[{"data":1,"prerenderedAt":3157},["ShallowReactive",2],{"docs:reference/env-sources-and-precedence":3,"content-manifest":647},{"id":4,"title":5,"body":6,"category":628,"date":629,"description":630,"extension":631,"meta":632,"navigation":633,"path":634,"seo":635,"source":636,"sourceName":637,"sourceType":638,"stem":639,"tags":640,"updatedAt":645,"__hash__":646},"docs/docs/reference/env-sources-and-precedence.md","环境变量从哪里来，优先级怎么排",{"type":7,"value":8,"toc":602},"minimark",[9,13,21,36,39,44,48,51,56,59,62,65,92,95,100,103,106,117,120,123,132,135,145,151,157,160,168,173,175,183,186,191,194,201,204,285,288,293,296,301,304,309,313,316,321,324,380,383,402,405,410,414,417,454,457,462,464,469,472,480,484,487,495,498,509,512,515,522,525,535,538,542,545,548,551,574,577,598],[10,11,5],"h1",{"id":12},"环境变量从哪里来优先级怎么排",[14,15,16,17,20],"p",{},"OpenClaw 最近把 Environment Variables 单独做成了一页，这非常值。",[18,19],"br",{},"\n因为很多中文用户对配置出问题的第一反应都是：",[22,23,24,33],"ul",{},[25,26,27,28,32],"li",{},"“我明明在 ",[29,30,31],"code",{},".env"," 写了”",[25,34,35],{},"“我 config 里也写了，为什么没生效”",[14,37,38],{},"而官方这页其实把核心规则写得很直接：",[22,40,41],{},[25,42,43],{},"never override existing values",[45,46,47],"h2",{"id":47},"最重要的一句先记住",[14,49,50],{},"OpenClaw 会从多个来源读 env，但默认原则不是“后面的覆盖前面的”，而是：",[22,52,53],{},[25,54,55],{},"只有缺失时才补",[14,57,58],{},"这和很多人对 dotenv 的直觉不一样。",[45,60,61],{"id":61},"官方当前给出的优先级",[14,63,64],{},"根据最新官方文档，从高到低是：",[66,67,68,71,76,82,89],"ol",{},[25,69,70],{},"进程环境",[25,72,73,74],{},"当前工作目录 ",[29,75,31],{},[25,77,78,79],{},"全局 ",[29,80,81],{},"~/.openclaw/.env",[25,83,84,85,88],{},"配置文件里的 ",[29,86,87],{},"env"," block",[25,90,91],{},"可选的 shell env import",[14,93,94],{},"但要注意，这条优先级并不意味着“后者能覆盖前者”，而更像：",[22,96,97],{},[25,98,99],{},"按顺序补齐缺项",[45,101,102],{"id":102},"进程环境为什么永远最强",[14,104,105],{},"如果 Gateway 进程是被：",[22,107,108,111,114],{},[25,109,110],{},"当前 shell",[25,112,113],{},"systemd / launchd",[25,115,116],{},"Docker / 容器运行器",[14,118,119],{},"这些父进程带着 env 启动的，那这些值就是最上层事实来源。",[14,121,122],{},"官方最近还特别提醒了一个很实用的坑：",[22,124,125],{},[25,126,127,128,131],{},"macOS 的 ",[29,129,130],{},"launchctl setenv"," 可能长期覆盖你的 config，导致 persistent unauthorized",[14,133,134],{},"这说明很多“为什么配置改了没用”，实际根因并不在 JSON，而在父进程环境。",[45,136,138,139,141,142,144],{"id":137},"当前目录-env-和全局-env-的关系","当前目录 ",[29,140,31],{}," 和全局 ",[29,143,31],{}," 的关系",[14,146,147,148,150],{},"官方当前把两层 ",[29,149,31],{}," 分得很清楚：",[152,153,73,155],"h3",{"id":154},"当前工作目录-env",[29,156,31],{},[14,158,159],{},"更适合：",[22,161,162,165],{},[25,163,164],{},"当前项目临时运行",[25,166,167],{},"当前 workspace 特定变量",[152,169,78,171],{"id":170},"全局-openclawenv",[29,172,81],{},[14,174,159],{},[22,176,177,180],{},[25,178,179],{},"机器级共享缺省值",[25,181,182],{},"同一台主机上多个项目复用的凭据",[14,184,185],{},"它们都只会：",[22,187,188],{},[25,189,190],{},"补不存在的键",[14,192,193],{},"不会抢掉已经在进程环境里的值。",[45,195,197,198,200],{"id":196},"config-里的-env-block-在什么位置","config 里的 ",[29,199,87],{}," block 在什么位置",[14,202,203],{},"官方现在明确支持在配置里直接写：",[205,206,211],"pre",{"className":207,"code":208,"language":209,"meta":210,"style":210},"language-json shiki shiki-themes github-light github-dark","{\n  \"env\": {\n    \"OPENROUTER_API_KEY\": \"sk-or-...\",\n    \"vars\": {\n      \"GROQ_API_KEY\": \"gsk-...\"\n    }\n  }\n}\n","json","",[29,212,213,222,232,248,256,267,273,279],{"__ignoreMap":210},[214,215,218],"span",{"class":216,"line":217},"line",1,[214,219,221],{"class":220},"sVt8B","{\n",[214,223,225,229],{"class":216,"line":224},2,[214,226,228],{"class":227},"sj4cs","  \"env\"",[214,230,231],{"class":220},": {\n",[214,233,235,238,241,245],{"class":216,"line":234},3,[214,236,237],{"class":227},"    \"OPENROUTER_API_KEY\"",[214,239,240],{"class":220},": ",[214,242,244],{"class":243},"sZZnC","\"sk-or-...\"",[214,246,247],{"class":220},",\n",[214,249,251,254],{"class":216,"line":250},4,[214,252,253],{"class":227},"    \"vars\"",[214,255,231],{"class":220},[214,257,259,262,264],{"class":216,"line":258},5,[214,260,261],{"class":227},"      \"GROQ_API_KEY\"",[214,263,240],{"class":220},[214,265,266],{"class":243},"\"gsk-...\"\n",[214,268,270],{"class":216,"line":269},6,[214,271,272],{"class":220},"    }\n",[214,274,276],{"class":216,"line":275},7,[214,277,278],{"class":220},"  }\n",[214,280,282],{"class":216,"line":281},8,[214,283,284],{"class":220},"}\n",[14,286,287],{},"但这层的语义仍然是：",[22,289,290],{},[25,291,292],{},"applied only if missing",[14,294,295],{},"所以它更像：",[22,297,298],{},[25,299,300],{},"配置里的 fallback env",[14,302,303],{},"而不是：",[22,305,306],{},[25,307,308],{},"最终强制覆盖源",[45,310,312],{"id":311},"shell-env-import-为什么放在最后","shell env import 为什么放在最后",[14,314,315],{},"官方当前把它列成可选项，而且写得很明确：",[22,317,318],{},[25,319,320],{},"只在 expected keys 缺失时才运行",[14,322,323],{},"配置形态是：",[205,325,327],{"className":207,"code":326,"language":209,"meta":210,"style":210},"{\n  \"env\": {\n    \"shellEnv\": {\n      \"enabled\": true,\n      \"timeoutMs\": 15000\n    }\n  }\n}\n",[29,328,329,333,339,346,358,368,372,376],{"__ignoreMap":210},[214,330,331],{"class":216,"line":217},[214,332,221],{"class":220},[214,334,335,337],{"class":216,"line":224},[214,336,228],{"class":227},[214,338,231],{"class":220},[214,340,341,344],{"class":216,"line":234},[214,342,343],{"class":227},"    \"shellEnv\"",[214,345,231],{"class":220},[214,347,348,351,353,356],{"class":216,"line":250},[214,349,350],{"class":227},"      \"enabled\"",[214,352,240],{"class":220},[214,354,355],{"class":227},"true",[214,357,247],{"class":220},[214,359,360,363,365],{"class":216,"line":258},[214,361,362],{"class":227},"      \"timeoutMs\"",[214,364,240],{"class":220},[214,366,367],{"class":227},"15000\n",[214,369,370],{"class":216,"line":269},[214,371,272],{"class":220},[214,373,374],{"class":216,"line":275},[214,375,278],{"class":220},[214,377,378],{"class":216,"line":281},[214,379,284],{"class":220},[14,381,382],{},"等价的 env 开关是：",[205,384,388],{"className":385,"code":386,"language":387,"meta":210,"style":210},"language-bash shiki shiki-themes github-light github-dark","OPENCLAW_LOAD_SHELL_ENV=1\n","bash",[29,389,390],{"__ignoreMap":210},[214,391,392,395,399],{"class":216,"line":217},[214,393,394],{"class":220},"OPENCLAW_LOAD_SHELL_ENV",[214,396,398],{"class":397},"szBVR","=",[214,400,401],{"class":243},"1\n",[14,403,404],{},"这说明 shell import 不是日常主要来源，而更像：",[22,406,407],{},[25,408,409],{},"最后补缺项的兜底层",[45,411,413],{"id":412},"env-substitution-和-env-source-不是一回事","env substitution 和 env source 不是一回事",[14,415,416],{},"官方配置文档最近还明确支持：",[205,418,420],{"className":207,"code":419,"language":209,"meta":210,"style":210},"{\n  \"gateway\": { \"auth\": { \"token\": \"${OPENCLAW_GATEWAY_TOKEN}\" } }\n}\n",[29,421,422,426,450],{"__ignoreMap":210},[214,423,424],{"class":216,"line":217},[214,425,221],{"class":220},[214,427,428,431,434,437,439,442,444,447],{"class":216,"line":224},[214,429,430],{"class":227},"  \"gateway\"",[214,432,433],{"class":220},": { ",[214,435,436],{"class":227},"\"auth\"",[214,438,433],{"class":220},[214,440,441],{"class":227},"\"token\"",[214,443,240],{"class":220},[214,445,446],{"class":243},"\"${OPENCLAW_GATEWAY_TOKEN}\"",[214,448,449],{"class":220}," } }\n",[214,451,452],{"class":216,"line":234},[214,453,284],{"class":220},[14,455,456],{},"这只是：",[22,458,459],{},[25,460,461],{},"在配置字符串里引用现有 env",[14,463,303],{},[22,465,466],{},[25,467,468],{},"再创造一套新的 env 覆盖规则",[14,470,471],{},"所以这两件事要分开理解：",[22,473,474,477],{},[25,475,476],{},"env 从哪里来",[25,478,479],{},"config 怎么引用 env",[45,481,483],{"id":482},"为什么不覆盖已有值这条规则很重要","为什么“不覆盖已有值”这条规则很重要",[14,485,486],{},"它真正解决的是：",[22,488,489,492],{},[25,490,491],{},"你可以给不同层放默认值",[25,493,494],{},"但不容易把显式注入的生产凭据悄悄覆盖掉",[14,496,497],{},"这对：",[22,499,500,503,506],{},[25,501,502],{},"CI/CD",[25,504,505],{},"system service",[25,507,508],{},"多环境部署",[14,510,511],{},"尤其重要。",[45,513,514],{"id":514},"中文用户最容易踩的坑",[152,516,518,519,521],{"id":517},"_1-以为-env-一定会压过进程环境","1. 以为 ",[29,520,31],{}," 一定会压过进程环境",[14,523,524],{},"官方默认不是这么设计的。",[152,526,528,529,531,532,534],{"id":527},"_2-以为-config-里的-env-比-env-更强","2. 以为 config 里的 ",[29,530,87],{}," 比 ",[29,533,31],{}," 更强",[14,536,537],{},"其实它仍然只是在补缺。",[152,539,541],{"id":540},"_3-忘了-launchd-systemd-这类父进程环境才是真正上游","3. 忘了 launchd / systemd 这类父进程环境才是真正上游",[14,543,544],{},"这会让你在磁盘上改半天配置却没有变化。",[45,546,547],{"id":547},"一条更稳的使用路径",[14,549,550],{},"建议按这个顺序理解和排查：",[66,552,553,556,561,566,571],{},[25,554,555],{},"先看当前进程环境是否已经有值",[25,557,558,559],{},"再看项目 ",[29,560,31],{},[25,562,563,564],{},"再看全局 ",[29,565,81],{},[25,567,568,569,88],{},"再看 config ",[29,570,87],{},[25,572,573],{},"最后才确认 shell import 是否参与",[45,575,576],{"id":576},"下一步推荐",[22,578,579,586,592],{},[25,580,581],{},[582,583,585],"a",{"href":584},"/docs/operations/config-hot-reload-and-includes","配置热重载、includes 与合并边界",[25,587,588],{},[582,589,591],{"href":590},"/docs/reference/debugging-and-runtime-overrides","调试、运行时覆盖与开发排障",[25,593,594],{},[582,595,597],{"href":596},"/docs/reference/doctor-repair-modes","doctor 的 repair、force 和 non-interactive 应该怎么选",[599,600,601],"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);}html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}",{"title":210,"searchDepth":224,"depth":224,"links":603},[604,605,606,607,614,616,617,618,619,626,627],{"id":47,"depth":224,"text":47},{"id":61,"depth":224,"text":61},{"id":102,"depth":224,"text":102},{"id":137,"depth":224,"text":608,"children":609},"当前目录 .env 和全局 .env 的关系",[610,612],{"id":154,"depth":234,"text":611},"当前工作目录 .env",{"id":170,"depth":234,"text":613},"全局 ~/.openclaw/.env",{"id":196,"depth":224,"text":615},"config 里的 env block 在什么位置",{"id":311,"depth":224,"text":312},{"id":412,"depth":224,"text":413},{"id":482,"depth":224,"text":483},{"id":514,"depth":224,"text":514,"children":620},[621,623,625],{"id":517,"depth":234,"text":622},"1. 以为 .env 一定会压过进程环境",{"id":527,"depth":234,"text":624},"2. 以为 config 里的 env 比 .env 更强",{"id":540,"depth":234,"text":541},{"id":547,"depth":224,"text":547},{"id":576,"depth":224,"text":576},"参考",null,"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。","md",{},true,"/docs/reference/env-sources-and-precedence",{"title":5,"description":630},"https://docs.openclaw.ai/help/environment","OpenClaw Docs","official","docs/reference/env-sources-and-precedence",[87,641,642,643,644],"configuration","precedence","shell","reference","2026-03-22","np0DLvdPyp4ICur4xyFZPuY9SRowqBC9e9WJnX0cLrs",{"generatedAt":648,"collections":649,"totals":3155},"2026-04-01T13:45:24.307Z",{"docs":650,"news":1792,"bestPractices":2530},{"count":651,"items":652},161,[653,667,677,686,695,700,705,712,721,728,737,744,753,762,771,778,785,791,798,805,814,822,830,839,848,856,863,868,876,885,893,902,910,915,922,930,939,946,954,960,967,972,980,987,992,1002,1011,1019,1027,1034,1042,1048,1053,1059,1068,1073,1078,1085,1091,1099,1106,1112,1119,1124,1130,1137,1143,1152,1158,1167,1173,1178,1183,1191,1198,1204,1211,1219,1226,1233,1241,1249,1257,1264,1270,1277,1283,1292,1298,1305,1310,1319,1327,1335,1344,1351,1358,1368,1374,1380,1385,1393,1400,1407,1414,1420,1427,1432,1442,1451,1457,1463,1469,1475,1482,1489,1496,1505,1512,1517,1524,1531,1538,1545,1552,1556,1558,1565,1571,1576,1581,1588,1594,1602,1608,1615,1621,1630,1636,1642,1649,1655,1661,1669,1677,1682,1690,1696,1702,1709,1716,1721,1728,1738,1745,1751,1758,1764,1771,1777,1786],{"title":654,"description":655,"path":656,"category":657,"updatedAt":658,"sourceType":659,"tags":660},"OpenClaw 核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[661,662,663,664,665,666],"concepts","gateway","agent","channels","tools","memory",{"title":668,"description":669,"path":670,"category":657,"updatedAt":671,"sourceType":659,"tags":672},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[673,674,675,641,676],"developers","teams","architecture","skills",{"title":678,"description":679,"path":680,"category":657,"updatedAt":671,"sourceType":659,"tags":681},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[682,683,662,684,685],"enterprise","operations","security","upgrades",{"title":687,"description":688,"path":689,"category":657,"updatedAt":690,"sourceType":638,"tags":691},"创建第一个 Agent","从零开始创建你的第一个 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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",[873,875,953,664,1379],{"title":2048,"description":2049,"path":2050,"category":1859,"date":658,"updatedAt":658,"sourceType":898,"source":2051,"tags":2052},"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",[1734,899,1862,1814],{"title":2054,"description":2055,"path":2056,"category":2007,"date":775,"updatedAt":775,"sourceType":638,"source":2057,"tags":2058},"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 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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",[682,1736,710,1734],{"title":2138,"description":2139,"path":2140,"category":1799,"date":732,"updatedAt":732,"sourceType":638,"source":2141,"tags":2142},"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",[676,881,767,769,900],{"title":2144,"description":2145,"path":2146,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2147,"tags":2148},"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 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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",[966,666,1165,2077,1090],{"title":2192,"description":2193,"path":2194,"category":2007,"date":645,"updatedAt":645,"sourceType":638,"source":2195,"tags":2196},"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",[1367,1254,966,1255,683],{"title":2198,"description":2199,"path":2200,"category":1826,"date":1800,"updatedAt":716,"sourceType":1502,"source":1828,"tags":2201},"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",[1364,1437,1365,676,684],{"title":2203,"description":2204,"path":2205,"category":2007,"date":775,"updatedAt":775,"sourceType":638,"source":2206,"tags":2207},"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",[2181,666,936,2218,2219],"vector-search","knowledge",{"title":2221,"description":2222,"path":2223,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2224,"tags":2225},"OpenClaw 的 mention gating 正在从单一 @ 规则变成跨渠道触发层","官方最新 Groups 和 Group Messages 文档显示，mention gating 已经不再只服务 WhatsApp 群，而是在 Telegram、Slack、Discord、iMessage 等入口上逐步形成统一触发层。","/news/openclaw-mention-gating-watch-2026-03-25","https://docs.openclaw.ai/channels/group-messages",[1593,846,873,875,944],{"title":2227,"description":2228,"path":2229,"category":2007,"date":645,"updatedAt":645,"sourceType":638,"source":2230,"tags":2231},"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",[997,790,828,1001,664],{"title":2233,"description":2234,"path":2235,"category":2007,"date":775,"updatedAt":775,"sourceType":638,"source":2064,"tags":2236},"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",[783,1635,938,927,1326],{"title":2238,"description":2239,"path":2240,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2241,"tags":2242},"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",[820,977,662,978,979],{"title":2244,"description":2245,"path":2246,"category":1799,"date":732,"updatedAt":732,"sourceType":638,"source":2247,"tags":2248},"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",[719,1783,2249,1784,1367],"install",{"title":2251,"description":2252,"path":2253,"category":2007,"date":1208,"updatedAt":1208,"sourceType":638,"source":2082,"tags":2254},"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",[1379,929,907,978,734],{"title":2256,"description":2257,"path":2258,"category":2007,"date":853,"updatedAt":853,"sourceType":638,"source":2259,"tags":2260},"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",[720,790,1216,1379,821],{"title":2262,"description":2263,"path":2264,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2106,"tags":2265},"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",[978,1480,664,1481,683],{"title":2267,"description":2268,"path":2269,"category":1799,"date":732,"updatedAt":732,"sourceType":638,"source":2270,"tags":2271},"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",[767,899,769,898,900],{"title":2273,"description":2274,"path":2275,"category":2007,"date":775,"updatedAt":775,"sourceType":638,"source":2276,"tags":2277},"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",[767,881,1647,1648,1366],{"title":2279,"description":2280,"path":2281,"category":2007,"date":775,"updatedAt":775,"sourceType":638,"source":2282,"tags":2283},"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",[1083,1084,710,953,768],{"title":2285,"description":2286,"path":2287,"category":2007,"date":853,"updatedAt":853,"sourceType":638,"source":2288,"tags":2289},"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",[938,783,820,927,1090],{"title":2291,"description":2292,"path":2293,"category":2007,"date":853,"updatedAt":853,"sourceType":638,"source":2294,"tags":2295},"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",[938,1450,783,662,683],{"title":2297,"description":2298,"path":2299,"category":1799,"date":732,"updatedAt":732,"sourceType":638,"source":2001,"tags":2300},"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",[1364,1365,1367,1366],{"title":2302,"description":2303,"path":2304,"category":2007,"date":645,"updatedAt":645,"sourceType":638,"source":2021,"tags":2305},"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",[720,978,820,734,1269],{"title":2307,"description":2308,"path":2309,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2310,"tags":2311},"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",[828,827,2312,664,829],"threads",{"title":2314,"description":2315,"path":2316,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2317,"tags":2318},"OpenClaw Secret 观察：active snapshot 正在把密钥轮换从“即时取值”收成“原子切换”","基于 2026 年 3 月 25 日可见的官方 Secrets Management 文档，最近 secrets 层最值得关注的变化之一是 active snapshot 与 last-known-good 的边界越来越清楚。","/news/openclaw-secret-snapshot-watch-2026-03-25","https://docs.openclaw.ai/gateway/secrets",[1675,2319,2320,1674,683],"snapshot","rotation",{"title":2322,"description":2323,"path":2324,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2189,"tags":2325},"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",[847,684,1550,978,1405],{"title":2327,"description":2328,"path":2329,"category":2007,"date":775,"updatedAt":775,"sourceType":638,"source":2330,"tags":2331},"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",[684,1390,1392,1391,683],{"title":2333,"description":2334,"path":2335,"category":2336,"date":658,"updatedAt":658,"sourceType":898,"source":2337,"tags":2338},"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",[684,2339,1010,682],"compliance",{"title":2341,"description":2342,"path":2343,"category":2007,"date":645,"updatedAt":645,"sourceType":638,"source":2317,"tags":2344},"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",[684,1674,953,2345,683],"proxy",{"title":2347,"description":2348,"path":2349,"category":2007,"date":1686,"updatedAt":1686,"sourceType":638,"source":2350,"tags":2351},"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",[847,1689,1165,1688,662],{"title":2353,"description":2354,"path":2355,"category":2007,"date":1686,"updatedAt":1686,"sourceType":638,"source":2356,"tags":2357},"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",[966,1111,1695,1390,683],{"title":2359,"description":2360,"path":2361,"category":2007,"date":843,"updatedAt":843,"sourceType":638,"source":2362,"tags":2363},"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",[684,1405,1406,2364,662],"sandbox",{"title":2366,"description":2367,"path":2368,"category":1799,"date":732,"updatedAt":732,"sourceType":638,"source":2179,"tags":2369},"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",[2181,898,873,676,711],{"title":2371,"description":2372,"path":2373,"category":2007,"date":853,"updatedAt":853,"sourceType":638,"source":2362,"tags":2374},"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",[1405,1551,845,828,684],{"title":2376,"description":2377,"path":2378,"category":2007,"date":1686,"updatedAt":1686,"sourceType":638,"source":2379,"tags":2380},"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",[1688,938,1714,1715,2381],"compatibility",{"title":2383,"description":2384,"path":2385,"category":2007,"date":775,"updatedAt":775,"sourceType":638,"source":2040,"tags":2386},"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",[1425,684,734,662,927],{"title":2388,"description":2389,"path":2390,"category":2007,"date":1208,"updatedAt":1208,"sourceType":638,"source":2154,"tags":2391},"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 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