[{"data":1,"prerenderedAt":3034},["ShallowReactive",2],{"docs:manual/memory-search-and-indexing":3,"content-manifest":529},{"id":4,"title":5,"body":6,"category":510,"date":511,"description":512,"extension":513,"meta":514,"navigation":515,"path":516,"seo":517,"source":518,"sourceName":519,"sourceType":520,"stem":521,"tags":522,"updatedAt":527,"__hash__":528},"docs/docs/manual/memory-search-and-indexing.md","记忆搜索与索引机制",{"type":7,"value":8,"toc":495},"minimark",[9,12,21,24,29,32,52,55,58,66,69,72,88,95,106,109,112,124,127,138,141,144,164,170,174,177,202,205,208,211,218,229,232,235,238,241,252,255,258,261,269,272,276,283,373,376,390,393,396,431,434,437,440,458,461,464,491],[10,11,5],"h1",{"id":5},[13,14,15,16,20],"p",{},"很多人理解了 ",[17,18,19],"code",{},"MEMORY.md"," 和每日日志之后，下一步最容易卡住的问题就是：这些内容到底怎么被 OpenClaw 找回来？",[13,22,23],{},"官方文档把答案说得很清楚：记忆的事实来源始终是 Markdown 文件，而搜索能力由活跃的记忆插件提供。也就是说，“记忆写在哪里”和“记忆怎么被找出来”是两层机制。",[25,26,28],"h2",{"id":27},"事实来源始终是-markdown","事实来源始终是 Markdown",[13,30,31],{},"OpenClaw 不会把某个数据库当成唯一真相。默认情况下，真正的记忆内容仍然是这些文件：",[33,34,35,40,45],"ul",{},[36,37,38],"li",{},[17,39,19],{},[36,41,42],{},[17,43,44],{},"memory/YYYY-MM-DD.md",[36,46,47,48,51],{},"以及你通过 ",[17,49,50],{},"memorySearch.extraPaths"," 显式加入的额外目录或文件",[13,53,54],{},"这意味着索引只是为了加速搜索，不是为了替代原始内容。",[13,56,57],{},"更适合的理解方式是：",[33,59,60,63],{},[36,61,62],{},"文件系统负责存事实",[36,64,65],{},"索引系统负责让事实更容易被找回",[25,67,68],{"id":68},"默认会索引哪些内容",[13,70,71],{},"官方文档和 CLI 说明都指出，默认索引会覆盖：",[33,73,74,78,83],{},[36,75,76],{},[17,77,19],{},[36,79,80],{},[17,81,82],{},"memory/*.md",[36,84,85,87],{},[17,86,50],{}," 中配置的额外路径",[13,89,90,91,94],{},"如果你把重要知识写进了别的目录，但没有纳入 ",[17,92,93],{},"extraPaths","，那它很可能不会进入记忆搜索范围。",[25,96,98,101,102,105],{"id":97},"memory_get-和-memory_search-有什么区别",[17,99,100],{},"memory_get"," 和 ",[17,103,104],{},"memory_search"," 有什么区别",[13,107,108],{},"这两个概念经常被混淆。",[13,110,111],{},"更容易理解的区分方式是：",[33,113,114,119],{},[36,115,116,118],{},[17,117,100],{}," 更像“直接读某块已知记忆”",[36,120,121,123],{},[17,122,104],{}," 更像“我知道之前记过，但不确定具体写在哪”",[13,125,126],{},"当你在排查“明明写过但找不回来”时，真正该先检查的通常不是模型，而是：",[33,128,129,132,135],{},[36,130,131],{},"内容是否真的落盘",[36,133,134],{},"是否进入索引范围",[36,136,137],{},"当前活跃的记忆插件是什么",[25,139,140],{"id":140},"记忆插件决定搜索能力",[13,142,143],{},"官方现在把记忆搜索明确挂在插件槽位上：",[33,145,146,152,158],{},[36,147,148,149],{},"默认槽位通常是 ",[17,150,151],{},"memory-core",[36,153,154,155],{},"长期向量记忆可切换到 ",[17,156,157],{},"memory-lancedb",[36,159,160,161],{},"关闭记忆插件可以设 ",[17,162,163],{},"plugins.slots.memory = \"none\"",[13,165,166,167,169],{},"这意味着如果记忆搜索突然不可用，不能只看 ",[17,168,19],{}," 是否存在，还要看插件槽位是否被改了。",[25,171,173],{"id":172},"provider-是怎么自动选的","Provider 是怎么自动选的",[13,175,176],{},"官方中文文档给出了一个很明确的自动选择顺序：",[178,179,180,187,193,199],"ol",{},[36,181,182,183,186],{},"如果配置了 ",[17,184,185],{},"memorySearch.local.modelPath"," 且文件存在，用本地模式",[36,188,189,190],{},"如果能解析 OpenAI key，用 ",[17,191,192],{},"openai",[36,194,195,196],{},"如果能解析 Gemini key，用 ",[17,197,198],{},"gemini",[36,200,201],{},"否则记忆搜索保持禁用，直到配置完成",[13,203,204],{},"这也是为什么有些用户会遇到“聊天能用，但记忆搜索不工作”的情况。因为聊天的认证和 embeddings 的认证不是一回事。",[13,206,207],{},"文档还明确提到：Codex OAuth 之类的聊天授权并不能自动满足记忆搜索的 embeddings 需求。",[25,209,210],{"id":210},"本地索引怎么理解",[13,212,213,214,217],{},"如果你走本地模式，官方说明里提到会用到 ",[17,215,216],{},"node-llama-cpp","，某些环境下可能需要额外批准构建。它的优势是更独立、更少依赖远程 API，但代价是：",[33,219,220,223,226],{},[36,221,222],{},"环境要求更高",[36,224,225],{},"首次配置更复杂",[36,227,228],{},"模型路径和本地构建链更容易出问题",[13,230,231],{},"对大多数先跑通系统的用户来说，先用远程 embeddings 会更稳。",[25,233,234],{"id":234},"搜索并不只是关键词匹配",[13,236,237],{},"官方文档明确把这套能力定义成向量记忆搜索，因此它解决的是“措辞不同但语义相关”的召回问题。",[13,239,240],{},"这意味着它适合找：",[33,242,243,246,249],{},[36,244,245],{},"之前做过的部署决策",[36,247,248],{},"某个用户的长期偏好",[36,250,251],{},"提过但表述方式不同的历史问题",[13,253,254],{},"而不是只适合找文件名、命令或固定术语。",[25,256,257],{"id":257},"索引什么时候更新",[13,259,260],{},"官方说明提到记忆文件变化会被监视并经过去抖动后重新处理。这意味着：",[33,262,263,266],{},[36,264,265],{},"记忆不是每次都要手工全量重建",[36,267,268],{},"但如果你怀疑索引没跟上，仍然可以手工触发重建",[13,270,271],{},"在长时间运行的环境里，理解“自动监视 + 手工重建兜底”这一点很重要。",[25,273,275],{"id":274},"最实用的-cli-排查命令","最实用的 CLI 排查命令",[13,277,278,279,282],{},"官方 ",[17,280,281],{},"memory"," CLI 文档给出的命令足够覆盖大部分排查场景：",[284,285,290],"pre",{"className":286,"code":287,"language":288,"meta":289,"style":289},"language-bash shiki shiki-themes github-light github-dark","openclaw memory status\nopenclaw memory status --deep\nopenclaw memory status --deep --index\nopenclaw memory index\nopenclaw memory index --verbose\nopenclaw memory search \"release checklist\"\n","bash","",[17,291,292,308,322,337,347,360],{"__ignoreMap":289},[293,294,297,301,305],"span",{"class":295,"line":296},"line",1,[293,298,300],{"class":299},"sScJk","openclaw",[293,302,304],{"class":303},"sZZnC"," memory",[293,306,307],{"class":303}," status\n",[293,309,311,313,315,318],{"class":295,"line":310},2,[293,312,300],{"class":299},[293,314,304],{"class":303},[293,316,317],{"class":303}," status",[293,319,321],{"class":320},"sj4cs"," --deep\n",[293,323,325,327,329,331,334],{"class":295,"line":324},3,[293,326,300],{"class":299},[293,328,304],{"class":303},[293,330,317],{"class":303},[293,332,333],{"class":320}," --deep",[293,335,336],{"class":320}," --index\n",[293,338,340,342,344],{"class":295,"line":339},4,[293,341,300],{"class":299},[293,343,304],{"class":303},[293,345,346],{"class":303}," index\n",[293,348,350,352,354,357],{"class":295,"line":349},5,[293,351,300],{"class":299},[293,353,304],{"class":303},[293,355,356],{"class":303}," index",[293,358,359],{"class":320}," --verbose\n",[293,361,363,365,367,370],{"class":295,"line":362},6,[293,364,300],{"class":299},[293,366,304],{"class":303},[293,368,369],{"class":303}," search",[293,371,372],{"class":303}," \"release checklist\"\n",[13,374,375],{},"这些命令可以回答几类关键问题：",[33,377,378,381,384,387],{},[36,379,380],{},"当前记忆插件是否可用",[36,382,383],{},"向量存储和 embeddings provider 是否工作",[36,385,386],{},"有没有未同步变更",[36,388,389],{},"某段记忆能不能被真正搜出来",[25,391,392],{"id":392},"更适合的排障顺序",[13,394,395],{},"当你遇到“记过，但搜不到”时，建议按这个顺序排：",[178,397,398,406,412,418,424],{},[36,399,400,401,403,404],{},"确认内容真的已经写入 ",[17,402,19],{}," 或 ",[17,405,82],{},[36,407,408,409,411],{},"确认路径是否在默认范围或 ",[17,410,50],{}," 中",[36,413,414,415],{},"跑 ",[17,416,417],{},"openclaw memory status --deep",[36,419,420,421],{},"必要时跑 ",[17,422,423],{},"openclaw memory index --verbose",[36,425,426,427,430],{},"再用 ",[17,428,429],{},"openclaw memory search \"\u003Cquery>\""," 验证召回效果",[13,432,433],{},"不要一开始就把问题归因到“模型太笨”或“记忆功能失效”。",[25,435,436],{"id":436},"中文站建议的记忆分层",[13,438,439],{},"结合现有文档，更稳的做法是把内容拆成三层：",[33,441,442,448,453],{},[36,443,444,447],{},[17,445,446],{},"SOUL.md","：人格和长期行为原则",[36,449,450,452],{},[17,451,19],{},"：提炼后的长期事实和偏好",[36,454,455,457],{},[17,456,44],{},"：按天累积的运行日志和上下文",[13,459,460],{},"索引和搜索建立在这三层之上，但不替代它们。",[25,462,463],{"id":463},"下一步推荐",[33,465,466,473,479,485],{},[36,467,468],{},[469,470,472],"a",{"href":471},"/docs/manual/memory-system","OpenClaw 记忆系统怎么工作",[36,474,475],{},[469,476,478],{"href":477},"/docs/manual/agent-workspace","Agent 工作区结构",[36,480,481],{},[469,482,484],{"href":483},"/docs/manual/skills-system","Skills 系统怎么工作",[36,486,487],{},[469,488,490],{"href":489},"/docs/manual/plugins-overview","OpenClaw 插件系统怎么用",[492,493,494],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":289,"searchDepth":310,"depth":310,"links":496},[497,498,499,501,502,503,504,505,506,507,508,509],{"id":27,"depth":310,"text":28},{"id":68,"depth":310,"text":68},{"id":97,"depth":310,"text":500},"memory_get 和 memory_search 有什么区别",{"id":140,"depth":310,"text":140},{"id":172,"depth":310,"text":173},{"id":210,"depth":310,"text":210},{"id":234,"depth":310,"text":234},{"id":257,"depth":310,"text":257},{"id":274,"depth":310,"text":275},{"id":392,"depth":310,"text":392},{"id":436,"depth":310,"text":436},{"id":463,"depth":310,"text":463},"功能",null,"基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","md",{},true,"/docs/manual/memory-search-and-indexing",{"title":5,"description":512},"https://docs.openclaw.ai/zh-CN/concepts/memory","OpenClaw Docs","official","docs/manual/memory-search-and-indexing",[281,523,524,525,526],"search","indexing","embeddings","lancedb","2026-03-12","CXBPos09AVwUlyxbvOrAYiVVntLaq5k6870RNnvvj4w",{"generatedAt":530,"collections":531,"totals":3032},"2026-04-01T13:45:24.307Z",{"docs":532,"news":1669,"bestPractices":2407},{"count":533,"items":534},161,[535,548,559,568,576,581,586,593,602,609,618,625,634,643,652,659,666,672,679,686,693,701,710,719,728,737,744,749,757,766,774,783,791,796,803,811,820,827,835,841,848,853,861,868,873,883,892,900,906,911,913,917,922,928,937,942,947,954,960,968,975,979,986,991,997,1004,1010,1020,1024,1033,1039,1044,1049,1057,1064,1070,1077,1085,1092,1099,1108,1116,1124,1131,1137,1144,1150,1159,1165,1172,1177,1186,1194,1202,1211,1218,1225,1235,1241,1247,1252,1260,1267,1274,1281,1287,1294,1299,1309,1320,1326,1332,1338,1344,1351,1358,1365,1374,1381,1386,1393,1400,1409,1416,1423,1429,1435,1442,1448,1453,1458,1465,1471,1479,1485,1492,1498,1507,1513,1519,1526,1532,1538,1546,1554,1559,1567,1573,1579,1586,1593,1598,1605,1615,1622,1628,1635,1641,1648,1654,1663],{"title":536,"description":537,"path":538,"category":539,"updatedAt":540,"sourceType":541,"tags":542},"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",[543,544,545,546,547,281],"concepts","gateway","agent","channels","tools",{"title":549,"description":550,"path":551,"category":539,"updatedAt":552,"sourceType":541,"tags":553},"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",[554,555,556,557,558],"developers","teams","architecture","configuration","skills",{"title":560,"description":561,"path":562,"category":539,"updatedAt":552,"sourceType":541,"tags":563},"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",[564,565,544,566,567],"enterprise","operations","security","upgrades",{"title":569,"description":570,"path":571,"category":539,"updatedAt":527,"sourceType":520,"tags":572},"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",[545,573,574,575],"quickstart","tutorial","basics",{"title":577,"description":578,"path":579,"category":539,"updatedAt":527,"sourceType":520,"tags":580},"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",[546,573,574,575],{"title":582,"description":583,"path":584,"category":539,"updatedAt":527,"sourceType":520,"tags":585},"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",[558,573,574,575],{"title":587,"description":588,"path":589,"category":539,"updatedAt":527,"sourceType":520,"tags":590},"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",[591,592,573,574],"workflow","automation",{"title":594,"description":595,"path":596,"category":539,"updatedAt":597,"sourceType":520,"tags":598},"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","2026-03-11",[573,599,600,601],"installation","onboarding","dashboard",{"title":603,"description":604,"path":605,"category":539,"updatedAt":597,"sourceType":520,"tags":606},"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",[600,607,608,544],"daemon","setup",{"title":610,"description":611,"path":612,"category":539,"updatedAt":613,"sourceType":520,"tags":614},"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",[600,615,616,544,617],"remote","local","wizard",{"title":619,"description":620,"path":621,"category":539,"updatedAt":552,"sourceType":541,"tags":622},"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 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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",[1315,1316,1317,1318,1319],"anthropic","429","context1m","failover","reference",{"title":1321,"description":1322,"path":1323,"category":1313,"updatedAt":597,"sourceType":520,"tags":1324},"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",[1319,978,1016,1325],"diagnostics",{"title":1327,"description":1328,"path":1329,"category":1313,"updatedAt":656,"sourceType":520,"tags":1330},"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",[834,933,832,544,1331,1319],"node",{"title":1333,"description":1334,"path":1335,"category":1313,"updatedAt":733,"sourceType":520,"tags":1336},"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",[808,1337,1318,847,1319],"profiles",{"title":1339,"description":1340,"path":1341,"category":1313,"updatedAt":733,"sourceType":520,"tags":1342},"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",[859,1343,754,860,1319],"bootstrapToken",{"title":1345,"description":1346,"path":1347,"category":1313,"updatedAt":723,"sourceType":520,"tags":1348},"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",[859,1349,546,1350,1136],"allowFrom","account",{"title":1352,"description":1353,"path":1354,"category":1313,"updatedAt":527,"sourceType":520,"tags":1355},"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",[978,1319,1356,1357],"commands","terminal",{"title":1359,"description":1360,"path":1361,"category":1313,"updatedAt":733,"sourceType":520,"tags":1362},"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",[1363,1364,808,819,1319],"cloudflare-ai-gateway","headers",{"title":1366,"description":1367,"path":1368,"category":1369,"updatedAt":656,"sourceType":779,"tags":1370},"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",[779,1371,1372,1373],"github","issues","feedback",{"title":1375,"description":1376,"path":1377,"category":1313,"updatedAt":527,"sourceType":520,"tags":1378},"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",[557,1319,1379,1380],"settings","options",{"title":1382,"description":1383,"path":1384,"category":1313,"updatedAt":613,"sourceType":520,"tags":1385},"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",[788,859,860,810,1136],{"title":1387,"description":1388,"path":1389,"category":1313,"updatedAt":733,"sourceType":520,"tags":1390},"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",[1121,927,1391,1392,1319],"scheduler","queue",{"title":1394,"description":1395,"path":1396,"category":1313,"updatedAt":1074,"sourceType":520,"tags":1397},"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",[601,809,1398,1399,808],"secretref","sessionStorage",{"title":1401,"description":1402,"path":1403,"category":1404,"updatedAt":527,"sourceType":520,"tags":1405},"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",[1406,1407,1408,1155,916],"debugging","debug","runtime-overrides",{"title":1410,"description":1411,"path":1412,"category":1313,"updatedAt":705,"sourceType":520,"tags":1413},"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",[1325,1414,1415,1407,1319],"logging","flags",{"title":1417,"description":1418,"path":1419,"category":1313,"updatedAt":705,"sourceType":520,"tags":1420},"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",[727,1421,1422,708,1319],"dmScope","identityLinks",{"title":1424,"description":1425,"path":1426,"category":1313,"updatedAt":705,"sourceType":520,"tags":1427},"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",[1155,1156,1325,1428,1319],"migrations",{"title":1430,"description":1431,"path":1432,"category":1313,"updatedAt":705,"sourceType":520,"tags":1433},"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",[1019,557,735,1434,1319],"shell",{"title":1436,"description":1437,"path":1438,"category":1313,"updatedAt":656,"sourceType":541,"tags":1439},"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",[1440,1231,779,1441,1233],"sources","trust",{"title":1443,"description":1444,"path":1445,"category":1313,"updatedAt":613,"sourceType":520,"tags":1446},"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",[544,1447,978,1082,700],"rpc",{"title":1449,"description":1450,"path":1451,"category":1313,"updatedAt":705,"sourceType":520,"tags":1452},"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",[859,860,544,699,1319],{"title":1454,"description":1455,"path":1456,"category":1313,"updatedAt":1074,"sourceType":520,"tags":1457},"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",[727,544,671,601,1319],{"title":1459,"description":1460,"path":1461,"category":1313,"updatedAt":733,"sourceType":520,"tags":1462},"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",[544,1082,1463,1464,1319],"protocol","scopes",{"title":1466,"description":1467,"path":1468,"category":1313,"updatedAt":723,"sourceType":520,"tags":1469},"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",[726,1470,708,933,878],"mention",{"title":1472,"description":1473,"path":1474,"category":1313,"updatedAt":733,"sourceType":520,"tags":1475},"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",[1129,1476,1477,1478,1319],"visibility","activeHours","alerts",{"title":1480,"description":1481,"path":1482,"category":1313,"updatedAt":723,"sourceType":520,"tags":1483},"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",[1076,1082,1484,544,1319],"sdk",{"title":1486,"description":1487,"path":1488,"category":1313,"updatedAt":723,"sourceType":520,"tags":1489},"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",[557,1490,1106,1491,1319],"include","arrays",{"title":1493,"description":1494,"path":1495,"category":1313,"updatedAt":705,"sourceType":520,"tags":1496},"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",[953,1497,834,591,1319],"invoke",{"title":1499,"description":1500,"path":1501,"category":1313,"updatedAt":733,"sourceType":520,"tags":1502},"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",[281,1503,1504,1505,1506,1319],"hybrid-search","ranking","mmr","retrieval",{"title":1508,"description":1509,"path":1510,"category":1313,"updatedAt":656,"sourceType":520,"tags":1511},"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",[664,1512,808,819,1319],"probe",{"title":1514,"description":1515,"path":1516,"category":1313,"updatedAt":1014,"sourceType":520,"tags":1517},"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",[859,860,1349,1518,1136],"credentials",{"title":1520,"description":1521,"path":1522,"category":1313,"updatedAt":656,"sourceType":520,"tags":1523},"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",[648,762,1524,1525,1233,1319],"npm","pin",{"title":1527,"description":1528,"path":1529,"category":1404,"updatedAt":613,"sourceType":520,"tags":1530},"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",[1406,1531,916,819,891],"raw-stream",{"title":1533,"description":1534,"path":1535,"category":1313,"updatedAt":733,"sourceType":520,"tags":1536},"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",[615,1537,808,544,1319],"tlsFingerprint",{"title":1539,"description":1540,"path":1541,"category":1313,"updatedAt":733,"sourceType":520,"tags":1542},"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",[726,1543,1544,1545,1319],"mentions","pending-history","reply",{"title":1547,"description":1548,"path":1549,"category":1313,"updatedAt":705,"sourceType":520,"tags":1550},"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",[1551,1552,1553,819,1319],"secrets","secretrefs","runtime",{"title":1555,"description":1556,"path":1557,"category":1313,"updatedAt":723,"sourceType":520,"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 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的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[725,709,726,708,755],{"title":1913,"description":1914,"path":1915,"category":1883,"date":733,"updatedAt":733,"sourceType":520,"source":1916,"tags":1917},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[601,1292,859,615,566],{"title":1919,"description":1920,"path":1921,"category":1883,"date":656,"updatedAt":656,"sourceType":520,"source":1891,"tags":1922},"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",[754,756,834,546,1246],{"title":1924,"description":1925,"path":1926,"category":1736,"date":540,"updatedAt":540,"sourceType":779,"source":1927,"tags":1928},"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",[1611,780,1739,1691],{"title":1930,"description":1931,"path":1932,"category":1883,"date":656,"updatedAt":656,"sourceType":520,"source":1933,"tags":1934},"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",[762,558,771,772,1935,763],"telemetry",{"title":1937,"description":1938,"path":1939,"category":1676,"date":613,"updatedAt":613,"sourceType":520,"source":1940,"tags":1941},"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",[978,544,1447,700,565],{"title":1943,"description":1944,"path":1945,"category":1883,"date":705,"updatedAt":705,"sourceType":520,"source":1946,"tags":1947},"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",[557,1019,707,1948,565],"overrides",{"title":1950,"description":1951,"path":1952,"category":1676,"date":613,"updatedAt":613,"sourceType":520,"source":1877,"tags":1953},"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",[1030,1031,847,281,1954],"continuity",{"title":1956,"description":1957,"path":1958,"category":1676,"date":613,"updatedAt":613,"sourceType":520,"source":1959,"tags":1960},"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",[788,601,1114,859,615],{"title":1962,"description":1963,"path":1964,"category":1883,"date":1074,"updatedAt":1074,"sourceType":520,"source":1897,"tags":1965},"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",[601,1966,1398,808,788],"bootstrap",{"title":1968,"description":1969,"path":1970,"category":1883,"date":656,"updatedAt":656,"sourceType":520,"source":1897,"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",[601,671,809,1398,708,1972],"web",{"title":1974,"description":1975,"path":1976,"category":1676,"date":540,"updatedAt":540,"sourceType":779,"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",[554,558,780,1611],{"title":1980,"description":1981,"path":1982,"category":1883,"date":723,"updatedAt":723,"sourceType":520,"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",[860,859,809,1149,1985],"rotate",{"title":1987,"description":1988,"path":1989,"category":1883,"date":705,"updatedAt":705,"sourceType":520,"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 ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[1155,1325,1156,1406,565],{"title":1993,"description":1994,"path":1995,"category":1883,"date":723,"updatedAt":723,"sourceType":520,"source":1990,"tags":1996},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[1155,1156,1016,1234,1325],{"title":1998,"description":1999,"path":2000,"category":2001,"date":540,"updatedAt":540,"sourceType":779,"source":2002,"tags":2003},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[2004,2005,2006,2007],"education","adoption","ai-tutor","higher-education",{"title":2009,"description":2010,"path":2011,"category":2001,"date":540,"updatedAt":540,"sourceType":779,"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",[564,1613,591,1611],{"title":2015,"description":2016,"path":2017,"category":1676,"date":613,"updatedAt":613,"sourceType":520,"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",[558,762,648,650,781],{"title":2021,"description":2022,"path":2023,"category":1883,"date":723,"updatedAt":723,"sourceType":520,"source":2024,"tags":2025},"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",[544,859,2026,809,699],"pending",{"title":2028,"description":2029,"path":2030,"category":1883,"date":1074,"updatedAt":1074,"sourceType":520,"source":2031,"tags":2032},"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",[544,727,671,601,2033],"state",{"title":2035,"description":2036,"path":2037,"category":1883,"date":723,"updatedAt":723,"sourceType":520,"source":2038,"tags":2039},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[557,1490,1106,1491,565],{"title":2053,"description":2054,"path":2055,"category":1676,"date":613,"updatedAt":613,"sourceType":520,"source":2056,"tags":2057},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[2058,1613,2059,2060,2061],"showcase","home-assistant","nix","infrastructure",{"title":2063,"description":2064,"path":2065,"category":1883,"date":705,"updatedAt":705,"sourceType":520,"source":2066,"tags":2067},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[2058,281,817,2095,2096],"vector-search","knowledge",{"title":2098,"description":2099,"path":2100,"category":1883,"date":723,"updatedAt":723,"sourceType":520,"source":2101,"tags":2102},"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",[1470,726,754,756,825],{"title":2104,"description":2105,"path":2106,"category":1883,"date":705,"updatedAt":705,"sourceType":520,"source":2107,"tags":2108},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 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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",[859,1349,546,1350,565],{"title":2144,"description":2145,"path":2146,"category":1676,"date":613,"updatedAt":613,"sourceType":520,"source":2147,"tags":2148},"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",[648,780,650,779,781],{"title":2150,"description":2151,"path":2152,"category":1883,"date":656,"updatedAt":656,"sourceType":520,"source":2153,"tags":2154},"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 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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",[819,664,699,808,959],{"title":2168,"description":2169,"path":2170,"category":1883,"date":733,"updatedAt":733,"sourceType":520,"source":2171,"tags":2172},"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",[819,1318,664,544,565],{"title":2174,"description":2175,"path":2176,"category":1676,"date":613,"updatedAt":613,"sourceType":520,"source":1877,"tags":2177},"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",[2058,779,754,558,592],{"title":2248,"description":2249,"path":2250,"category":1883,"date":733,"updatedAt":733,"sourceType":520,"source":2239,"tags":2251},"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",[1272,1422,725,708,566],{"title":2253,"description":2254,"path":2255,"category":1883,"date":1563,"updatedAt":1563,"sourceType":520,"source":2256,"tags":2257},"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",[1565,819,1591,1592,2258],"compatibility",{"title":2260,"description":2261,"path":2262,"category":1883,"date":656,"updatedAt":656,"sourceType":520,"source":1916,"tags":2263},"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",[1292,566,615,544,808],{"title":2265,"description":2266,"path":2267,"category":1883,"date":1074,"updatedAt":1074,"sourceType":520,"source":2031,"tags":2268},"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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