[{"data":1,"prerenderedAt":3077},["ShallowReactive",2],{"docs:reference/session-jsonl-and-compaction-entries":3,"content-manifest":436},{"id":4,"title":5,"body":6,"category":417,"date":418,"description":419,"extension":420,"meta":421,"navigation":422,"path":423,"seo":424,"source":425,"sourceName":426,"sourceType":427,"stem":428,"tags":429,"updatedAt":434,"__hash__":435},"docs/docs/reference/session-jsonl-and-compaction-entries.md","session JSONL、compaction entry 和 branch summary 应该怎么理解",{"type":7,"value":8,"toc":391},"minimark",[9,13,17,20,37,40,45,48,53,56,84,87,95,99,102,113,116,121,124,127,138,141,152,155,160,163,167,170,175,178,183,190,193,199,202,210,213,220,223,237,240,245,248,255,260,263,268,271,279,283,286,307,310,315,318,321,325,328,332,339,343,346,349,352,367,370],[10,11,5],"h1",{"id":12},"session-jsonlcompaction-entry-和-branch-summary-应该怎么理解",[14,15,16],"p",{},"官方最近把 Session Management Deep Dive 单独写成了一篇参考文档，这很值，因为它把 OpenClaw 的 transcript 从“磁盘上一串 JSONL”讲成了真正有结构的会话事实层。",[14,18,19],{},"如果压成一句最有用的话，就是：",[21,22,23,31],"ul",{},[24,25,26,30],"li",{},[27,28,29],"code",{},"sessions.json"," 管会话索引",[24,32,33,36],{},[27,34,35],{},"*.jsonl"," 管会话事实",[14,38,39],{},"而 JSONL 里又不是只有 message。",[41,42,44],"h2",{"id":43},"jsonl-第一行在写什么","JSONL 第一行在写什么",[14,46,47],{},"根据当前官方文档，每个 session transcript 都是 JSONL 文件，但第一行不是普通消息，而是：",[21,49,50],{},[24,51,52],{},"session header",[14,54,55],{},"它至少会带：",[21,57,58,63,68,73,78],{},[24,59,60],{},[27,61,62],{},"type: \"session\"",[24,64,65],{},[27,66,67],{},"id",[24,69,70],{},[27,71,72],{},"cwd",[24,74,75],{},[27,76,77],{},"timestamp",[24,79,80,81],{},"可选的 ",[27,82,83],{},"parentSession",[14,85,86],{},"这意味着 transcript 一开始就不是“消息数组”，而是：",[21,88,89,92],{},[24,90,91],{},"先有会话壳",[24,93,94],{},"再有后续事件树",[41,96,98],{"id":97},"后续-entry-为什么更像树不像线性聊天","后续 entry 为什么更像树，不像线性聊天",[14,100,101],{},"官方现在明确写到，后续 entry 会带：",[21,103,104,108],{},[24,105,106],{},[27,107,67],{},[24,109,110],{},[27,111,112],{},"parentId",[14,114,115],{},"这意味着 transcript 更适合被理解成：",[21,117,118],{},[24,119,120],{},"有分支关系的会话树",[14,122,123],{},"而不是简单的一条平铺时间线。",[14,125,126],{},"这点对理解：",[21,128,129,132,135],{},[24,130,131],{},"branch summary",[24,133,134],{},"partial output",[24,136,137],{},"不同路径上的 compaction",[14,139,140],{},"特别关键。",[41,142,144,147,148,151],{"id":143},"message-和-custom_message-的区别是什么",[27,145,146],{},"message"," 和 ",[27,149,150],{},"custom_message"," 的区别是什么",[14,153,154],{},"当前官方文档把这两个 entry 类型分得很清楚：",[156,157,158],"h3",{"id":146},[27,159,146],{},[14,161,162],{},"普通 user / assistant / toolResult 消息。",[156,164,165],{"id":150},[27,166,150],{},[14,168,169],{},"扩展注入的消息，而且：",[21,171,172],{},[24,173,174],{},"会进入模型上下文",[14,176,177],{},"这意味着它不是“只给 UI 看”的装饰项，而是：",[21,179,180],{},[24,181,182],{},"真正参与后续会话构建的一类 entry",[41,184,186,189],{"id":185},"custom-又为什么要单独存在",[27,187,188],{},"custom"," 又为什么要单独存在",[14,191,192],{},"官方同时保留了：",[21,194,195],{},[24,196,197],{},[27,198,188],{},[14,200,201],{},"但这类 entry 的定位不同：",[21,203,204,207],{},[24,205,206],{},"扩展状态",[24,208,209],{},"不进入模型上下文",[14,211,212],{},"这条边界很值，因为它让扩展既能把状态写进 transcript 体系，又不会自动污染模型上下文。",[41,214,216,219],{"id":215},"compaction-entry-真正代表什么",[27,217,218],{},"compaction"," entry 真正代表什么",[14,221,222],{},"当前文档把 compaction 写得更细了：",[21,224,225,228],{},[24,226,227],{},"compaction summary 会持久化进 session JSONL",[24,229,230,231,147,234],{},"entry 里会记录 ",[27,232,233],{},"firstKeptEntryId",[27,235,236],{},"tokensBefore",[14,238,239],{},"这意味着 compaction 不只是“当场压缩一下上下文”，而是：",[21,241,242],{},[24,243,244],{},"对这个会话历史做了一次持久化摘要操作",[14,246,247],{},"后面系统继续工作时，不是重新去猜“以前压过没有”，而是能直接在 transcript 里看到这条历史事实。",[41,249,251,254],{"id":250},"branch_summary-又解决什么问题",[27,252,253],{},"branch_summary"," 又解决什么问题",[14,256,257,259],{},[27,258,253],{}," 是另一类容易被忽略的 entry。",[14,261,262],{},"它更像：",[21,264,265],{},[24,266,267],{},"在树状导航或分支切换时写下来的持久化摘要",[14,269,270],{},"所以它和 compaction 虽然都像“总结”，但职责不同：",[21,272,273,276],{},[24,274,275],{},"compaction：为了上下文容量治理",[24,277,278],{},"branch summary：为了分支路径理解与保留",[41,280,282],{"id":281},"store-counters-为什么不该拿-transcript-补算","store counters 为什么不该拿 transcript 补算",[14,284,285],{},"官方现在明确提醒：",[21,287,288,304],{},[24,289,290,293,294,293,297,293,300,303],{},[27,291,292],{},"inputTokens","、",[27,295,296],{},"outputTokens",[27,298,299],{},"totalTokens",[27,301,302],{},"contextTokens"," 等计数应来自 store",[24,305,306],{},"UI 不应自己解析 JSONL 去修 totals",[14,308,309],{},"这意味着 transcript 是事实层，但：",[21,311,312],{},[24,313,314],{},"计数展示仍然应以 gateway store 字段为准",[14,316,317],{},"不要把“文件里理论能推出来”当成“UI 应该自己算”。",[41,319,320],{"id":320},"中文环境里最容易踩的坑",[156,322,324],{"id":323},"_1-把-jsonl-当成原始日志垃圾堆","1. 把 JSONL 当成原始日志垃圾堆",[14,326,327],{},"它其实已经有明确 entry 类型和结构分工。",[156,329,331],{"id":330},"_2-看到-summary-就以为所有摘要都是同一种东西","2. 看到 summary 就以为所有摘要都是同一种东西",[14,333,334,147,336,338],{},[27,335,218],{},[27,337,253],{}," 的用途并不一样。",[156,340,342],{"id":341},"_3-用-transcript-手工补-token-totals","3. 用 transcript 手工补 token totals",[14,344,345],{},"当前官方更明确推荐直接信任 gateway store counters。",[41,347,348],{"id":348},"一条更稳的理解顺序",[14,350,351],{},"建议按这个顺序看：",[353,354,355,361,364],"ol",{},[24,356,357,358,360],{},"先看 ",[27,359,29],{}," 里的索引关系",[24,362,363],{},"再看 JSONL header 和 entry 类型",[24,365,366],{},"再判断 compaction / branch summary 在这次会话里扮演什么角色",[41,368,369],{"id":369},"下一步推荐",[21,371,372,379,385],{},[24,373,374],{},[375,376,378],"a",{"href":377},"/docs/reference/gateway-session-source-of-truth","Gateway 为什么是 session source of truth",[24,380,381],{},[375,382,384],{"href":383},"/docs/reference/transcript-hygiene-and-provider-fixups","对话记录清理（provider fixups）到底改了什么，不改什么",[24,386,387],{},[375,388,390],{"href":389},"/docs/operations/pre-compaction-memory-flush","Compaction 前的 memory flush 在保护什么",{"title":392,"searchDepth":393,"depth":393,"links":394},"",2,[395,396,397,403,405,407,409,410,415,416],{"id":43,"depth":393,"text":44},{"id":97,"depth":393,"text":98},{"id":143,"depth":393,"text":398,"children":399},"message 和 custom_message 的区别是什么",[400,402],{"id":146,"depth":401,"text":146},3,{"id":150,"depth":401,"text":150},{"id":185,"depth":393,"text":404},"custom 又为什么要单独存在",{"id":215,"depth":393,"text":406},"compaction entry 真正代表什么",{"id":250,"depth":393,"text":408},"branch_summary 又解决什么问题",{"id":281,"depth":393,"text":282},{"id":320,"depth":393,"text":320,"children":411},[412,413,414],{"id":323,"depth":401,"text":324},{"id":330,"depth":401,"text":331},{"id":341,"depth":401,"text":342},{"id":348,"depth":393,"text":348},{"id":369,"depth":393,"text":369},"参考",null,"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。","md",{},true,"/docs/reference/session-jsonl-and-compaction-entries",{"title":5,"description":419},"https://docs.openclaw.ai/reference/session-management-compaction","OpenClaw Docs","official","docs/reference/session-jsonl-and-compaction-entries",[430,431,432,218,433],"session","transcript","jsonl","reference","2026-04-01","LxOo6uc11mlFe_jZyZvysazRHbFOqc9T8ZV3EEpFXt8",{"generatedAt":437,"collections":438,"totals":3075},"2026-10-19T07:16:28.294Z",{"docs":439,"news":1658,"bestPractices":2417},{"count":440,"items":441},171,[442,456,467,476,485,490,495,502,510,518,527,534,543,552,561,568,575,581,588,595,606,614,622,632,642,651,660,668,676,683,688,696,705,713,722,730,735,742,749,757,764,773,779,789,795,800,808,815,820,830,839,847,855,862,870,876,881,887,896,901,906,915,922,934,940,948,955,960,967,975,982,987,993,1000,1006,1016,1022,1031,1039,1045,1050,1055,1063,1070,1075,1082,1090,1097,1104,1113,1121,1128,1135,1141,1148,1154,1163,1169,1176,1181,1190,1197,1205,1214,1221,1226,1236,1242,1248,1253,1261,1268,1275,1282,1288,1295,1300,1310,1319,1325,1331,1336,1342,1348,1355,1362,1369,1378,1385,1390,1396,1403,1412,1419,1426,1432,1438,1445,1451,1456,1459,1466,1472,1480,1486,1493,1499,1508,1514,1520,1527,1533,1539,1547,1554,1559,1561,1567,1573,1580,1585,1590,1597,1606,1613,1619,1626,1632,1638,1644,1653],{"title":443,"description":444,"path":445,"category":446,"updatedAt":447,"sourceType":448,"tags":449},"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",[450,451,452,453,454,455],"concepts","gateway","agent","channels","tools","memory",{"title":457,"description":458,"path":459,"category":446,"updatedAt":460,"sourceType":448,"tags":461},"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",[462,463,464,465,466],"developers","teams","architecture","configuration","skills",{"title":468,"description":469,"path":470,"category":446,"updatedAt":460,"sourceType":448,"tags":471},"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",[472,473,451,474,475],"enterprise","operations","security","upgrades",{"title":477,"description":478,"path":479,"category":446,"updatedAt":480,"sourceType":427,"tags":481},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-05-26",[452,482,483,484],"quickstart","tutorial","basics",{"title":486,"description":487,"path":488,"category":446,"updatedAt":480,"sourceType":427,"tags":489},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[453,482,483,484],{"title":491,"description":492,"path":493,"category":446,"updatedAt":480,"sourceType":427,"tags":494},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[466,482,483,484],{"title":496,"description":497,"path":498,"category":446,"updatedAt":480,"sourceType":427,"tags":499},"创建第一个工作流","学习如何使用 OpenClaw 的工作流功能，实现自动化任务处理。","/docs/getting-started/first-workflow",[500,501,482,483],"workflow","automation",{"title":503,"description":504,"path":505,"category":446,"updatedAt":480,"sourceType":427,"tags":506},"快速入门","按官方推荐链路，在本机完成 OpenClaw 的安装、初始化、状态检查和第一次进入 Control UI。","/docs/getting-started/getting-started",[482,507,508,509],"installation","onboarding","dashboard",{"title":511,"description":512,"path":513,"category":446,"updatedAt":514,"sourceType":427,"tags":515},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide","2026-03-11",[508,516,517,451],"daemon","setup",{"title":519,"description":520,"path":521,"category":446,"updatedAt":522,"sourceType":427,"tags":523},"Onboarding 的本地模式和远程模式怎么选","基于最新官方 Onboarding Wizard 文档，整理 openclaw onboard 在 local 与 remote 两种模式下分别会做什么、不会做什么，以及第一次使用更适合走哪条路。","/docs/getting-started/onboarding-local-vs-remote","2026-03-21",[508,524,525,451,526],"remote","local","wizard",{"title":528,"description":529,"path":530,"category":446,"updatedAt":460,"sourceType":448,"tags":531},"如果你是个人用户，应该先走哪条入口","面向个人重度使用者，帮助判断应该先从 Dashboard、WebChat、渠道、模型还是 Skills 开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[532,533,509,453,466],"personal","getting-started",{"title":535,"description":536,"path":537,"category":538,"updatedAt":514,"sourceType":427,"tags":539},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[540,541,542,508],"reading-path","overview","docs",{"title":544,"description":545,"path":546,"category":547,"updatedAt":548,"sourceType":427,"tags":549},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[541,550,453,551],"self-hosted","assistant",{"title":553,"description":554,"path":555,"category":446,"updatedAt":460,"sourceType":448,"tags":556},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 扩展，而不是在基础链路未稳定时过早堆复杂度。","/docs/getting-started/when-to-add-skills-plugins-and-multi-agent",[466,557,558,559,560],"plugins","multi-agent","hooks","decision",{"title":562,"description":563,"path":564,"category":446,"updatedAt":565,"sourceType":448,"tags":566},"我什么时候该开始接入渠道","帮你判断现在是否已经适合进入 Telegram、WhatsApp、飞书等渠道接入，而不是在最小链路未稳定时过早增加复杂度。","/docs/getting-started/when-to-connect-channels","2026-03-24",[453,508,560,451,567],"safety",{"title":569,"description":570,"path":571,"category":446,"updatedAt":565,"sourceType":448,"tags":572},"模型、配置和安全这三页分别什么时候看","用最短方式判断什么时候该去看模型选择、关键配置和安全实践，避免把问题带到错误页面里越看越乱。","/docs/getting-started/when-to-read-models-config-security",[573,574,474,560,533],"models","configurations",{"title":576,"description":577,"path":578,"category":446,"updatedAt":565,"sourceType":448,"tags":579},"Dashboard、WebChat 和聊天渠道分别什么时候用","把 OpenClaw 最常见的三个使用入口拆开，帮助你判断什么时候该进 Dashboard，什么时候该用 WebChat，什么时候才值得接入 Telegram、飞书或 WhatsApp。","/docs/getting-started/when-to-use-dashboard-webchat-or-channels",[509,580,453,560,533],"webchat",{"title":582,"description":583,"path":584,"category":446,"updatedAt":565,"sourceType":448,"tags":585},"我应该先从哪个页面开始","面向第一次进入中文站的用户，按目标、角色和当前问题判断应该先看文档、学习路径、主题中心、视频还是案例。","/docs/getting-started/which-page-should-i-start-with",[533,560,542,586,587],"paths","topics",{"title":589,"description":590,"path":591,"category":547,"updatedAt":514,"sourceType":427,"tags":592},"OpenClaw 适合哪些用户","判断你是否真的需要 OpenClaw，以及它更适合哪类中文用户和团队。","/docs/getting-started/who-is-openclaw-for",[593,463,594,550],"users","scenarios",{"title":596,"description":597,"path":598,"category":599,"updatedAt":600,"sourceType":427,"tags":601},"Agent 运行时与工作区结构","理解 OpenClaw 的 Agent 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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",[806,1341,693,807,433],"bootstrapToken",{"title":1343,"description":1344,"path":1345,"category":433,"updatedAt":600,"sourceType":427,"tags":1346},"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",[1347,604,650,613,1211,603],"templates",{"title":1349,"description":1350,"path":1351,"category":417,"updatedAt":664,"sourceType":427,"tags":1352},"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",[806,1353,453,1354,1140],"allowFrom","account",{"title":1356,"description":1357,"path":1358,"category":417,"updatedAt":768,"sourceType":427,"tags":1359},"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",[631,433,1360,1361],"commands","terminal",{"title":1363,"description":1364,"path":1365,"category":417,"updatedAt":673,"sourceType":427,"tags":1366},"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",[1367,1368,641,639,433],"cloudflare-ai-gateway","headers",{"title":1370,"description":1371,"path":1372,"category":1373,"updatedAt":565,"sourceType":718,"tags":1374},"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",[718,1375,1376,1377],"github","issues","feedback",{"title":1379,"description":1380,"path":1381,"category":417,"updatedAt":768,"sourceType":427,"tags":1382},"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",[465,433,1383,1384],"settings","options",{"title":1386,"description":1387,"path":1388,"category":417,"updatedAt":522,"sourceType":427,"tags":1389},"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",[727,806,807,748,1140],{"title":1391,"description":1392,"path":1393,"category":417,"updatedAt":673,"sourceType":427,"tags":1394},"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",[629,886,1395,972,433],"scheduler",{"title":1397,"description":1398,"path":1399,"category":417,"updatedAt":1079,"sourceType":427,"tags":1400},"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",[509,747,1401,1402,641],"secretref","sessionStorage",{"title":1404,"description":1405,"path":1406,"category":1407,"updatedAt":768,"sourceType":427,"tags":1408},"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",[1409,1410,1411,1159,875],"debugging","debug","runtime-overrides",{"title":1413,"description":1414,"path":1415,"category":417,"updatedAt":646,"sourceType":427,"tags":1416},"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",[1324,1417,1418,1410,433],"logging","flags",{"title":1420,"description":1421,"path":1422,"category":417,"updatedAt":646,"sourceType":427,"tags":1423},"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",[430,1424,1425,649,433],"dmScope","identityLinks",{"title":1427,"description":1428,"path":1429,"category":417,"updatedAt":646,"sourceType":427,"tags":1430},"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",[1159,1160,1324,1431,433],"migrations",{"title":1433,"description":1434,"path":1435,"category":417,"updatedAt":646,"sourceType":427,"tags":1436},"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",[1015,465,675,1437,433],"shell",{"title":1439,"description":1440,"path":1441,"category":417,"updatedAt":565,"sourceType":448,"tags":1442},"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",[1443,1232,718,1444,1234],"sources","trust",{"title":1446,"description":1447,"path":1448,"category":417,"updatedAt":522,"sourceType":427,"tags":1449},"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",[451,1450,631,1087,621],"rpc",{"title":1452,"description":1453,"path":1454,"category":417,"updatedAt":646,"sourceType":427,"tags":1455},"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",[806,807,451,620,433],{"title":378,"description":1457,"path":377,"category":417,"updatedAt":1079,"sourceType":427,"tags":1458},"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。",[430,451,580,509,433],{"title":1460,"description":1461,"path":1462,"category":417,"updatedAt":673,"sourceType":427,"tags":1463},"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",[451,1087,1464,1465,433],"protocol","scopes",{"title":1467,"description":1468,"path":1469,"category":417,"updatedAt":664,"sourceType":427,"tags":1470},"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",[667,1471,649,892,825],"mention",{"title":1473,"description":1474,"path":1475,"category":417,"updatedAt":673,"sourceType":427,"tags":1476},"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",[1133,1477,1478,1479,433],"visibility","activeHours","alerts",{"title":1481,"description":1482,"path":1483,"category":417,"updatedAt":664,"sourceType":427,"tags":1484},"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",[1081,1087,1485,451,433],"sdk",{"title":1487,"description":1488,"path":1489,"category":417,"updatedAt":664,"sourceType":427,"tags":1490},"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",[465,1491,1111,1492,433],"include","arrays",{"title":1494,"description":1495,"path":1496,"category":417,"updatedAt":646,"sourceType":427,"tags":1497},"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",[921,1498,772,500,433],"invoke",{"title":1500,"description":1501,"path":1502,"category":417,"updatedAt":673,"sourceType":427,"tags":1503},"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",[455,1504,1505,1506,1507,433],"hybrid-search","ranking","mmr","retrieval",{"title":1509,"description":1510,"path":1511,"category":417,"updatedAt":565,"sourceType":427,"tags":1512},"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",[573,1513,641,639,433],"probe",{"title":1515,"description":1516,"path":1517,"category":417,"updatedAt":1010,"sourceType":427,"tags":1518},"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",[806,807,1353,1519,1140],"credentials",{"title":1521,"description":1522,"path":1523,"category":417,"updatedAt":565,"sourceType":427,"tags":1524},"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",[557,701,1525,1526,1234,433],"npm","pin",{"title":1528,"description":1529,"path":1530,"category":1407,"updatedAt":522,"sourceType":427,"tags":1531},"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",[1409,1532,875,639,838],"raw-stream",{"title":1534,"description":1535,"path":1536,"category":417,"updatedAt":673,"sourceType":427,"tags":1537},"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",[524,1538,641,451,433],"tlsFingerprint",{"title":1540,"description":1541,"path":1542,"category":417,"updatedAt":673,"sourceType":427,"tags":1543},"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",[667,1544,1545,1546,433],"mentions","pending-history","reply",{"title":1548,"description":1549,"path":1550,"category":417,"updatedAt":646,"sourceType":427,"tags":1551},"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",[1552,1553,602,639,433],"secrets","secretrefs",{"title":1555,"description":1556,"path":1557,"category":417,"updatedAt":664,"sourceType":427,"tags":1558},"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",[430,474,1424,806,892],{"title":5,"description":419,"path":423,"category":417,"updatedAt":434,"sourceType":427,"tags":1560},[430,431,432,218,433],{"title":1562,"description":1563,"path":1564,"category":417,"updatedAt":434,"sourceType":427,"tags":1565},"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",[605,631,1566,1258,473],"store",{"title":1568,"description":1569,"path":1570,"category":417,"updatedAt":673,"sourceType":427,"tags":1571},"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 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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",[509,1293,806,524,474],{"title":1920,"description":1921,"path":1922,"category":1872,"date":565,"updatedAt":565,"sourceType":427,"source":1880,"tags":1923},"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",[693,695,772,453,1247],{"title":1925,"description":1926,"path":1927,"category":1723,"date":447,"updatedAt":447,"sourceType":718,"source":1928,"tags":1929},"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",[1603,719,1726,1679],{"title":1931,"description":1932,"path":1933,"category":1872,"date":565,"updatedAt":565,"sourceType":427,"source":1934,"tags":1935},"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",[701,466,710,711,1936,702],"telemetry",{"title":1938,"description":1939,"path":1940,"category":1665,"date":522,"updatedAt":522,"sourceType":427,"source":1941,"tags":1942},"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",[631,451,1450,621,473],{"title":1944,"description":1945,"path":1946,"category":1872,"date":646,"updatedAt":646,"sourceType":427,"source":1947,"tags":1948},"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",[465,1015,648,1949,473],"overrides",{"title":1951,"description":1952,"path":1953,"category":1665,"date":522,"updatedAt":522,"sourceType":427,"source":1860,"tags":1954},"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",[1037,218,605,455,1955],"continuity",{"title":1957,"description":1958,"path":1959,"category":1665,"date":522,"updatedAt":522,"sourceType":427,"source":1960,"tags":1961},"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",[727,509,1119,806,524],{"title":1963,"description":1964,"path":1965,"category":1872,"date":1079,"updatedAt":1079,"sourceType":427,"source":1886,"tags":1966},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[509,604,1401,641,727],{"title":1968,"description":1969,"path":1970,"category":1872,"date":565,"updatedAt":565,"sourceType":427,"source":1886,"tags":1971},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[509,580,747,1401,649,1972],"web",{"title":1974,"description":1975,"path":1976,"category":1665,"date":447,"updatedAt":447,"sourceType":718,"source":1977,"tags":1978},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[462,466,719,1603],{"title":1980,"description":1981,"path":1982,"category":1872,"date":664,"updatedAt":664,"sourceType":427,"source":1983,"tags":1984},"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",[807,806,747,1153,1985],"rotate",{"title":1987,"description":1988,"path":1989,"category":1872,"date":646,"updatedAt":646,"sourceType":427,"source":1990,"tags":1991},"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 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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",[2004,2005,2006,2007],"education","adoption","ai-tutor","higher-education",{"title":2009,"description":2010,"path":2011,"category":2001,"date":447,"updatedAt":447,"sourceType":718,"source":2012,"tags":2013},"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",[472,1605,500,1603],{"title":2015,"description":2016,"path":2017,"category":1665,"date":522,"updatedAt":522,"sourceType":427,"source":2018,"tags":2019},"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",[466,701,557,559,720],{"title":2021,"description":2022,"path":2023,"category":1872,"date":626,"updatedAt":626,"sourceType":427,"source":2024,"tags":2025},"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",[784,785,786,787,453,788],{"title":2027,"description":2028,"path":2029,"category":1872,"date":664,"updatedAt":664,"sourceType":427,"source":2030,"tags":2031},"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",[451,806,2032,747,620],"pending",{"title":2034,"description":2035,"path":2036,"category":1872,"date":1079,"updatedAt":1079,"sourceType":427,"source":2037,"tags":2038},"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",[451,430,580,509,2039],"state",{"title":2041,"description":2042,"path":2043,"category":1872,"date":664,"updatedAt":664,"sourceType":427,"source":2044,"tags":2045},"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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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",[639,573,620,641,939],{"title":2173,"description":2174,"path":2175,"category":1872,"date":673,"updatedAt":673,"sourceType":427,"source":2176,"tags":2177},"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",[639,1318,573,451,473],{"title":2179,"description":2180,"path":2181,"category":1665,"date":522,"updatedAt":522,"sourceType":427,"source":1860,"tags":2182},"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 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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",[474,2227,838,472],"compliance",{"title":2229,"description":2230,"path":2231,"category":1872,"date":646,"updatedAt":646,"sourceType":427,"source":2205,"tags":2232},"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",[474,1552,772,2233,473],"proxy",{"title":2235,"description":2236,"path":2237,"category":1872,"date":434,"updatedAt":434,"sourceType":427,"source":425,"tags":2238},"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 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的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1293,474,524,451,641],{"title":2275,"description":2276,"path":2277,"category":1872,"date":1079,"updatedAt":1079,"sourceType":427,"source":2037,"tags":2278},"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",[451,580,1081,1409,430],{"title":2280,"description":2281,"path":2282,"category":1872,"date":565,"updatedAt":565,"sourceType":427,"source":2283,"tags":2284},"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",[1631,1235,914,451,2039],{"title":2286,"description":2287,"path":2288,"category":1872,"date":565,"updatedAt":565,"sourceType":427,"source":2289,"tags":2290},"OpenClaw 更新观察：stable、beta、dev 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