[{"data":1,"prerenderedAt":3088},["ShallowReactive",2],{"docs:manual/memory-system":3,"content-manifest":444},{"id":4,"title":5,"body":6,"category":427,"date":428,"description":429,"extension":430,"meta":431,"navigation":432,"path":433,"seo":434,"source":428,"sourceName":428,"sourceType":435,"stem":436,"tags":437,"updatedAt":442,"__hash__":443},"docs/docs/manual/memory-system.md","OpenClaw 记忆系统怎么工作",{"type":7,"value":8,"toc":404},"minimark",[9,13,17,20,40,45,48,51,65,68,72,77,82,85,99,102,106,109,112,123,126,130,133,147,150,154,157,168,171,175,178,181,195,202,210,213,217,220,232,235,246,250,253,256,264,267,278,281,292,296,299,313,316,327,331,334,337,341,344,348,351,355,358,374,377],[10,11,5],"h1",{"id":12},"openclaw-记忆系统怎么工作",[14,15,16],"p",{},"很多人第一次接触 OpenClaw 时，会把“记忆”理解成聊天记录不被清空。但从 OpenClaw 的工作方式看，记忆不是单一文件，也不是简单的上下文延续，而是由多层信息一起组成的长期运行机制。",[14,18,19],{},"更好理解的方式是把它拆成四层：",[21,22,23,31,34,37],"ul",{},[24,25,26,30],"li",{},[27,28,29],"code",{},"SOUL.md","：定义 Agent 是谁、怎么判断、什么不能做",[24,32,33],{},"Skills / Tools：定义 Agent 当前能做什么",[24,35,36],{},"用户长期记忆：记录偏好、事实和过去的关键决定",[24,38,39],{},"Session 上下文：处理眼前这轮对话的即时信息",[41,42,44],"h2",{"id":43},"_1-为什么-openclaw-的记忆和普通聊天工具不一样","1. 为什么 OpenClaw 的记忆和普通聊天工具不一样",[14,46,47],{},"普通聊天工具的上下文通常高度依赖当前会话窗口。窗口结束、历史被截断或上下文太长时，很多信息就会丢失。",[14,49,50],{},"OpenClaw 的思路不同：",[21,52,53,56,59,62],{},[24,54,55],{},"会话只是入口，不是全部状态",[24,57,58],{},"关键内容可以沉淀到文件系统",[24,60,61],{},"日志和长期记忆可以被后续对话重新读取",[24,63,64],{},"记忆层和工具层是分开的",[14,66,67],{},"这也是为什么它更适合被理解成“持续运行的 Agent 系统”。",[41,69,71],{"id":70},"_2-四层记忆分别解决什么问题","2. 四层记忆分别解决什么问题",[73,74,76],"h3",{"id":75},"soul不可轻易改写的人格内核","SOUL：不可轻易改写的人格内核",[14,78,79,81],{},[27,80,29],{}," 负责回答“这个 Agent 是谁”。",[14,83,84],{},"它通常包含：",[21,86,87,90,93,96],{},[24,88,89],{},"长期角色定位",[24,91,92],{},"行为边界",[24,94,95],{},"风格偏好",[24,97,98],{},"不应轻易被后续对话覆盖的原则",[14,100,101],{},"如果你把所有行为要求都塞进临时会话里，Agent 的长期稳定性会明显下降。",[73,103,105],{"id":104},"tools-skills当前可调用的能力集合","Tools / Skills：当前可调用的能力集合",[14,107,108],{},"这层并不直接存记忆，但会影响 Agent 的“思考空间”。",[14,110,111],{},"比如：",[21,113,114,117,120],{},[24,115,116],{},"当前装了哪些技能",[24,118,119],{},"是否具备浏览器、终端、文件读写能力",[24,121,122],{},"某些扩展是否在当前工作区启用",[14,124,125],{},"它更像“能力边界”，而不是“事实记忆”。",[73,127,129],{"id":128},"用户长期记忆偏好和事实","用户长期记忆：偏好和事实",[14,131,132],{},"这层通常更适合存放：",[21,134,135,138,141,144],{},[24,136,137],{},"用户偏好",[24,139,140],{},"长期项目背景",[24,142,143],{},"已确认的决策",[24,145,146],{},"未来继续会用到的事实",[14,148,149],{},"它不应该变成原始聊天记录堆积区，而应尽量保持可读、可维护、可回顾。",[73,151,153],{"id":152},"session眼前这轮对话的即时上下文","Session：眼前这轮对话的即时上下文",[14,155,156],{},"Session 负责当前任务的实时状态，例如：",[21,158,159,162,165],{},[24,160,161],{},"这轮对话正在解决什么",[24,163,164],{},"上一步执行到了哪里",[24,166,167],{},"哪些信息只是当前场景有效",[14,169,170],{},"它更临时，也更容易受到上下文窗口限制。",[41,172,174],{"id":173},"_3-daily-logs-的价值是什么","3. Daily Logs 的价值是什么",[14,176,177],{},"除了长期记忆，OpenClaw 还很适合维护按日期记录的交互日志。",[14,179,180],{},"这类日志更适合承接：",[21,182,183,186,189,192],{},[24,184,185],{},"今日发生过什么",[24,187,188],{},"刚做过哪些操作",[24,190,191],{},"某个任务处理到哪一步",[24,193,194],{},"昨天和今天之间需要延续的上下文",[14,196,197,198,201],{},"它和 ",[27,199,200],{},"MEMORY.md"," 的区别在于：",[21,203,204,207],{},[24,205,206],{},"日志偏时间线",[24,208,209],{},"长期记忆偏提炼后的事实",[14,211,212],{},"如果把两者混在一起，很快就会变成难以维护的文本堆。",[41,214,216],{"id":215},"_4-长对话为什么不会立刻把上下文拖垮","4. 长对话为什么不会立刻把上下文拖垮",[14,218,219],{},"一条更适合长期运行的思路是：",[221,222,223,226,229],"ol",{},[24,224,225],{},"当前对话先在 Session 层承接",[24,227,228],{},"接近上下文边界时，把值得保留的信息抽取出来",[24,230,231],{},"重要内容再写回长期记忆或日志",[14,233,234],{},"这样做的意义是：",[21,236,237,240,243],{},[24,238,239],{},"不要求模型“永远记住所有消息”",[24,241,242],{},"让长期知识脱离上下文窗口独立存在",[24,244,245],{},"后续可以重新加载和搜索",[41,247,249],{"id":248},"_5-语义搜索为什么重要","5. 语义搜索为什么重要",[14,251,252],{},"如果记忆只是简单文件堆积，迟早会出现“写进去了，但找不回来”的问题。",[14,254,255],{},"更有价值的记忆系统通常要同时支持：",[21,257,258,261],{},[24,259,260],{},"关键词检索",[24,262,263],{},"语义检索",[14,265,266],{},"关键词检索适合找：",[21,268,269,272,275],{},[24,270,271],{},"命令",[24,273,274],{},"文件名",[24,276,277],{},"明确术语",[14,279,280],{},"语义检索适合找：",[21,282,283,286,289],{},[24,284,285],{},"“之前讨论过的那个部署问题”",[24,287,288],{},"“我们上次为什么选了这条方案”",[24,290,291],{},"“有没有记录过这个人更喜欢哪种回复风格”",[41,293,295],{"id":294},"_6-什么时候应该写入长期记忆","6. 什么时候应该写入长期记忆",[14,297,298],{},"不是每一次聊天都值得写入长期记忆。更适合沉淀的内容通常是：",[21,300,301,304,307,310],{},[24,302,303],{},"已经确认的偏好",[24,305,306],{},"已经定下的决策",[24,308,309],{},"未来还会继续使用的规则",[24,311,312],{},"对后续任务有明确帮助的信息",[14,314,315],{},"不太适合直接写入的内容包括：",[21,317,318,321,324],{},[24,319,320],{},"一次性闲聊",[24,322,323],{},"没有确认的猜测",[24,325,326],{},"仅在当前任务有效的临时状态",[41,328,330],{"id":329},"_7-中文用户最容易踩的几个坑","7. 中文用户最容易踩的几个坑",[73,332,333],{"id":333},"把日志当长期记忆",[14,335,336],{},"结果就是文件越来越长，但真正重要的信息越来越难找。",[73,338,340],{"id":339},"把所有规则都放进-soul","把所有规则都放进 SOUL",[14,342,343],{},"SOUL 应该更稳定。如果把大量临时任务规则全塞进去，会让人格层和流程层混在一起。",[73,345,347],{"id":346},"只依赖-session不沉淀事实","只依赖 Session，不沉淀事实",[14,349,350],{},"这样一旦上下文压缩或会话切换，很多关键决定就会丢失。",[41,352,354],{"id":353},"_8-一条更稳的实践路径","8. 一条更稳的实践路径",[14,356,357],{},"建议按下面的顺序理解和配置：",[221,359,360,365,368,371],{},[24,361,362,363],{},"先有基础版 ",[27,364,29],{},[24,366,367],{},"再区分日志和长期记忆",[24,369,370],{},"再决定哪些信息应该被语义检索",[24,372,373],{},"最后再补技能和自动化写入机制",[41,375,376],{"id":376},"下一步推荐",[21,378,379,386,392,398],{},[24,380,381],{},[382,383,385],"a",{"href":384},"/docs/manual/agent-workspace","Agent 工作区结构",[24,387,388],{},[382,389,391],{"href":390},"/docs/manual/session-and-pairing","Session 与配对机制",[24,393,394],{},[382,395,397],{"href":396},"/docs/manual/skills-system","Skills 系统怎么工作",[24,399,400],{},[382,401,403],{"href":402},"/docs/manual/models-overview","OpenClaw 的 Models 应该怎么理解",{"title":405,"searchDepth":406,"depth":406,"links":407},"",2,[408,409,416,417,418,419,420,425,426],{"id":43,"depth":406,"text":44},{"id":70,"depth":406,"text":71,"children":410},[411,413,414,415],{"id":75,"depth":412,"text":76},3,{"id":104,"depth":412,"text":105},{"id":128,"depth":412,"text":129},{"id":152,"depth":412,"text":153},{"id":173,"depth":406,"text":174},{"id":215,"depth":406,"text":216},{"id":248,"depth":406,"text":249},{"id":294,"depth":406,"text":295},{"id":329,"depth":406,"text":330,"children":421},[422,423,424],{"id":333,"depth":412,"text":333},{"id":339,"depth":412,"text":340},{"id":346,"depth":412,"text":347},{"id":353,"depth":406,"text":354},{"id":376,"depth":406,"text":376},"功能",null,"理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","md",{},true,"/docs/manual/memory-system",{"title":5,"description":429},"third-party","docs/manual/memory-system",[438,439,440,441],"memory","soul","session","logs","2026-03-11","pFVSP2R6RMClUVLEErfxUNxdT8qpxDezUdOdI1osOsk",{"generatedAt":445,"collections":446,"totals":3086},"2026-10-19T07:16:28.294Z",{"docs":447,"news":1667,"bestPractices":2427},{"count":448,"items":449},171,[450,463,474,483,493,498,503,510,518,525,534,541,550,559,568,575,582,588,595,602,613,617,625,635,645,654,663,671,679,686,691,699,708,716,725,733,738,745,752,760,767,776,782,792,798,803,811,818,823,833,842,850,858,865,873,875,880,886,895,898,903,912,919,931,937,945,952,957,964,972,979,982,988,995,1001,1011,1015,1024,1033,1039,1044,1049,1057,1064,1070,1077,1085,1092,1099,1108,1116,1123,1130,1136,1143,1149,1158,1164,1171,1176,1185,1192,1200,1209,1216,1223,1233,1239,1245,1250,1258,1265,1272,1279,1285,1292,1297,1307,1318,1324,1330,1335,1341,1347,1354,1361,1368,1377,1384,1389,1395,1402,1411,1418,1425,1431,1437,1444,1450,1455,1460,1467,1473,1481,1487,1494,1500,1509,1515,1521,1528,1534,1540,1548,1555,1560,1568,1574,1580,1587,1594,1599,1606,1615,1622,1628,1635,1641,1647,1653,1662],{"title":451,"description":452,"path":453,"category":454,"updatedAt":455,"sourceType":456,"tags":457},"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",[458,459,460,461,462,438],"concepts","gateway","agent","channels","tools",{"title":464,"description":465,"path":466,"category":454,"updatedAt":467,"sourceType":456,"tags":468},"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",[469,470,471,472,473],"developers","teams","architecture","configuration","skills",{"title":475,"description":476,"path":477,"category":454,"updatedAt":467,"sourceType":456,"tags":478},"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",[479,480,459,481,482],"enterprise","operations","security","upgrades",{"title":484,"description":485,"path":486,"category":454,"updatedAt":487,"sourceType":488,"tags":489},"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","official",[460,490,491,492],"quickstart","tutorial","basics",{"title":494,"description":495,"path":496,"category":454,"updatedAt":487,"sourceType":488,"tags":497},"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",[461,490,491,492],{"title":499,"description":500,"path":501,"category":454,"updatedAt":487,"sourceType":488,"tags":502},"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",[473,490,491,492],{"title":504,"description":505,"path":506,"category":454,"updatedAt":487,"sourceType":488,"tags":507},"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",[508,509,490,491],"workflow","automation",{"title":511,"description":512,"path":513,"category":454,"updatedAt":487,"sourceType":488,"tags":514},"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",[490,515,516,517],"installation","onboarding","dashboard",{"title":519,"description":520,"path":521,"category":454,"updatedAt":442,"sourceType":488,"tags":522},"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",[516,523,524,459],"daemon","setup",{"title":526,"description":527,"path":528,"category":454,"updatedAt":529,"sourceType":488,"tags":530},"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",[516,531,532,459,533],"remote","local","wizard",{"title":535,"description":536,"path":537,"category":454,"updatedAt":467,"sourceType":456,"tags":538},"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",[539,540,517,461,473],"personal","getting-started",{"title":542,"description":543,"path":544,"category":545,"updatedAt":442,"sourceType":488,"tags":546},"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",[547,548,549,516],"reading-path","overview","docs",{"title":551,"description":552,"path":553,"category":554,"updatedAt":555,"sourceType":488,"tags":556},"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",[548,557,461,558],"self-hosted","assistant",{"title":560,"description":561,"path":562,"category":454,"updatedAt":467,"sourceType":456,"tags":563},"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",[473,564,565,566,567],"plugins","multi-agent","hooks","decision",{"title":569,"description":570,"path":571,"category":454,"updatedAt":572,"sourceType":456,"tags":573},"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",[461,516,567,459,574],"safety",{"title":576,"description":577,"path":578,"category":454,"updatedAt":572,"sourceType":456,"tags":579},"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",[580,581,481,567,540],"models","configurations",{"title":583,"description":584,"path":585,"category":454,"updatedAt":572,"sourceType":456,"tags":586},"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 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把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1313,1314,1315,1316,1317],"anthropic","429","context1m","failover","reference",{"title":1319,"description":1320,"path":1321,"category":1311,"updatedAt":442,"sourceType":488,"tags":1322},"API 与参考资料阅读入口","说明 OpenClaw 的参考资料应如何阅读，以及中文用户在查 CLI、配置、诊断和模块说明时该怎么找信息。","/docs/reference/api-reference-overview",[1317,634,1007,1323],"diagnostics",{"title":1325,"description":1326,"path":1327,"category":1311,"updatedAt":572,"sourceType":488,"tags":1328},"approvals CLI、网关与节点 allowlist 怎么管理","基于最新官方 approvals CLI 与 Exec Approvals 文档，解释 openclaw approvals 在本机、Gateway 和 Node 上分别管理什么，以及 per-agent allowlist 最值得先守住哪些边界。","/docs/reference/approvals-cli-and-allowlist",[775,891,773,459,1329,1317],"node",{"title":1331,"description":1332,"path":1333,"category":1311,"updatedAt":676,"sourceType":488,"tags":1334},"认证配置文件怎么轮转，为什么 session 会“粘住”同一套凭据","基于最新官方 Model Failover 文档，解释 OpenClaw 在同一 provider 内如何轮转 auth profiles、什么情况下会进入 cooldown，以及为什么同一个 session 往往会持续使用同一套凭据。","/docs/reference/auth-profile-rotation-and-session-pinning",[644,911,1316,612,1317],{"title":1336,"description":1337,"path":1338,"category":1311,"updatedAt":676,"sourceType":488,"tags":1339},"setup code、bootstrapToken 和 /pair pending 应该怎么一起看","基于最新官方 Pairing 文档，解释 Telegram 首次设备接入时 setup code 里到底装了什么、bootstrapToken 只负责哪一步，以及为什么最后仍然要回到 /pair pending 做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[809,1340,696,810,1317],"bootstrapToken",{"title":1342,"description":1343,"path":1344,"category":1317,"updatedAt":607,"sourceType":488,"tags":1345},"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",[1346,611,653,439,1206,610],"templates",{"title":1348,"description":1349,"path":1350,"category":1311,"updatedAt":667,"sourceType":488,"tags":1351},"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",[809,1352,461,1353,1135],"allowFrom","account",{"title":1355,"description":1356,"path":1357,"category":1311,"updatedAt":771,"sourceType":488,"tags":1358},"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",[634,1317,1359,1360],"commands","terminal",{"title":1362,"description":1363,"path":1364,"category":1311,"updatedAt":676,"sourceType":488,"tags":1365},"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",[1366,1367,644,642,1317],"cloudflare-ai-gateway","headers",{"title":1369,"description":1370,"path":1371,"category":1372,"updatedAt":572,"sourceType":721,"tags":1373},"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",[721,1374,1375,1376],"github","issues","feedback",{"title":1378,"description":1379,"path":1380,"category":1311,"updatedAt":771,"sourceType":488,"tags":1381},"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",[472,1317,1382,1383],"settings","options",{"title":1385,"description":1386,"path":1387,"category":1311,"updatedAt":529,"sourceType":488,"tags":1388},"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",[730,809,810,751,1135],{"title":1390,"description":1391,"path":1392,"category":1311,"updatedAt":676,"sourceType":488,"tags":1393},"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",[632,885,1394,969,1317],"scheduler",{"title":1396,"description":1397,"path":1398,"category":1311,"updatedAt":1074,"sourceType":488,"tags":1399},"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",[517,750,1400,1401,644],"secretref","sessionStorage",{"title":1403,"description":1404,"path":1405,"category":1406,"updatedAt":771,"sourceType":488,"tags":1407},"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",[1408,1409,1410,1154,441],"debugging","debug","runtime-overrides",{"title":1412,"description":1413,"path":1414,"category":1311,"updatedAt":649,"sourceType":488,"tags":1415},"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",[1323,1416,1417,1409,1317],"logging","flags",{"title":1419,"description":1420,"path":1421,"category":1311,"updatedAt":649,"sourceType":488,"tags":1422},"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",[440,1423,1424,652,1317],"dmScope","identityLinks",{"title":1426,"description":1427,"path":1428,"category":1311,"updatedAt":649,"sourceType":488,"tags":1429},"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",[1154,1155,1323,1430,1317],"migrations",{"title":1432,"description":1433,"path":1434,"category":1311,"updatedAt":649,"sourceType":488,"tags":1435},"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",[1010,472,678,1436,1317],"shell",{"title":1438,"description":1439,"path":1440,"category":1311,"updatedAt":572,"sourceType":456,"tags":1441},"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",[1442,1229,721,1443,1231],"sources","trust",{"title":1445,"description":1446,"path":1447,"category":1311,"updatedAt":529,"sourceType":488,"tags":1448},"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",[459,1449,634,1082,624],"rpc",{"title":1451,"description":1452,"path":1453,"category":1311,"updatedAt":649,"sourceType":488,"tags":1454},"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",[809,810,459,623,1317],{"title":1456,"description":1457,"path":1458,"category":1311,"updatedAt":1074,"sourceType":488,"tags":1459},"Gateway 为什么是 session source of truth","基于最新官方 Session 文档，解释 OpenClaw 的 session store、JSONL transcript、token 计数和 UI 查询为什么都应围绕 Gateway 理解，避免把本地浏览器、WebChat 或 operator 设备误当成真实状态源。","/docs/reference/gateway-session-source-of-truth",[440,459,587,517,1317],{"title":1461,"description":1462,"path":1463,"category":1311,"updatedAt":676,"sourceType":488,"tags":1464},"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",[459,1082,1465,1466,1317],"protocol","scopes",{"title":1468,"description":1469,"path":1470,"category":1311,"updatedAt":667,"sourceType":488,"tags":1471},"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",[670,1472,652,891,828],"mention",{"title":1474,"description":1475,"path":1476,"category":1311,"updatedAt":676,"sourceType":488,"tags":1477},"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",[1128,1478,1479,1480,1317],"visibility","activeHours","alerts",{"title":1482,"description":1483,"path":1484,"category":1311,"updatedAt":667,"sourceType":488,"tags":1485},"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",[1076,1082,1486,459,1317],"sdk",{"title":1488,"description":1489,"path":1490,"category":1311,"updatedAt":667,"sourceType":488,"tags":1491},"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",[472,1492,1106,1493,1317],"include","arrays",{"title":1495,"description":1496,"path":1497,"category":1311,"updatedAt":649,"sourceType":488,"tags":1498},"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",[918,1499,775,508,1317],"invoke",{"title":1501,"description":1502,"path":1503,"category":1311,"updatedAt":676,"sourceType":488,"tags":1504},"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",[438,1505,1506,1507,1508,1317],"hybrid-search","ranking","mmr","retrieval",{"title":1510,"description":1511,"path":1512,"category":1311,"updatedAt":572,"sourceType":488,"tags":1513},"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 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的文档更新，正在把自动化问题从“感觉没触发”收敛成更可观测的几层：调度、入队、运行结果、可见性与时间窗口。","/news/openclaw-automation-ops-ladder-watch-2026-03-29","https://docs.openclaw.ai/automation/troubleshooting",[509,1128,632,1586,480],{"title":1905,"description":1906,"path":1907,"category":1881,"date":629,"updatedAt":629,"sourceType":488,"source":1908,"tags":1909},"OpenClaw 正在把 /tasks 做成后台工作总账本，而不是聊天里的附属提示","官方近期补全的 Background Tasks 与 tasks CLI 文档，说明 OpenClaw 的后台任务体系已经从隐式执行，转向更正式的 ledger、审计和清理模型。","/news/openclaw-background-tasks-watch-2026-04-30","https://docs.openclaw.ai/automation/tasks",[631,509,632,633,1255,480],{"title":1911,"description":1912,"path":1913,"category":1881,"date":629,"updatedAt":629,"sourceType":488,"source":1914,"tags":1915},"OpenClaw 的 Amazon Bedrock 接入开始把 Guardrails 正式推到 provider 层","官方近期完善的 Amazon Bedrock 文档，把 AWS credential chain、自动发现和 Guardrails 全部写到了同一页里，说明 Bedrock 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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",[517,1290,809,531,481],{"title":1929,"description":1930,"path":1931,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":1889,"tags":1932},"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",[696,698,775,461,1244],{"title":1934,"description":1935,"path":1936,"category":1732,"date":455,"updatedAt":455,"sourceType":721,"source":1937,"tags":1938},"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",[1612,722,1735,1688],{"title":1940,"description":1941,"path":1942,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":1943,"tags":1944},"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",[704,473,713,714,1945,705],"telemetry",{"title":1947,"description":1948,"path":1949,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":1950,"tags":1951},"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",[634,459,1449,624,480],{"title":1953,"description":1954,"path":1955,"category":1881,"date":649,"updatedAt":649,"sourceType":488,"source":1956,"tags":1957},"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",[472,1010,651,1958,480],"overrides",{"title":1960,"description":1961,"path":1962,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":1869,"tags":1963},"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",[1030,1031,612,438,1964],"continuity",{"title":1966,"description":1967,"path":1968,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":1969,"tags":1970},"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",[730,517,1114,809,531],{"title":1972,"description":1973,"path":1974,"category":1881,"date":1074,"updatedAt":1074,"sourceType":488,"source":1895,"tags":1975},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[469,473,722,1612],{"title":1989,"description":1990,"path":1991,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":1992,"tags":1993},"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",[810,809,750,1148,1994],"rotate",{"title":1996,"description":1997,"path":1998,"category":1881,"date":649,"updatedAt":649,"sourceType":488,"source":1999,"tags":2000},"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",[2013,2014,2015,2016],"education","adoption","ai-tutor","higher-education",{"title":2018,"description":2019,"path":2020,"category":2010,"date":455,"updatedAt":455,"sourceType":721,"source":2021,"tags":2022},"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",[479,1614,508,1612],{"title":2024,"description":2025,"path":2026,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":2027,"tags":2028},"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",[473,704,564,566,723],{"title":2030,"description":2031,"path":2032,"category":1881,"date":629,"updatedAt":629,"sourceType":488,"source":2033,"tags":2034},"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",[787,788,789,790,461,791],{"title":2036,"description":2037,"path":2038,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":2039,"tags":2040},"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",[459,809,2041,750,623],"pending",{"title":2043,"description":2044,"path":2045,"category":1881,"date":1074,"updatedAt":1074,"sourceType":488,"source":2046,"tags":2047},"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",[459,440,587,517,2048],"state",{"title":2050,"description":2051,"path":2052,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":2053,"tags":2054},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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的文档更新，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",[828,587,652,832,461],{"title":2125,"description":2126,"path":2127,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":1950,"tags":2128},"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",[580,1514,642,644,1191],{"title":2130,"description":2131,"path":2132,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":2133,"tags":2134},"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",[623,808,459,809,810],{"title":2136,"description":2137,"path":2138,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":2139,"tags":2140},"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",[516,1659,930,1660,1232],{"title":2142,"description":2143,"path":2144,"category":1881,"date":1074,"updatedAt":1074,"sourceType":488,"source":1969,"tags":2145},"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",[1244,751,730,809,531],{"title":2147,"description":2148,"path":2149,"category":1881,"date":676,"updatedAt":676,"sourceType":488,"source":2150,"tags":2151},"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",[517,587,1082,1244,624],{"title":2153,"description":2154,"path":2155,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":1992,"tags":2156},"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",[809,1352,461,1353,480],{"title":2158,"description":2159,"path":2160,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":2161,"tags":2162},"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",[564,722,566,721,723],{"title":2164,"description":2165,"path":2166,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":2167,"tags":2168},"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",[564,704,1526,1527,1231],{"title":2170,"description":2171,"path":2172,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":2173,"tags":2174},"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",[917,918,508,775,565],{"title":2176,"description":2177,"path":2178,"category":1881,"date":676,"updatedAt":676,"sourceType":488,"source":2179,"tags":2180},"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",[642,580,623,644,936],{"title":2182,"description":2183,"path":2184,"category":1881,"date":676,"updatedAt":676,"sourceType":488,"source":2185,"tags":2186},"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",[642,1316,580,459,480],{"title":2188,"description":2189,"path":2190,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":1869,"tags":2191},"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",[1229,1230,1232,1231],{"title":2193,"description":2194,"path":2195,"category":1881,"date":649,"updatedAt":649,"sourceType":488,"source":1895,"tags":2196},"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",[517,809,623,531,1135],{"title":2198,"description":2199,"path":2200,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":2201,"tags":2202},"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",[652,651,2203,461,653],"threads",{"title":2205,"description":2206,"path":2207,"category":1881,"date":629,"updatedAt":629,"sourceType":488,"source":2208,"tags":2209},"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",[977,870,978,557,462],{"title":2211,"description":2212,"path":2213,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":2214,"tags":2215},"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",[1554,2216,2217,1553,480],"snapshot","rotation",{"title":2219,"description":2220,"path":2221,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":2081,"tags":2222},"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",[440,481,1423,809,1270],{"title":2224,"description":2225,"path":2226,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":2227,"tags":2228},"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",[481,1255,1257,1256,480],{"title":2230,"description":2231,"path":2232,"category":2233,"date":455,"updatedAt":455,"sourceType":721,"source":2234,"tags":2235},"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",[481,2236,841,479],"compliance",{"title":2238,"description":2239,"path":2240,"category":1881,"date":649,"updatedAt":649,"sourceType":488,"source":2214,"tags":2241},"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",[481,1553,775,2242,480],"proxy",{"title":2244,"description":2245,"path":2246,"category":1881,"date":1564,"updatedAt":1564,"sourceType":488,"source":2247,"tags":2248},"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",[440,1567,1031,1566,459],{"title":2250,"description":2251,"path":2252,"category":1881,"date":1564,"updatedAt":1564,"sourceType":488,"source":2253,"tags":2254},"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",[612,634,1573,1255,480],{"title":2256,"description":2257,"path":2258,"category":1881,"date":667,"updatedAt":667,"sourceType":488,"source":2259,"tags":2260},"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",[481,1270,1271,2261,459],"sandbox",{"title":2263,"description":2264,"path":2265,"category":1674,"date":529,"updatedAt":529,"sourceType":488,"source":2071,"tags":2266},"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",[2073,721,696,473,509],{"title":2268,"description":2269,"path":2270,"category":1881,"date":676,"updatedAt":676,"sourceType":488,"source":2259,"tags":2271},"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",[1270,1424,669,652,481],{"title":2273,"description":2274,"path":2275,"category":1881,"date":1564,"updatedAt":1564,"sourceType":488,"source":2276,"tags":2277},"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",[1566,642,1592,1593,2278],"compatibility",{"title":2280,"description":2281,"path":2282,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":1926,"tags":2283},"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",[1290,481,531,459,644],{"title":2285,"description":2286,"path":2287,"category":1881,"date":1074,"updatedAt":1074,"sourceType":488,"source":2046,"tags":2288},"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",[459,587,1076,1408,440],{"title":2290,"description":2291,"path":2292,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":2293,"tags":2294},"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",[1640,1232,911,459,2048],{"title":2296,"description":2297,"path":2298,"category":1881,"date":572,"updatedAt":572,"sourceType":488,"source":2299,"tags":2300},"OpenClaw 更新观察：stable、beta、dev 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