[{"data":1,"prerenderedAt":3168},["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":3166},"2026-10-19T07:16:28.294Z",{"docs":532,"news":1748,"bestPractices":2507},{"count":533,"items":534},171,[535,548,559,568,577,582,587,594,602,610,619,626,635,644,653,660,667,673,680,687,698,704,712,722,732,741,750,759,767,774,779,787,796,804,813,821,826,833,840,848,855,863,869,879,885,890,898,905,910,920,929,937,943,948,950,954,959,965,974,979,984,993,1000,1012,1018,1026,1033,1036,1043,1051,1058,1063,1069,1076,1082,1092,1096,1105,1114,1120,1125,1130,1138,1145,1151,1158,1166,1173,1180,1189,1197,1204,1211,1217,1224,1230,1239,1245,1252,1257,1266,1273,1281,1290,1297,1304,1314,1320,1326,1331,1339,1346,1353,1360,1366,1373,1378,1388,1399,1405,1411,1416,1422,1428,1435,1442,1449,1458,1465,1470,1476,1483,1492,1499,1506,1512,1518,1525,1531,1536,1541,1548,1554,1562,1568,1575,1581,1590,1596,1602,1609,1615,1621,1629,1636,1641,1649,1655,1661,1668,1675,1680,1687,1696,1703,1709,1716,1722,1728,1734,1743],{"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":572,"sourceType":520,"tags":573},"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",[545,574,575,576],"quickstart","tutorial","basics",{"title":578,"description":579,"path":580,"category":539,"updatedAt":572,"sourceType":520,"tags":581},"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",[546,574,575,576],{"title":583,"description":584,"path":585,"category":539,"updatedAt":572,"sourceType":520,"tags":586},"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",[558,574,575,576],{"title":588,"description":589,"path":590,"category":539,"updatedAt":572,"sourceType":520,"tags":591},"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",[592,593,574,575],"workflow","automation",{"title":595,"description":596,"path":597,"category":539,"updatedAt":572,"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 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1371,1195,1372,731,544,566],{"title":1379,"description":1380,"path":1381,"category":1177,"updatedAt":657,"sourceType":520,"tags":1382},"stable、beta、dev 更新通道该怎么选","基于最新官方 update CLI 与 Updating 文档，解释 OpenClaw 的 stable、beta、dev 三条更新轨道、auto-updater 行为和更适合的长期 rollout 顺序。","/docs/operations/update-channels-and-safe-rollout",[1383,546,1384,1385,1386,1387],"update","stable","beta","dev","rollout",{"title":1389,"description":1390,"path":1391,"category":1392,"updatedAt":764,"sourceType":520,"tags":1393},"Anthropic context1m 的 429 和 fallback 应该怎么处理","基于最新官方 Gateway Troubleshooting 与 Model Failover 文档，解释 Anthropic 长上下文 429 为什么常只在长 session 里出现、什么时候该关掉 context1m，以及怎样用 fallback 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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",[731,992,1397,697,1398],{"title":1417,"description":1418,"path":1419,"category":1392,"updatedAt":764,"sourceType":520,"tags":1420},"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",[896,1421,784,897,1398],"bootstrapToken",{"title":1423,"description":1424,"path":1425,"category":1398,"updatedAt":692,"sourceType":520,"tags":1426},"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",[1427,696,740,703,1287,695],"templates",{"title":1429,"description":1430,"path":1431,"category":1392,"updatedAt":754,"sourceType":520,"tags":1432},"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",[896,1433,546,1434,1216],"allowFrom","account",{"title":1436,"description":1437,"path":1438,"category":1392,"updatedAt":527,"sourceType":520,"tags":1439},"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",[721,1398,1440,1441],"commands","terminal",{"title":1443,"description":1444,"path":1445,"category":1392,"updatedAt":764,"sourceType":520,"tags":1446},"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",[1447,1448,731,729,1398],"cloudflare-ai-gateway","headers",{"title":1450,"description":1451,"path":1452,"category":1453,"updatedAt":657,"sourceType":809,"tags":1454},"社区支持","汇总 OpenClaw 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评论流一起推进到了更成熟的位置。","/news/openclaw-2026-4-1-release","https://github.com/openclaw/openclaw/releases/tag/v2026.4.1",[1310,718,1056,727,874,730],{"title":1958,"description":1959,"path":1960,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":1962,"tags":1963},"OpenClaw 集成观察：HTTP API、Gateway WebSocket 与 SDK 的三层接口面正在被官方写清","基于 2026 年 3 月 25 日可见的官方 API、Web 与 Gateway 文档，最近开发者侧最值得关注的变化之一是不同接口面的分工正在被官方主动拆清。","/news/openclaw-api-surface-watch-2026-03-25","生态观察","https://docs.openclaw.ai/api/v2",[1157,1163,1567,544,1964],"integration",{"title":1966,"description":1967,"path":1968,"category":1961,"date":657,"updatedAt":657,"sourceType":520,"source":1969,"tags":1970},"OpenClaw 执行审批观察：CLI、per-agent allowlist 与聊天转发正在把宿主机执行面做成正式治理层","基于 2026 年 3 月 24 日可见的官方 approvals CLI 与 Exec Approvals 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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",[2153,281,846,2190,2191],"vector-search","knowledge",{"title":2193,"description":2194,"path":2195,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":2196,"tags":2197},"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",[1553,757,784,786,853],{"title":2199,"description":2200,"path":2201,"category":1961,"date":736,"updatedAt":736,"sourceType":520,"source":2202,"tags":2203},"OpenClaw 的消息入口语义正在变清楚","官方最近围绕 Messages、WebChat 和 Channel Routing 的文档更新，正在把消息入口、上下文桶、历史展示和投递节奏拆成更明确的几层。","/news/openclaw-message-surface-watch-2026-03-22","https://docs.openclaw.ai/messages",[915,672,739,919,546],{"title":2205,"description":2206,"path":2207,"category":1961,"date":657,"updatedAt":657,"sourceType":520,"source":2030,"tags":2208},"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",[665,1595,729,731,1272],{"title":2210,"description":2211,"path":2212,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":2213,"tags":2214},"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 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1325,839,818,896,616],{"title":2227,"description":2228,"path":2229,"category":1961,"date":764,"updatedAt":764,"sourceType":520,"source":2230,"tags":2231},"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",[601,672,1163,1325,711],{"title":2233,"description":2234,"path":2235,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":2072,"tags":2236},"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",[896,1433,546,1434,565],{"title":2238,"description":2239,"path":2240,"category":1755,"date":614,"updatedAt":614,"sourceType":520,"source":2241,"tags":2242},"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",[649,810,651,809,811],{"title":2244,"description":2245,"path":2246,"category":1961,"date":657,"updatedAt":657,"sourceType":520,"source":2247,"tags":2248},"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",[729,665,710,731,1017],{"title":2262,"description":2263,"path":2264,"category":1961,"date":764,"updatedAt":764,"sourceType":520,"source":2265,"tags":2266},"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",[729,1397,665,544,565],{"title":2268,"description":2269,"path":2270,"category":1755,"date":614,"updatedAt":614,"sourceType":520,"source":1949,"tags":2271},"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",[1310,1311,1313,1312],{"title":2273,"description":2274,"path":2275,"category":1961,"date":736,"updatedAt":736,"sourceType":520,"source":1975,"tags":2276},"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",[601,896,710,616,1216],{"title":2278,"description":2279,"path":2280,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":2281,"tags":2282},"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",[739,738,2283,546,740],"threads",{"title":2285,"description":2286,"path":2287,"category":1961,"date":716,"updatedAt":716,"sourceType":520,"source":2288,"tags":2289},"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",[1056,523,1057,642,547],{"title":2291,"description":2292,"path":2293,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":2294,"tags":2295},"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",[1635,2296,2297,1634,565],"snapshot","rotation",{"title":2299,"description":2300,"path":2301,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":2161,"tags":2302},"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",[758,566,1504,896,1351],{"title":2304,"description":2305,"path":2306,"category":1961,"date":657,"updatedAt":657,"sourceType":520,"source":2307,"tags":2308},"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",[566,1336,1338,1337,565],{"title":2310,"description":2311,"path":2312,"category":2313,"date":540,"updatedAt":540,"sourceType":809,"source":2314,"tags":2315},"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",[566,2316,928,564],"compliance",{"title":2318,"description":2319,"path":2320,"category":1961,"date":736,"updatedAt":736,"sourceType":520,"source":2294,"tags":2321},"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",[566,1634,862,2322,565],"proxy",{"title":2324,"description":2325,"path":2326,"category":1961,"date":1645,"updatedAt":1645,"sourceType":520,"source":2327,"tags":2328},"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",[758,1648,1112,1647,544],{"title":2330,"description":2331,"path":2332,"category":1961,"date":1645,"updatedAt":1645,"sourceType":520,"source":2333,"tags":2334},"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",[697,721,1654,1336,565],{"title":2336,"description":2337,"path":2338,"category":1961,"date":754,"updatedAt":754,"sourceType":520,"source":2339,"tags":2340},"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 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