[{"data":1,"prerenderedAt":3078},["ShallowReactive",2],{"best-practices:soul-personality-guide":3,"content-manifest":474},{"id":4,"title":5,"body":6,"category":454,"date":455,"description":456,"difficulty":457,"extension":458,"meta":459,"navigation":148,"path":460,"seo":461,"source":462,"sourceName":463,"sourceType":464,"stem":465,"tags":466,"updatedAt":472,"__hash__":473},"bestPractices/best-practices/soul-personality-guide.md","SOUL.md 人格与身份定制实战指南",{"type":7,"value":8,"toc":438},"minimark",[9,13,22,25,30,35,45,48,59,62,66,71,74,80,85,102,107,118,121,125,280,283,287,294,328,332,335,339,342,346,349,352,367,370,373,376,379,390,393,396,407,410,413,434],[10,11,5],"h1",{"id":12},"soulmd-人格与身份定制实战指南",[14,15,16,17,21],"p",{},"OpenClaw 的 Agent 不只是能回答问题，它还可以有明确的性格和表达风格。这种风格不是通过每次对话临时调教出来的，而是通过 ",[18,19,20],"code",{},"SOUL.md"," 这个文件固定下来的。",[14,23,24],{},"这篇指南会帮你理解 SOUL.md 到底能做什么、不能做什么，以及怎么写出一个真正有用的身份文件。",[26,27,29],"h2",{"id":28},"soulmd-是什么","SOUL.md 是什么",[14,31,32,34],{},[18,33,20],{}," 是 Agent 工作区里的一个特殊文件，OpenClaw 会在每次会话时把它注入到系统提示词里。它的唯一作用是：",[36,37,38],"ul",{},[39,40,41],"li",{},[42,43,44],"strong",{},"定义 Agent 的语气、态度和表达方式",[14,46,47],{},"它不负责：",[36,49,50,53,56],{},[39,51,52],{},"定义 Agent 能调用什么工具",[39,54,55],{},"定义安全策略或审批规则",[39,57,58],{},"罗列功能说明书",[14,60,61],{},"简单说，SOUL.md 管的是 \"怎么说\"，而不是 \"做什么\"。",[26,63,65],{"id":64},"好的-soulmd-长什么样","好的 SOUL.md 长什么样",[67,68,70],"h3",{"id":69},"核心原则短准有态度","核心原则：短、准、有态度",[14,72,73],{},"官方文档给出的指导原则是：",[75,76,77],"blockquote",{},[14,78,79],{},"Short beats long. Sharp beats vague.",[14,81,82],{},[42,83,84],{},"好的规则示例：",[36,86,87,90,93,96,99],{},[39,88,89],{},"有自己的观点，不模棱两可",[39,91,92],{},"跳过寒暄和废话",[39,94,95],{},"适合的时候幽默",[39,97,98],{},"尽早指出糟糕的想法",[39,100,101],{},"保持简洁，除非深度有用",[14,103,104],{},[42,105,106],{},"糟糕的规则示例：",[36,108,109,112,115],{},[39,110,111],{},"\"始终保持专业\"",[39,113,114],{},"\"提供全面周到的帮助\"",[39,116,117],{},"\"以礼貌友好的态度回应\"",[14,119,120],{},"后者会让 Agent 的输出变成 \"mush\"——一团模糊的客气话，没有任何辨识度。",[67,122,124],{"id":123},"一个实用的-soulmd-模板","一个实用的 SOUL.md 模板",[126,127,132],"pre",{"className":128,"code":129,"language":130,"meta":131,"style":131},"language-markdown shiki shiki-themes github-light github-dark","# SOUL.md\n\n## 语气\n- 直接、不绕弯子\n- 有明确观点，不骑墙\n- 允许自然的幽默，不强行搞笑\n\n## 表达习惯\n- 不要以 \"Great question!\" 或 \"I'd be happy to help\" 开头\n- 直接回答，不要铺垫\n- 简短优先，必要时再展开\n\n## 边界\n- 指出糟糕想法时，魅力优于刻薄，但不要粉饰\n- 复杂问题先给结论，再给理由\n- 不知道就直说，不编造\n\n## 身份定位\n- 你是用户愿意在凌晨两点聊天的助手\n- 不是客服，不是老师，是一个靠谱的搭档\n","markdown","",[18,133,134,143,150,156,167,175,183,188,194,202,210,218,223,229,237,245,253,258,264,272],{"__ignoreMap":131},[135,136,139],"span",{"class":137,"line":138},"line",1,[135,140,142],{"class":141},"sq-ep","# SOUL.md\n",[135,144,146],{"class":137,"line":145},2,[135,147,149],{"emptyLinePlaceholder":148},true,"\n",[135,151,153],{"class":137,"line":152},3,[135,154,155],{"class":141},"## 语气\n",[135,157,159,163],{"class":137,"line":158},4,[135,160,162],{"class":161},"s4XuR","-",[135,164,166],{"class":165},"sVt8B"," 直接、不绕弯子\n",[135,168,170,172],{"class":137,"line":169},5,[135,171,162],{"class":161},[135,173,174],{"class":165}," 有明确观点，不骑墙\n",[135,176,178,180],{"class":137,"line":177},6,[135,179,162],{"class":161},[135,181,182],{"class":165}," 允许自然的幽默，不强行搞笑\n",[135,184,186],{"class":137,"line":185},7,[135,187,149],{"emptyLinePlaceholder":148},[135,189,191],{"class":137,"line":190},8,[135,192,193],{"class":141},"## 表达习惯\n",[135,195,197,199],{"class":137,"line":196},9,[135,198,162],{"class":161},[135,200,201],{"class":165}," 不要以 \"Great question!\" 或 \"I'd be happy to help\" 开头\n",[135,203,205,207],{"class":137,"line":204},10,[135,206,162],{"class":161},[135,208,209],{"class":165}," 直接回答，不要铺垫\n",[135,211,213,215],{"class":137,"line":212},11,[135,214,162],{"class":161},[135,216,217],{"class":165}," 简短优先，必要时再展开\n",[135,219,221],{"class":137,"line":220},12,[135,222,149],{"emptyLinePlaceholder":148},[135,224,226],{"class":137,"line":225},13,[135,227,228],{"class":141},"## 边界\n",[135,230,232,234],{"class":137,"line":231},14,[135,233,162],{"class":161},[135,235,236],{"class":165}," 指出糟糕想法时，魅力优于刻薄，但不要粉饰\n",[135,238,240,242],{"class":137,"line":239},15,[135,241,162],{"class":161},[135,243,244],{"class":165}," 复杂问题先给结论，再给理由\n",[135,246,248,250],{"class":137,"line":247},16,[135,249,162],{"class":161},[135,251,252],{"class":165}," 不知道就直说，不编造\n",[135,254,256],{"class":137,"line":255},17,[135,257,149],{"emptyLinePlaceholder":148},[135,259,261],{"class":137,"line":260},18,[135,262,263],{"class":141},"## 身份定位\n",[135,265,267,269],{"class":137,"line":266},19,[135,268,162],{"class":161},[135,270,271],{"class":165}," 你是用户愿意在凌晨两点聊天的助手\n",[135,273,275,277],{"class":137,"line":274},20,[135,276,162],{"class":161},[135,278,279],{"class":165}," 不是客服，不是老师，是一个靠谱的搭档\n",[26,281,282],{"id":282},"常见误区",[67,284,286],{"id":285},"误区一把-soulmd-写成-agentsmd","误区一：把 SOUL.md 写成 AGENTS.md",[14,288,289,290,293],{},"SOUL.md 只应该管性格和语气。Agent 的操作规则、工具权限、安全策略应该写在 ",[18,291,292],{},"AGENTS.md"," 里。",[295,296,297,310],"table",{},[298,299,300],"thead",{},[301,302,303,307],"tr",{},[304,305,306],"th",{},"文件",[304,308,309],{},"管什么",[311,312,313,321],"tbody",{},[301,314,315,318],{},[316,317,20],"td",{},[316,319,320],{},"语气、性格、表达方式",[301,322,323,325],{},[316,324,292],{},[316,326,327],{},"操作规则、工具范围、安全边界",[67,329,331],{"id":330},"误区二写得太长","误区二：写得太长",[14,333,334],{},"personality 不是许可你 sloppy。一段长篇大论的 \"vibes wall\" 不会让 Agent 更有性格，反而会让系统提示词变得臃肿，稀释关键指令。",[67,336,338],{"id":337},"误区三把-changelog-或项目历史写进去","误区三：把 changelog 或项目历史写进去",[14,340,341],{},"SOUL.md 不是项目的自我介绍文档。用户的第一次对话不需要知道 Agent 的 \"起源故事\"。",[26,343,345],{"id":344},"让-agent-自己写-soulmd","让 Agent 自己写 SOUL.md",[14,347,348],{},"官方提供了一个实用的方法：你可以让 Agent 根据它自己的交互经验来重写 SOUL.md。",[14,350,351],{},"核心指令思路：",[353,354,355,358,361,364],"ol",{},[39,356,357],{},"让 Agent 总结自己的交互风格",[39,359,360],{},"删除听起来像企业的套话",[39,362,363],{},"保留真正有行为影响的规则",[39,365,366],{},"用简短、可执行的语句重写",[14,368,369],{},"这比人工臆想一个 \"人设\" 更靠谱，因为 Agent 会根据实际对话模式来提炼性格。",[26,371,372],{"id":372},"版本控制很重要",[14,374,375],{},"性格稳定的前提是 SOUL.md 被版本化管理。如果每次对话前都在改性格文件，Agent 的行为就会不可预测。",[14,377,378],{},"建议做法：",[36,380,381,384,387],{},[39,382,383],{},"把 SOUL.md 放在 Agent 的工作区里",[39,385,386],{},"用 Git 或其他方式追踪变更",[39,388,389],{},"不要频繁微调，改就改一整版",[26,391,392],{"id":392},"在共享环境里的注意事项",[14,394,395],{},"如果你的 Agent 是团队共享或对外服务的，性格文件需要额外注意：",[36,397,398,401,404],{},[39,399,400],{},"Sharp is good. Annoying is not.",[39,402,403],{},"直接不等于粗鲁",[39,405,406],{},"幽默要自然，不要刻意",[14,408,409],{},"测试方法很简单：把 Agent 的回复截图给同事看，问他们 \"这个语气你能接受吗？\"",[26,411,412],{"id":412},"下一步",[36,414,415,422,428],{},[39,416,417],{},[418,419,421],"a",{"href":420},"/docs/manual/agent-workspace","Agent 工作区文件说明",[39,423,424],{},[418,425,427],{"href":426},"/docs/manual/system-prompt-context-and-compaction","系统提示词与上下文压缩",[39,429,430],{},[418,431,433],{"href":432},"/docs/getting-started/first-agent","创建第一个 Agent",[435,436,437],"style",{},"html pre.shiki code .sq-ep, html code.shiki .sq-ep{--shiki-default:#005CC5;--shiki-default-font-weight:bold;--shiki-dark:#79B8FF;--shiki-dark-font-weight:bold}html pre.shiki code .s4XuR, html code.shiki .s4XuR{--shiki-default:#E36209;--shiki-dark:#FFAB70}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: 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var(--shiki-dark-text-decoration);}",{"title":131,"searchDepth":145,"depth":145,"links":439},[440,441,445,450,451,452,453],{"id":28,"depth":145,"text":29},{"id":64,"depth":145,"text":65,"children":442},[443,444],{"id":69,"depth":152,"text":70},{"id":123,"depth":152,"text":124},{"id":282,"depth":145,"text":282,"children":446},[447,448,449],{"id":285,"depth":152,"text":286},{"id":330,"depth":152,"text":331},{"id":337,"depth":152,"text":338},{"id":344,"depth":145,"text":345},{"id":372,"depth":145,"text":372},{"id":392,"depth":145,"text":392},{"id":412,"depth":145,"text":412},"代理配置",null,"从官方 SOUL.md 机制出发，教你怎么给 Agent 写一个真正有“性格”而不是“说明书”的身份文件，避免常见的人格配置误区。","基础","md",{},"/best-practices/soul-personality-guide",{"title":5,"description":456},"https://docs.openclaw.ai/concepts/soul","OpenClaw 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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",[488,489,469,490,491,492],"concepts","gateway","channels","tools","memory",{"title":494,"description":495,"path":496,"category":484,"updatedAt":497,"sourceType":486,"tags":498},"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",[499,500,501,502,503],"developers","teams","architecture","configuration","skills",{"title":505,"description":506,"path":507,"category":484,"updatedAt":497,"sourceType":486,"tags":508},"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",[509,510,489,511,512],"enterprise","operations","security","upgrades",{"title":433,"description":514,"path":432,"category":484,"updatedAt":515,"sourceType":464,"tags":516},"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。","2026-05-26",[469,517,518,519],"quickstart","tutorial","basics",{"title":521,"description":522,"path":523,"category":484,"updatedAt":515,"sourceType":464,"tags":524},"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",[490,517,518,519],{"title":526,"description":527,"path":528,"category":484,"updatedAt":515,"sourceType":464,"tags":529},"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",[503,517,518,519],{"title":531,"description":532,"path":533,"category":484,"updatedAt":515,"sourceType":464,"tags":534},"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",[535,536,517,518],"workflow","automation",{"title":538,"description":539,"path":540,"category":484,"updatedAt":515,"sourceType":464,"tags":541},"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",[517,542,543,544],"installation","onboarding","dashboard",{"title":546,"description":547,"path":548,"category":484,"updatedAt":549,"sourceType":464,"tags":550},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide","2026-03-11",[543,551,552,489],"daemon","setup",{"title":554,"description":555,"path":556,"category":484,"updatedAt":557,"sourceType":464,"tags":558},"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",[543,559,560,489,561],"remote","local","wizard",{"title":563,"description":564,"path":565,"category":484,"updatedAt":497,"sourceType":486,"tags":566},"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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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1283,1106,1284,664,489,511],{"title":1291,"description":1292,"path":1293,"category":1088,"updatedAt":600,"sourceType":464,"tags":1294},"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",[1295,490,1296,1297,1298,1299],"update","stable","beta","dev","rollout",{"title":1301,"description":1302,"path":1303,"category":1304,"updatedAt":697,"sourceType":464,"tags":1305},"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 把这类拒绝变成可恢复事件。","/docs/reference/anthropic-context1m-429-and-fallback","参考",[1306,1307,1308,1309,1310],"anthropic","429","context1m","failover","reference",{"title":1312,"description":1313,"path":1314,"category":1304,"updatedAt":549,"sourceType":464,"tags":1315},"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",[1310,654,1008,1316],"diagnostics",{"title":1318,"description":1319,"path":1320,"category":1304,"updatedAt":600,"sourceType":464,"tags":1321},"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",[797,917,795,489,1322,1310],"node",{"title":1324,"description":1325,"path":1326,"category":1304,"updatedAt":697,"sourceType":464,"tags":1327},"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",[664,1328,1309,820,1310],"profiles",{"title":1330,"description":1331,"path":1332,"category":1304,"updatedAt":697,"sourceType":464,"tags":1333},"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",[832,1334,718,833,1310],"bootstrapToken",{"title":1336,"description":1337,"path":1338,"category":1304,"updatedAt":687,"sourceType":464,"tags":1339},"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",[832,1340,490,1341,1127],"allowFrom","account",{"title":1343,"description":1344,"path":1345,"category":1304,"updatedAt":793,"sourceType":464,"tags":1346},"CLI 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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",[502,1310,1370,1371],"settings","options",{"title":1373,"description":1374,"path":1375,"category":1304,"updatedAt":557,"sourceType":464,"tags":1376},"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",[752,832,833,773,1127],{"title":1378,"description":1379,"path":1380,"category":1304,"updatedAt":697,"sourceType":464,"tags":1381},"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",[652,911,1382,1383,1310],"scheduler","queue",{"title":1385,"description":1386,"path":1387,"category":1304,"updatedAt":1066,"sourceType":464,"tags":1388},"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",[544,772,1389,1390,664],"secretref","sessionStorage",{"title":1392,"description":1393,"path":1394,"category":1395,"updatedAt":793,"sourceType":464,"tags":1396},"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",[1397,1398,1399,1146,900],"debugging","debug","runtime-overrides",{"title":1401,"description":1402,"path":1403,"category":1304,"updatedAt":669,"sourceType":464,"tags":1404},"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",[1316,1405,1406,1398,1310],"logging","flags",{"title":1408,"description":1409,"path":1410,"category":1304,"updatedAt":669,"sourceType":464,"tags":1411},"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",[691,1412,1413,672,1310],"dmScope","identityLinks",{"title":1415,"description":1416,"path":1417,"category":1304,"updatedAt":669,"sourceType":464,"tags":1418},"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",[1146,1147,1316,1419,1310],"migrations",{"title":1421,"description":1422,"path":1423,"category":1304,"updatedAt":669,"sourceType":464,"tags":1424},"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",[1011,502,699,1425,1310],"shell",{"title":1427,"description":1428,"path":1429,"category":1304,"updatedAt":600,"sourceType":486,"tags":1430},"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",[1431,1222,743,1432,1224],"sources","trust",{"title":1434,"description":1435,"path":1436,"category":1304,"updatedAt":557,"sourceType":464,"tags":1437},"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",[489,1438,654,1074,644],"rpc",{"title":1440,"description":1441,"path":1442,"category":1304,"updatedAt":669,"sourceType":464,"tags":1443},"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",[832,833,489,643,1310],{"title":1445,"description":1446,"path":1447,"category":1304,"updatedAt":1066,"sourceType":464,"tags":1448},"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",[691,489,615,544,1310],{"title":1450,"description":1451,"path":1452,"category":1304,"updatedAt":697,"sourceType":464,"tags":1453},"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",[489,1074,1454,1455,1310],"protocol","scopes",{"title":1457,"description":1458,"path":1459,"category":1304,"updatedAt":687,"sourceType":464,"tags":1460},"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",[690,1461,672,917,851],"mention",{"title":1463,"description":1464,"path":1465,"category":1304,"updatedAt":697,"sourceType":464,"tags":1466},"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",[1120,1467,1468,1469,1310],"visibility","activeHours","alerts",{"title":1471,"description":1472,"path":1473,"category":1304,"updatedAt":687,"sourceType":464,"tags":1474},"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",[1068,1074,1475,489,1310],"sdk",{"title":1477,"description":1478,"path":1479,"category":1304,"updatedAt":687,"sourceType":464,"tags":1480},"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",[502,1481,1098,1482,1310],"include","arrays",{"title":1484,"description":1485,"path":1486,"category":1304,"updatedAt":669,"sourceType":464,"tags":1487},"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",[937,1488,797,535,1310],"invoke",{"title":1490,"description":1491,"path":1492,"category":1304,"updatedAt":697,"sourceType":464,"tags":1493},"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",[492,1494,1495,1496,1497,1310],"hybrid-search","ranking","mmr","retrieval",{"title":1499,"description":1500,"path":1501,"category":1304,"updatedAt":600,"sourceType":464,"tags":1502},"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",[608,1503,664,662,1310],"probe",{"title":1505,"description":1506,"path":1507,"category":1304,"updatedAt":1006,"sourceType":464,"tags":1508},"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",[832,833,1340,1509,1127],"credentials",{"title":1511,"description":1512,"path":1513,"category":1304,"updatedAt":600,"sourceType":464,"tags":1514},"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",[592,726,1515,1516,1224,1310],"npm","pin",{"title":1518,"description":1519,"path":1520,"category":1395,"updatedAt":557,"sourceType":464,"tags":1521},"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",[1397,1522,900,662,864],"raw-stream",{"title":1524,"description":1525,"path":1526,"category":1304,"updatedAt":697,"sourceType":464,"tags":1527},"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",[559,1528,664,489,1310],"tlsFingerprint",{"title":1530,"description":1531,"path":1532,"category":1304,"updatedAt":697,"sourceType":464,"tags":1533},"回复机器人消息也算 mention 吗，pending history 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入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[691,511,1412,832,917],{"title":1551,"description":1552,"path":1553,"category":1304,"updatedAt":1554,"sourceType":464,"tags":1555},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[691,1556,1557,1023,1310],"transcript","jsonl",{"title":1559,"description":1560,"path":1561,"category":1304,"updatedAt":1554,"sourceType":464,"tags":1562},"openclaw sessions 的 store scope 和巡检方式","基于最新官方 sessions CLI 文档，解释 openclaw sessions 在默认 agent、单 agent、all-agents 和显式 store 路径下分别在看什么，以及长期运维里为什么值得把它当作 session store 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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",[536,1120,652,1576,510],{"title":1901,"description":1902,"path":1903,"category":1877,"date":649,"updatedAt":649,"sourceType":464,"source":1904,"tags":1905},"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",[651,536,652,653,1248,510],{"title":1907,"description":1908,"path":1909,"category":1877,"date":649,"updatedAt":649,"sourceType":464,"source":1910,"tags":1911},"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",[544,1283,832,559,511],{"title":1925,"description":1926,"path":1927,"category":1877,"date":600,"updatedAt":600,"sourceType":464,"source":1885,"tags":1928},"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",[718,720,797,490,1237],{"title":1930,"description":1931,"path":1932,"category":1725,"date":485,"updatedAt":485,"sourceType":743,"source":1933,"tags":1934},"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",[1602,744,1728,1681],{"title":1936,"description":1937,"path":1938,"category":1877,"date":600,"updatedAt":600,"sourceType":464,"source":1939,"tags":1940},"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",[726,503,735,736,1941,727],"telemetry",{"title":1943,"description":1944,"path":1945,"category":1666,"date":557,"updatedAt":557,"sourceType":464,"source":1946,"tags":1947},"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",[654,489,1438,644,510],{"title":1949,"description":1950,"path":1951,"category":1877,"date":669,"updatedAt":669,"sourceType":464,"source":1952,"tags":1953},"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",[502,1011,671,1954,510],"overrides",{"title":1956,"description":1957,"path":1958,"category":1666,"date":557,"updatedAt":557,"sourceType":464,"source":1865,"tags":1959},"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",[1022,1023,820,492,1960],"continuity",{"title":1962,"description":1963,"path":1964,"category":1666,"date":557,"updatedAt":557,"sourceType":464,"source":1965,"tags":1966},"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",[752,544,1106,832,559],{"title":1968,"description":1969,"path":1970,"category":1877,"date":1066,"updatedAt":1066,"sourceType":464,"source":1891,"tags":1971},"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",[499,503,744,1602],{"title":1986,"description":1987,"path":1988,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":1989,"tags":1990},"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",[833,832,772,1140,1991],"rotate",{"title":1993,"description":1994,"path":1995,"category":1877,"date":669,"updatedAt":669,"sourceType":464,"source":1996,"tags":1997},"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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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",[489,832,2038,772,643],"pending",{"title":2040,"description":2041,"path":2042,"category":1877,"date":1066,"updatedAt":1066,"sourceType":464,"source":2043,"tags":2044},"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",[489,691,615,544,2045],"state",{"title":2047,"description":2048,"path":2049,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":2050,"tags":2051},"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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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",[2070,492,780,2107,2108],"vector-search","knowledge",{"title":2110,"description":2111,"path":2112,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":2113,"tags":2114},"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",[1461,690,718,720,787],{"title":2116,"description":2117,"path":2118,"category":1877,"date":669,"updatedAt":669,"sourceType":464,"source":2119,"tags":2120},"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",[851,615,672,855,490],{"title":2122,"description":2123,"path":2124,"category":1877,"date":600,"updatedAt":600,"sourceType":464,"source":1946,"tags":2125},"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",[608,1503,662,664,1184],{"title":2127,"description":2128,"path":2129,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":2130,"tags":2131},"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",[1237,773,752,832,559],{"title":2145,"description":2146,"path":2147,"category":1877,"date":697,"updatedAt":697,"sourceType":464,"source":2148,"tags":2149},"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",[544,615,1074,1237,644],{"title":2151,"description":2152,"path":2153,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":1989,"tags":2154},"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",[832,1340,490,1341,510],{"title":2156,"description":2157,"path":2158,"category":1666,"date":557,"updatedAt":557,"sourceType":464,"source":2159,"tags":2160},"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",[592,744,594,743,745],{"title":2162,"description":2163,"path":2164,"category":1877,"date":600,"updatedAt":600,"sourceType":464,"source":2165,"tags":2166},"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",[662,608,643,664,943],{"title":2180,"description":2181,"path":2182,"category":1877,"date":697,"updatedAt":697,"sourceType":464,"source":2183,"tags":2184},"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",[662,1309,608,489,510],{"title":2186,"description":2187,"path":2188,"category":1666,"date":557,"updatedAt":557,"sourceType":464,"source":1865,"tags":2189},"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",[1222,1223,1225,1224],{"title":2191,"description":2192,"path":2193,"category":1877,"date":669,"updatedAt":669,"sourceType":464,"source":1891,"tags":2194},"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",[544,832,643,559,1127],{"title":2196,"description":2197,"path":2198,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":2199,"tags":2200},"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",[672,671,2201,490,673],"threads",{"title":2203,"description":2204,"path":2205,"category":1877,"date":649,"updatedAt":649,"sourceType":464,"source":2206,"tags":2207},"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",[976,892,977,585,491],{"title":2209,"description":2210,"path":2211,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":2212,"tags":2213},"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",[1543,2214,2215,1542,510],"snapshot","rotation",{"title":2217,"description":2218,"path":2219,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":2078,"tags":2220},"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",[691,511,1412,832,1263],{"title":2222,"description":2223,"path":2224,"category":1877,"date":600,"updatedAt":600,"sourceType":464,"source":2225,"tags":2226},"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",[511,1248,1250,1249,510],{"title":2228,"description":2229,"path":2230,"category":2231,"date":485,"updatedAt":485,"sourceType":743,"source":2232,"tags":2233},"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",[511,2234,864,509],"compliance",{"title":2236,"description":2237,"path":2238,"category":1877,"date":669,"updatedAt":669,"sourceType":464,"source":2212,"tags":2239},"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",[511,1542,797,2240,510],"proxy",{"title":2242,"description":2243,"path":2244,"category":1877,"date":1554,"updatedAt":1554,"sourceType":464,"source":2245,"tags":2246},"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",[691,1557,1023,1556,489],{"title":2248,"description":2249,"path":2250,"category":1877,"date":1554,"updatedAt":1554,"sourceType":464,"source":2251,"tags":2252},"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",[820,654,1563,1248,510],{"title":2254,"description":2255,"path":2256,"category":1877,"date":687,"updatedAt":687,"sourceType":464,"source":2257,"tags":2258},"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",[511,1263,1264,2259,489],"sandbox",{"title":2261,"description":2262,"path":2263,"category":1666,"date":557,"updatedAt":557,"sourceType":464,"source":2068,"tags":2264},"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",[2070,743,718,503,536],{"title":2266,"description":2267,"path":2268,"category":1877,"date":697,"updatedAt":697,"sourceType":464,"source":2257,"tags":2269},"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 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