425,426],{},"最后再补本地模型或区域性 provider",[13,428,429],{},"不要一开始就把很多 provider 一起堆上去，否则排错会非常痛苦。",[17,431,433],{"id":432},"中文站建议怎么理解-provider-页面","中文站建议怎么理解 provider 页面",[13,435,436],{},"官方 provider 总页更像一个“能力目录”，不是最终配置教程。更适合的使用方式是：",[413,438,439,442,445],{},[113,440,441],{},"先从总页确认支持哪些 provider",[113,443,444],{},"再按你所在地区、预算和任务类型选几家",[113,446,447],{},"最后再回到本站的模型策略文档做主力/fallback 设计",[17,449,451],{"id":450},"一个更贴近-2026-年-3-月官方目录的理解方式","一个更贴近 2026 年 3 月官方目录的理解方式",[13,453,454],{},"如果你要快速给当前 provider 体系分层，可以这样看：",[110,456,457,463,469,475,481],{},[113,458,459,462],{},[300,460,461],{},"直接上游","：Anthropic、OpenAI、Moonshot、MiniMax、Qwen、GLM、Z.AI、Xiaomi 等",[113,464,465,468],{},[300,466,467],{},"统一网关","：LiteLLM、Cloudflare AI Gateway、Vercel AI Gateway、OpenRouter",[113,470,471,474],{},[300,472,473],{},"本地 / 自托管","：Ollama、vLLM",[113,476,477,480],{},[300,478,479],{},"补充能力","：Deepgram 这类转录 provider",[113,482,483,486],{},[300,484,485],{},"社区或兼容层","：Claude Max API Proxy、Synthetic 等",[17,488,490],{"id":489},"_2026-年-3-月-24-日的中文-provider-观察","2026 年 3 月 24 日的中文 provider 观察",[13,492,493],{},"近期公开可访问的中文教程站和社区文章，在介绍 provider 时有一个很明显的倾向：会优先强调国内可用、中文能力和本地模型，而不是完整覆盖官方 provider 目录。",[13,495,496],{},"这对第一次入门很友好，但也容易让人忽略两件事：",[110,498,499,502],{},[113,500,501],{},"OpenClaw 的 provider 体系其实比中文文章里常出现的几家更大",[113,503,504],{},"provider 页面本质上是“能力目录”，不是最终选型答案",[13,506,507],{},"这轮整理时重点参考了：",[110,509,510,519],{},[113,511,512],{},[513,514,518],"a",{"href":515,"rel":516},"https://openclawgithub.cc/en/",[517],"nofollow","OpenClaw 中文教程首页",[113,520,521],{},[513,522,525],{"href":523,"rel":524},"https://docs.openclaw.ai/qianfan",[517],"Qianfan Provider Guide",[13,527,528],{},"结合官方资料和中文外部资料，当前更值得长期保留的判断有三条：",[530,531,533],"h3",{"id":532},"_1-中文资料更常提到的-provider不一定就是唯一值得看的-provider","1. 中文资料更常提到的 provider，不一定就是唯一值得看的 provider",[13,535,536],{},"Moonshot、Qwen、Qianfan、Ollama 在中文环境里确实更常被讨论，但这不代表：",[110,538,539,541,543,545],{},[113,540,173],{},[113,542,211],{},[113,544,202],{},[113,546,188],{},[13,548,549],{},"这类更偏路由层和统一网关层的 provider 就不重要。",[530,551,553],{"id":552},"_2-中文团队更适合先分直连上游和统一网关","2. 中文团队更适合先分“直连上游”和“统一网关”",[13,555,556],{},"如果你要的是：",[110,558,559,562],{},[113,560,561],{},"简单接入",[113,563,564],{},"尽快跑通",[13,566,567],{},"那直连上游 provider 更直观。",[13,569,556],{},[110,571,572,575,577],{},[113,573,574],{},"成本治理",[113,576,264],{},[113,578,579],{},"更统一的入口",[13,581,582],{},"那统一网关型 provider 反而更值得早点考虑。",[530,584,586],{"id":585},"_3-provider-页更适合先用来缩小范围再回到策略文档决策","3. provider 页更适合先用来缩小范围，再回到策略文档决策",[13,588,589],{},"更稳的顺序通常是：",[413,591,592,595,598],{},[113,593,594],{},"先从 provider 总览确认可选范围",[113,596,597],{},"再按区域、预算和组织条件缩小到几类",[113,599,600],{},"最后回到模型策略文档决定主力、fallback 和本地补位",[17,602,603],{"id":603},"下一步推荐",[110,605,606,612,618,624],{},[113,607,608],{},[513,609,611],{"href":610},"/docs/manual/models-overview","OpenClaw 的 Models 应该怎么理解",[113,613,614],{},[513,615,617],{"href":616},"/docs/operations/model-strategy-and-cost","模型选型与成本控制",[113,619,620],{},[513,621,623],{"href":622},"/docs/manual/memory-search-and-indexing","记忆搜索与索引机制",[113,625,626],{},[513,627,629],{"href":628},"/docs/operations/gateway-operations","Gateway 运维与日常检查",[631,632,633],"style",{},"html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":30,"searchDepth":45,"depth":45,"links":635},[636,637,638,639,640,641,642,643,644,645,646,647,652],{"id":19,"depth":45,"text":20},{"id":131,"depth":45,"text":132},{"id":232,"depth":45,"text":233},{"id":270,"depth":45,"text":271},{"id":294,"depth":45,"text":295},{"id":323,"depth":45,"text":324},{"id":350,"depth":45,"text":351},{"id":377,"depth":45,"text":378},{"id":407,"depth":45,"text":408},{"id":432,"depth":45,"text":433},{"id":450,"depth":45,"text":451},{"id":489,"depth":45,"text":490,"children":648},[649,650,651],{"id":532,"depth":55,"text":533},{"id":552,"depth":55,"text":553},{"id":585,"depth":55,"text":586},{"id":603,"depth":45,"text":603},"功能",null,"基于官方 providers 文档，整理 OpenClaw 常见 provider、默认模型写法、fallback 思路和长期运行时的配置重点。","md",{},true,"/docs/manual/providers-and-fallback",{"title":5,"description":655},"https://docs.openclaw.ai/zh-CN/providers","OpenClaw 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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",[1148,1149,794,1005,736],"openprose","lobster",{"title":1151,"description":1152,"path":1153,"category":833,"updatedAt":1154,"sourceType":663,"tags":1155},"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",[1156,890,1157,1158,1159,1160,1161],"platforms","ios","android","windows","linux","install",{"title":1163,"description":1164,"path":1165,"category":653,"updatedAt":758,"sourceType":663,"tags":1166},"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",[793,795,737,953,1167],"governance",{"title":1169,"description":1170,"path":1171,"category":653,"updatedAt":758,"sourceType":663,"tags":1172},"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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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",[687,1312,1691,1692,1543],"protocol","scopes",{"title":1694,"description":1695,"path":1696,"category":1537,"updatedAt":896,"sourceType":663,"tags":1697},"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",[899,1698,881,1122,1058],"mention",{"title":1700,"description":1701,"path":1702,"category":1537,"updatedAt":906,"sourceType":663,"tags":1703},"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",[1358,1704,1705,1706,1543],"visibility","activeHours","alerts",{"title":1708,"description":1709,"path":1710,"category":1537,"updatedAt":896,"sourceType":663,"tags":1711},"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",[1306,1312,1712,687,1543],"sdk",{"title":1714,"description":1715,"path":1716,"category":1537,"updatedAt":896,"sourceType":663,"tags":1717},"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",[701,1718,1336,1719,1543],"include","arrays",{"title":1721,"description":1722,"path":1723,"category":1537,"updatedAt":878,"sourceType":663,"tags":1724},"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",[1149,1725,1005,736,1543],"invoke",{"title":1727,"description":1728,"path":1729,"category":1537,"updatedAt":906,"sourceType":663,"tags":1730},"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",[691,1731,1732,1733,1734,1543],"hybrid-search","ranking","mmr","retrieval",{"title":1736,"description":1737,"path":1738,"category":1537,"updatedAt":670,"sourceType":663,"tags":1739},"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",[667,1740,873,666,1543],"probe",{"title":1742,"description":1743,"path":1744,"category":1537,"updatedAt":1233,"sourceType":663,"tags":1745},"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",[1039,1040,1578,1746,1365],"credentials",{"title":1748,"description":1749,"path":1750,"category":1537,"updatedAt":670,"sourceType":663,"tags":1751},"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",[793,934,1752,1753,1457,1543],"npm","pin",{"title":1755,"description":1756,"path":1757,"category":1632,"updatedAt":758,"sourceType":663,"tags":1758},"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",[1634,1759,1105,666,1070],"raw-stream",{"title":1761,"description":1762,"path":1763,"category":1537,"updatedAt":906,"sourceType":663,"tags":1764},"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",[760,1765,873,687,1543],"tlsFingerprint",{"title":1767,"description":1768,"path":1769,"category":1537,"updatedAt":906,"sourceType":663,"tags":1770},"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",[899,1771,1772,1773,1543],"mentions","pending-history","reply",{"title":1775,"description":1776,"path":1777,"category":1537,"updatedAt":878,"sourceType":663,"tags":1778},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1779,1780,836,666,1543],"secrets","secretrefs",{"title":1782,"description":1783,"path":1784,"category":1537,"updatedAt":896,"sourceType":663,"tags":1785},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 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",[900,710,1649,1039,1122],{"title":1787,"description":1788,"path":1789,"category":1537,"updatedAt":1790,"sourceType":663,"tags":1791},"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",[900,1792,1793,1261,1543],"transcript","jsonl",{"title":1795,"description":1796,"path":1797,"category":1537,"updatedAt":1790,"sourceType":663,"tags":1798},"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",[839,864,1799,1481,709],"store",{"title":1801,"description":1802,"path":1803,"category":1537,"updatedAt":906,"sourceType":663,"tags":1804},"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",[710,1496,1481,1805,1543],"ingress",{"title":1807,"description":1808,"path":1809,"category":1537,"updatedAt":758,"sourceType":663,"tags":1810},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[864,1391,1811,1105,1812],"health","troubleshooting",{"title":1814,"description":1815,"path":1816,"category":1537,"updatedAt":1790,"sourceType":663,"tags":1817},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[1792,1818,666,1819,1543],"hygiene","tool-calls",{"title":1821,"description":1822,"path":1823,"category":1632,"updatedAt":750,"sourceType":663,"tags":1824},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1812,1384,1391,1105],{"title":1826,"description":1827,"path":1828,"category":1537,"updatedAt":878,"sourceType":663,"tags":1829},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 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ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1384,1549,1385,1634,709],{"title":2228,"description":2229,"path":2230,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2225,"tags":2231},"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",[1384,1385,1235,1458,1549],{"title":2233,"description":2234,"path":2235,"category":2236,"date":683,"updatedAt":683,"sourceType":951,"source":2237,"tags":2238},"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",[2239,2240,2241,2242],"education","adoption","ai-tutor","higher-education",{"title":2244,"description":2245,"path":2246,"category":2236,"date":683,"updatedAt":683,"sourceType":951,"source":2247,"tags":2248},"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",[708,1840,736,1838],{"title":2250,"description":2251,"path":2252,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2253,"tags":2254},"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",[702,934,793,795,953],{"title":2256,"description":2257,"path":2258,"category":2107,"date":859,"updatedAt":859,"sourceType":663,"source":2259,"tags":2260},"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",[1017,1018,1019,1020,689,1021],{"title":2262,"description":2263,"path":2264,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2265,"tags":2266},"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",[687,1039,2267,980,853],"pending",{"title":2269,"description":2270,"path":2271,"category":2107,"date":1304,"updatedAt":1304,"sourceType":663,"source":2272,"tags":2273},"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",[687,900,814,745,2274],"state",{"title":2276,"description":2277,"path":2278,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2279,"tags":2280},"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",[899,1698,1122,1058,881],{"title":2282,"description":2283,"path":2284,"category":2107,"date":906,"updatedAt":906,"sourceType":663,"source":2279,"tags":2285},"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",[899,1771,2286,898,1167],"activation",{"title":2288,"description":2289,"path":2290,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2291,"tags":2292},"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",[701,1718,1336,1719,709],{"title":2294,"description":2295,"path":2296,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2297,"tags":2298},"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",[2299,1840,2300,2301,2302],"showcase","home-assistant","nix","infrastructure",{"title":2304,"description":2305,"path":2306,"category":2107,"date":878,"updatedAt":878,"sourceType":663,"source":2307,"tags":2308},"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",[839,691,1261,2190,1167],{"title":2310,"description":2311,"path":2312,"category":2107,"date":878,"updatedAt":878,"sourceType":663,"source":2313,"tags":2314},"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",[1458,862,839,1351,709],{"title":2316,"description":2317,"path":2318,"category":1926,"date":1901,"updatedAt":750,"sourceType":1600,"source":1928,"tags":2319},"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",[1455,1528,1456,702,710],{"title":2321,"description":2322,"path":2323,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2324,"tags":2325},"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",[691,793,1092,1084,1097],{"title":2327,"description":2328,"path":2329,"category":2107,"date":906,"updatedAt":906,"sourceType":663,"source":2324,"tags":2330},"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",[691,1734,1731,1098,1215],{"title":2332,"description":2333,"path":2334,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2297,"tags":2335},"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",[2299,691,988,2336,2337],"vector-search","knowledge",{"title":2339,"description":2340,"path":2341,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2342,"tags":2343},"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",[1698,899,926,928,995],{"title":2345,"description":2346,"path":2347,"category":2107,"date":878,"updatedAt":878,"sourceType":663,"source":2348,"tags":2349},"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",[1058,814,881,1062,689],{"title":2351,"description":2352,"path":2353,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2176,"tags":2354},"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",[667,1740,666,873,1417],{"title":2356,"description":2357,"path":2358,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2359,"tags":2360},"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",[853,1038,687,1039,1040],{"title":2362,"description":2363,"path":2364,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2365,"tags":2366},"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",[744,1885,1161,1886,1458],{"title":2368,"description":2369,"path":2370,"category":2107,"date":1304,"updatedAt":1304,"sourceType":663,"source":2195,"tags":2371},"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",[1470,981,960,1039,760],{"title":2373,"description":2374,"path":2375,"category":2107,"date":906,"updatedAt":906,"sourceType":663,"source":2376,"tags":2377},"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",[745,814,1312,1470,854],{"title":2379,"description":2380,"path":2381,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2218,"tags":2382},"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",[1039,1578,689,1579,709],{"title":2384,"description":2385,"path":2386,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2387,"tags":2388},"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",[793,952,795,951,953],{"title":2390,"description":2391,"path":2392,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2393,"tags":2394},"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",[793,934,1752,1753,1457],{"title":2396,"description":2397,"path":2398,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2399,"tags":2400},"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",[1148,1149,736,1005,794],{"title":2402,"description":2403,"path":2404,"category":2107,"date":906,"updatedAt":906,"sourceType":663,"source":2405,"tags":2406},"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",[666,667,853,873,1167],{"title":2408,"description":2409,"path":2410,"category":2107,"date":906,"updatedAt":906,"sourceType":663,"source":2411,"tags":2412},"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",[666,1542,667,687,709],{"title":2414,"description":2415,"path":2416,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2095,"tags":2417},"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",[1455,1456,1458,1457],{"title":2419,"description":2420,"path":2421,"category":2107,"date":878,"updatedAt":878,"sourceType":663,"source":2121,"tags":2422},"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",[745,1039,853,760,1365],{"title":2424,"description":2425,"path":2426,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2427,"tags":2428},"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",[881,880,2429,689,882],"threads",{"title":2431,"description":2432,"path":2433,"category":2107,"date":859,"updatedAt":859,"sourceType":663,"source":2434,"tags":2435},"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",[1203,1097,1204,786,690],{"title":2437,"description":2438,"path":2439,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2440,"tags":2441},"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",[1780,2442,2443,1779,709],"snapshot","rotation",{"title":2445,"description":2446,"path":2447,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2307,"tags":2448},"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",[900,710,1649,1039,1496],{"title":2450,"description":2451,"path":2452,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2453,"tags":2454},"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",[710,1481,1483,1482,709],{"title":2456,"description":2457,"path":2458,"category":2459,"date":683,"updatedAt":683,"sourceType":951,"source":2460,"tags":2461},"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",[710,2462,1070,708],"compliance",{"title":2464,"description":2465,"path":2466,"category":2107,"date":878,"updatedAt":878,"sourceType":663,"source":2440,"tags":2467},"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",[710,1779,1005,2468,709],"proxy",{"title":2470,"description":2471,"path":2472,"category":2107,"date":1790,"updatedAt":1790,"sourceType":663,"source":2473,"tags":2474},"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",[900,1793,1261,1792,687],{"title":2476,"description":2477,"path":2478,"category":2107,"date":1790,"updatedAt":1790,"sourceType":663,"source":2479,"tags":2480},"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",[839,864,1799,1481,709],{"title":2482,"description":2483,"path":2484,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2485,"tags":2486},"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",[710,1496,1497,2487,687],"sandbox",{"title":2489,"description":2490,"path":2491,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2297,"tags":2492},"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",[2299,951,926,702,737],{"title":2494,"description":2495,"path":2496,"category":2107,"date":906,"updatedAt":906,"sourceType":663,"source":2485,"tags":2497},"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",[1496,1650,898,881,710],{"title":2499,"description":2500,"path":2501,"category":2107,"date":1790,"updatedAt":1790,"sourceType":663,"source":2502,"tags":2503},"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",[1792,666,1818,1819,2504],"compatibility",{"title":2506,"description":2507,"path":2508,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2152,"tags":2509},"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",[1516,710,760,687,873],{"title":2511,"description":2512,"path":2513,"category":2107,"date":1304,"updatedAt":1304,"sourceType":663,"source":2272,"tags":2514},"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",[687,814,1306,1634,900],{"title":2516,"description":2517,"path":2518,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2519,"tags":2520},"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",[1866,1458,1142,687,2274],{"title":2522,"description":2523,"path":2524,"category":2107,"date":670,"updatedAt":670,"sourceType":663,"source":2525,"tags":2526},"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",[1528,1529,1530,1531,1532],{"title":2528,"description":2529,"path":2530,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2297,"tags":2531},"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",[2299,974,2532,2533,988],"phone","tts",{"title":2535,"description":2536,"path":2537,"category":2107,"date":896,"updatedAt":896,"sourceType":663,"source":2538,"tags":2539},"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",[974,1292,1293,853,1040],{"title":2541,"description":2542,"path":2543,"category":1900,"date":758,"updatedAt":758,"sourceType":663,"source":2121,"tags":2544},"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",[745,814,1312,960,2207],{"title":2546,"description":2547,"path":2548,"category":2107,"date":1304,"updatedAt":1304,"sourceType":663,"source":2549,"tags":2550},"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 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[814,745,1306,687,1011],{"title":2552,"description":2553,"path":2554,"category":2107,"date":878,"updatedAt":878,"sourceType":663,"source":2399,"tags":2555},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[736,1149,934,1005,1167],{"title":2557,"description":2558,"path":2559,"category":2560,"date":2561,"updatedAt":2561,"sourceType":684,"source":2562,"tags":2563},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[2564,2565,690,2299,2566],"site-update","content","weekly",{"title":2568,"description":2569,"path":2570,"category":2571,"date":1901,"updatedAt":750,"sourceType":663,"source":1902,"tags":2572},"OpenClaw 隐私优先：数据保留在本地设备","OpenClaw 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的安全设计理念、数据保护机制和企业级安全特性。","/news/security-architecture",[710,1070,708,700],{"title":2594,"description":2595,"path":2596,"category":2597,"date":750,"updatedAt":750,"sourceType":951,"source":2598,"tags":2599},"OpenClaw 安全最佳实践：保护你的 AI 助手免受风险","随着 OpenClaw 的普及，安全问题日益受到关注。本文整理了保护本地 AI 助手的关键安全措施和最佳实践。","/news/security-best-practices","安全公告","安全社区",[710,1070,1440,802],{"title":2601,"description":2602,"path":2603,"category":1979,"date":1901,"updatedAt":750,"sourceType":663,"source":1902,"tags":2604},"OpenClaw Signal 隐私通讯集成","了解如何将 OpenClaw 连接到 Signal，实现隐私通讯。","/news/signal-privacy",[1221,1070,1981,719],{"title":2606,"description":2607,"path":2608,"category":1958,"date":1927,"updatedAt":1001,"sourceType":1600,"source":1928,"tags":2609},"OpenClaw 技能市场突破 400 个技能","OpenClaw 技能市场迎来重要里程碑，社区贡献的技能数量突破 400 个，覆盖更多应用场景。","/news/skills-marketplace-400",[702,2020,951,2610],"marketplace",{"title":2612,"description":2613,"path":2614,"category":1979,"date":1901,"updatedAt":750,"sourceType":663,"source":1902,"tags":2615},"OpenClaw Slack 工作区集成","了解如何将 OpenClaw 集成到 Slack 工作区，实现团队协作。","/news/slack-workspace",[995,837,1981,719],{"title":2617,"description":2618,"path":2619,"category":1919,"date":1901,"updatedAt":750,"sourceType":663,"source":1902,"tags":2620},"OpenClaw Tailscale 远程访问完全指南","了解如何使用 Tailscale 安全远程访问 OpenClaw，包括 Serve、Funnel 和身份认证。","/news/tailscale-integration",[1344,760,2621,710],"vpn",{"title":2623,"description":2624,"path":2625,"category":1979,"date":1901,"updatedAt":750,"sourceType":663,"source":1902,"tags":2626},"OpenClaw Telegram Bot 配置指南","了解如何创建和配置 Telegram Bot 连接到 OpenClaw。","/news/telegram-bot",[926,1268,1981,719],{"title":2628,"description":2629,"path":2630,"category":2631,"date":1901,"updatedAt":750,"sourceType":663,"source":1902,"tags":2632},"OpenClaw 与 VirusTotal 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