[{"data":1,"prerenderedAt":3171},["ShallowReactive",2],{"docs:manual/bedrock-guardrails-and-auth":3,"content-manifest":604},{"id":4,"title":5,"body":6,"category":583,"date":584,"description":585,"extension":586,"meta":587,"navigation":588,"path":589,"seo":590,"source":591,"sourceName":592,"sourceType":593,"stem":594,"tags":595,"updatedAt":602,"__hash__":603},"docs/docs/manual/bedrock-guardrails-and-auth.md","Amazon Bedrock 的 AWS 凭据链与 Guardrails 应该怎么配",{"type":7,"value":8,"toc":565},"minimark",[9,13,17,24,27,41,44,49,52,76,79,84,88,91,94,108,111,114,117,172,175,192,195,203,206,209,217,220,227,232,235,240,244,247,387,390,402,405,416,419,429,432,440,443,447,450,458,461,466,469,472,475,490,493,507,510,513,518,521,525,528,534,537,540,561],[10,11,5],"h1",{"id":12},"amazon-bedrock-的-aws-凭据链与-guardrails-应该怎么配",[14,15,16],"p",{},"最近官方对 Amazon Bedrock 这一页补得很完整，最关键的变化不是“又多一个 provider”，而是：",[18,19,20],"ul",{},[21,22,23],"li",{},"Bedrock 在 OpenClaw 里已经有了更像正式企业接入的形态",[14,25,26],{},"尤其是 Guardrails 这一段，说明官方已经把：",[18,28,29,32,35,38],{},[21,30,31],{},"内容过滤",[21,33,34],{},"主题拒绝",[21,36,37],{},"敏感信息过滤",[21,39,40],{},"contextual grounding",[14,42,43],{},"正式放进了 provider 层治理面。",[45,46,48],"h2",{"id":47},"先记住-bedrock-的几个核心属性","先记住 Bedrock 的几个核心属性",[14,50,51],{},"当前官方文档给出的关键事实是：",[18,53,54,61,67,70],{},[21,55,56,57],{},"provider：",[58,59,60],"code",{},"amazon-bedrock",[21,62,63,64],{},"API：",[58,65,66],{},"bedrock-converse-stream",[21,68,69],{},"鉴权：AWS SDK default credential chain",[21,71,72,73],{},"默认区域：",[58,74,75],{},"us-east-1",[14,77,78],{},"这意味着它和一般 API key 型 provider 的最大差别是：",[18,80,81],{},[21,82,83],{},"Bedrock 不是主要靠单个 API key 驱动，而是更依赖 AWS 运行环境本身",[45,85,87],{"id":86},"为什么-aws-credential-chain-这点很重要","为什么 AWS credential chain 这点很重要",[14,89,90],{},"这会直接影响你怎么理解问题来源。",[14,92,93],{},"当 Bedrock 调不通时，先别急着看模型本身，更该先排查：",[18,95,96,99,102,105],{},[21,97,98],{},"环境变量",[21,100,101],{},"shared config",[21,103,104],{},"profile",[21,106,107],{},"instance role",[14,109,110],{},"也就是说，Bedrock 更像基础设施接入，而不是单纯模型接入。",[45,112,113],{"id":113},"最小环境变量长什么样",[14,115,116],{},"官方当前文档里的最小路径大致是：",[118,119,124],"pre",{"className":120,"code":121,"language":122,"meta":123,"style":123},"language-bash shiki shiki-themes github-light github-dark","export AWS_ACCESS_KEY_ID=\"AKIA...\"\nexport AWS_SECRET_ACCESS_KEY=\"...\"\nexport AWS_REGION=\"us-east-1\"\n","bash","",[58,125,126,146,159],{"__ignoreMap":123},[127,128,131,135,139,142],"span",{"class":129,"line":130},"line",1,[127,132,134],{"class":133},"szBVR","export",[127,136,138],{"class":137},"sVt8B"," AWS_ACCESS_KEY_ID",[127,140,141],{"class":133},"=",[127,143,145],{"class":144},"sZZnC","\"AKIA...\"\n",[127,147,149,151,154,156],{"class":129,"line":148},2,[127,150,134],{"class":133},[127,152,153],{"class":137}," AWS_SECRET_ACCESS_KEY",[127,155,141],{"class":133},[127,157,158],{"class":144},"\"...\"\n",[127,160,162,164,167,169],{"class":129,"line":161},3,[127,163,134],{"class":133},[127,165,166],{"class":137}," AWS_REGION",[127,168,141],{"class":133},[127,170,171],{"class":144},"\"us-east-1\"\n",[14,173,174],{},"可选项还包括：",[18,176,177,182,187],{},[21,178,179],{},[58,180,181],{},"AWS_SESSION_TOKEN",[21,183,184],{},[58,185,186],{},"AWS_PROFILE",[21,188,189],{},[58,190,191],{},"AWS_BEARER_TOKEN_BEDROCK",[14,193,194],{},"这里最容易混淆的一点是：",[18,196,197,200],{},[21,198,199],{},"bearer token 不是唯一入口",[21,201,202],{},"IAM / shared config 仍然是正式路径",[45,204,205],{"id":205},"自动发现模型这件事为什么有价值",[14,207,208],{},"官方现在明确写到，OpenClaw 可以自动发现：",[18,210,211,214],{},[21,212,213],{},"支持 streaming",[21,215,216],{},"支持文本输出",[14,218,219],{},"的 Bedrock 模型。",[14,221,222,223,226],{},"这会降低第一次接入成本，但不代表你就可以完全跳过模型治理。",[224,225],"br",{},"\n自动发现解决的是：",[18,228,229],{},[21,230,231],{},"先连上",[14,233,234],{},"不是：",[18,236,237],{},[21,238,239],{},"长期模型策略就自动合理",[45,241,243],{"id":242},"guardrails-这次是真正值得单独补文档的部分","Guardrails 这次是真正值得单独补文档的部分",[14,245,246],{},"官方当前配置形态大致是：",[118,248,252],{"className":249,"code":250,"language":251,"meta":123,"style":123},"language-json shiki shiki-themes github-light github-dark","{\n  \"plugins\": {\n    \"entries\": {\n      \"amazon-bedrock\": {\n        \"config\": {\n          \"guardrail\": {\n            \"guardrailIdentifier\": \"abc123\",\n            \"guardrailVersion\": \"1\",\n            \"streamProcessingMode\": \"sync\",\n            \"trace\": \"enabled\"\n          }\n        }\n      }\n    }\n  }\n}\n","json",[58,253,254,259,268,275,283,291,299,314,327,340,351,357,363,369,375,381],{"__ignoreMap":123},[127,255,256],{"class":129,"line":130},[127,257,258],{"class":137},"{\n",[127,260,261,265],{"class":129,"line":148},[127,262,264],{"class":263},"sj4cs","  \"plugins\"",[127,266,267],{"class":137},": {\n",[127,269,270,273],{"class":129,"line":161},[127,271,272],{"class":263},"    \"entries\"",[127,274,267],{"class":137},[127,276,278,281],{"class":129,"line":277},4,[127,279,280],{"class":263},"      \"amazon-bedrock\"",[127,282,267],{"class":137},[127,284,286,289],{"class":129,"line":285},5,[127,287,288],{"class":263},"        \"config\"",[127,290,267],{"class":137},[127,292,294,297],{"class":129,"line":293},6,[127,295,296],{"class":263},"          \"guardrail\"",[127,298,267],{"class":137},[127,300,302,305,308,311],{"class":129,"line":301},7,[127,303,304],{"class":263},"            \"guardrailIdentifier\"",[127,306,307],{"class":137},": ",[127,309,310],{"class":144},"\"abc123\"",[127,312,313],{"class":137},",\n",[127,315,317,320,322,325],{"class":129,"line":316},8,[127,318,319],{"class":263},"            \"guardrailVersion\"",[127,321,307],{"class":137},[127,323,324],{"class":144},"\"1\"",[127,326,313],{"class":137},[127,328,330,333,335,338],{"class":129,"line":329},9,[127,331,332],{"class":263},"            \"streamProcessingMode\"",[127,334,307],{"class":137},[127,336,337],{"class":144},"\"sync\"",[127,339,313],{"class":137},[127,341,343,346,348],{"class":129,"line":342},10,[127,344,345],{"class":263},"            \"trace\"",[127,347,307],{"class":137},[127,349,350],{"class":144},"\"enabled\"\n",[127,352,354],{"class":129,"line":353},11,[127,355,356],{"class":137},"          }\n",[127,358,360],{"class":129,"line":359},12,[127,361,362],{"class":137},"        }\n",[127,364,366],{"class":129,"line":365},13,[127,367,368],{"class":137},"      }\n",[127,370,372],{"class":129,"line":371},14,[127,373,374],{"class":137},"    }\n",[127,376,378],{"class":129,"line":377},15,[127,379,380],{"class":137},"  }\n",[127,382,384],{"class":129,"line":383},16,[127,385,386],{"class":137},"}\n",[14,388,389],{},"几个关键字段里，最重要的是：",[18,391,392,397],{},[21,393,394],{},[58,395,396],{},"guardrailIdentifier",[21,398,399],{},[58,400,401],{},"guardrailVersion",[14,403,404],{},"这说明 Guardrails 不是泛泛开关，而是显式绑定到某个 guardrail 对象和版本。",[45,406,408,411,412,415],{"id":407},"streamprocessingmode-和-trace-该怎么理解",[58,409,410],{},"streamProcessingMode"," 和 ",[58,413,414],{},"trace"," 该怎么理解",[14,417,418],{},"官方现在给了两个更适合运维视角的参数：",[18,420,421,425],{},[21,422,423],{},[58,424,410],{},[21,426,427],{},[58,428,414],{},[14,430,431],{},"更稳的使用方式通常是：",[18,433,434,437],{},[21,435,436],{},"生产默认更克制",[21,438,439],{},"只有在排查或验收时再打开更强 trace",[14,441,442],{},"不要把高可见度 trace 当成长期开启默认值。",[45,444,446],{"id":445},"iam-权限这一层不要漏","IAM 权限这一层不要漏",[14,448,449],{},"官方当前特别提醒：",[18,451,452],{},[21,453,454,455],{},"运行 gateway 的 IAM principal 需要 ",[58,456,457],{},"bedrock:ApplyGuardrail",[14,459,460],{},"也就是说，就算模型调用权限没问题，如果 Guardrail 权限没配齐，最终也还是会表现成：",[18,462,463],{},[21,464,465],{},"看起来 provider 能连，但治理层不生效",[14,467,468],{},"这类问题如果不先看 IAM，很容易排偏。",[45,470,471],{"id":471},"中文团队更适合怎么落地",[14,473,474],{},"更稳的顺序通常是：",[476,477,478,481,484,487],"ol",{},[21,479,480],{},"先用最小 AWS 凭据链跑通 Bedrock",[21,482,483],{},"再确认区域、模型发现和基本推理正常",[21,485,486],{},"然后再单独接 Guardrails",[21,488,489],{},"最后才把 trace 和更严格策略带入正式环境",[14,491,492],{},"如果一开始就把：",[18,494,495,498,501,504],{},[21,496,497],{},"provider 接入",[21,499,500],{},"模型发现",[21,502,503],{},"guardrail",[21,505,506],{},"IAM",[14,508,509],{},"一起改，很难知道到底是哪层出了问题。",[45,511,512],{"id":512},"最容易踩的坑",[514,515,517],"h3",{"id":516},"_1-把-bedrock-当成普通-api-key-provider","1. 把 Bedrock 当成普通 API key provider",[14,519,520],{},"实际上它更像 AWS 环境接入面。",[514,522,524],{"id":523},"_2-模型能调通就以为-guardrails-已经生效","2. 模型能调通就以为 Guardrails 已经生效",[14,526,527],{},"两者不是同一层。",[514,529,531,532],{"id":530},"_3-忘了-iam-的-bedrockapplyguardrail","3. 忘了 IAM 的 ",[58,533,457],{},[14,535,536],{},"这会让 Guardrails 看起来“配置了但没工作”。",[45,538,539],{"id":539},"下一步推荐",[18,541,542,549,555],{},[21,543,544],{},[545,546,548],"a",{"href":547},"/docs/manual/models-overview","OpenClaw 的 Models 应该怎么理解",[21,550,551],{},[545,552,554],{"href":553},"/docs/operations/model-strategy-and-cost","模型策略与成本",[21,556,557],{},[545,558,560],{"href":559},"/best-practices/provider-recovery-ladder","Provider 故障时先按恢复阶梯排，不要直接乱切模型",[562,563,564],"style",{},"html pre.shiki code .szBVR, html code.shiki .szBVR{--shiki-default:#D73A49;--shiki-dark:#F97583}html pre.shiki code .sVt8B, html code.shiki .sVt8B{--shiki-default:#24292E;--shiki-dark:#E1E4E8}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}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);}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}",{"title":123,"searchDepth":148,"depth":148,"links":566},[567,568,569,570,571,572,574,575,576,582],{"id":47,"depth":148,"text":48},{"id":86,"depth":148,"text":87},{"id":113,"depth":148,"text":113},{"id":205,"depth":148,"text":205},{"id":242,"depth":148,"text":243},{"id":407,"depth":148,"text":573},"streamProcessingMode 和 trace 该怎么理解",{"id":445,"depth":148,"text":446},{"id":471,"depth":148,"text":471},{"id":512,"depth":148,"text":512,"children":577},[578,579,580],{"id":516,"depth":161,"text":517},{"id":523,"depth":161,"text":524},{"id":530,"depth":161,"text":581},"3. 忘了 IAM 的 bedrock:ApplyGuardrail",{"id":539,"depth":148,"text":539},"功能",null,"基于最新官方 Amazon Bedrock 文档，整理 OpenClaw 接入 Bedrock 时的凭据链、区域设置、自动发现和 Guardrails 配置重点。","md",{},true,"/docs/manual/bedrock-guardrails-and-auth",{"title":5,"description":585},"https://docs.openclaw.ai/providers/bedrock","OpenClaw Docs","official","docs/manual/bedrock-guardrails-and-auth",[596,597,598,599,600,601],"bedrock","aws","providers","guardrails","auth","models","2026-04-30","Wd4Fseg03VagPCFmikjjtD77E4sJxNKJ1YLoTv5eZq8",{"generatedAt":605,"collections":606,"totals":3169},"2026-05-01T07:45:34.907Z",{"docs":607,"news":1781,"bestPractices":2546},{"count":608,"items":609},165,[610,624,635,644,653,658,663,670,679,686,695,702,711,720,729,736,742,748,755,762,770,778,787,789,798,807,816,825,832,837,845,854,862,871,879,884,891,898,906,913,921,927,937,944,949,957,964,969,979,988,996,1004,1011,1019,1025,1030,1036,1045,1048,1053,1060,1066,1074,1081,1086,1093,1100,1105,1111,1118,1124,1134,1140,1149,1155,1160,1165,1173,1180,1186,1193,1201,1208,1215,1224,1232,1239,1246,1252,1259,1265,1274,1280,1287,1292,1300,1308,1315,1324,1331,1338,1348,1354,1360,1365,1373,1380,1387,1394,1400,1407,1412,1422,1433,1439,1445,1451,1457,1464,1471,1478,1487,1494,1499,1506,1513,1522,1529,1536,1542,1548,1555,1561,1566,1571,1578,1584,1592,1598,1605,1611,1620,1626,1632,1639,1645,1651,1659,1667,1672,1680,1686,1692,1699,1706,1711,1718,1727,1734,1740,1747,1753,1760,1766,1775],{"title":611,"description":612,"path":613,"category":614,"updatedAt":615,"sourceType":616,"tags":617},"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",[618,619,620,621,622,623],"concepts","gateway","agent","channels","tools","memory",{"title":625,"description":626,"path":627,"category":614,"updatedAt":628,"sourceType":616,"tags":629},"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",[630,631,632,633,634],"developers","teams","architecture","configuration","skills",{"title":636,"description":637,"path":638,"category":614,"updatedAt":628,"sourceType":616,"tags":639},"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",[640,641,619,642,643],"enterprise","operations","security","upgrades",{"title":645,"description":646,"path":647,"category":614,"updatedAt":648,"sourceType":593,"tags":649},"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","2026-03-12",[620,650,651,652],"quickstart","tutorial","basics",{"title":654,"description":655,"path":656,"category":614,"updatedAt":648,"sourceType":593,"tags":657},"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",[621,650,651,652],{"title":659,"description":660,"path":661,"category":614,"updatedAt":648,"sourceType":593,"tags":662},"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",[634,650,651,652],{"title":664,"description":665,"path":666,"category":614,"updatedAt":648,"sourceType":593,"tags":667},"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",[668,669,650,651],"workflow","automation",{"title":671,"description":672,"path":673,"category":614,"updatedAt":674,"sourceType":593,"tags":675},"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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各自适合什么阶段，哪些问题适合自动修复，哪些仍应人工复核。","/docs/operations/security-audit-fix-and-review",[642,1370,1371,1372,641],"audit","hardening","fix",{"title":1374,"description":1375,"path":1376,"category":1212,"updatedAt":793,"sourceType":593,"tags":1377},"sessions cleanup 和 session maintenance 应该怎么配合","基于最新官方 sessions CLI 文档，解释 openclaw sessions cleanup 的作用范围、dry-run/enforce 语义、active-key 保护，以及它和 cron maintenance 不是同一层清理。","/docs/operations/sessions-cleanup-and-maintenance",[943,1378,1347,1379,641],"cleanup","transcripts",{"title":1381,"description":1382,"path":1383,"category":1212,"updatedAt":811,"sourceType":593,"tags":1384},"shared inbox 的运营边界和信任模型","基于最新官方 Security、Session 和 Groups 文档，解释 OpenClaw 对 shared inbox 的默认安全假设、适合的协作硬化方式，以及为什么真正的互不信任多租户场景更应该拆成独立 gateway。","/docs/operations/shared-inbox-trust-boundaries",[642,1385,1386,619,641],"shared-inbox","trust-model",{"title":1388,"description":1389,"path":1390,"category":1212,"updatedAt":648,"sourceType":593,"tags":1391},"Tailscale Serve / Funnel 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1405,1230,1406,600,619,642],{"title":1413,"description":1414,"path":1415,"category":1212,"updatedAt":733,"sourceType":593,"tags":1416},"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",[1417,621,1418,1419,1420,1421],"update","stable","beta","dev","rollout",{"title":1423,"description":1424,"path":1425,"category":1426,"updatedAt":821,"sourceType":593,"tags":1427},"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",[600,1450,1431,943,1432],"profiles",{"title":1452,"description":1453,"path":1454,"category":1426,"updatedAt":821,"sourceType":593,"tags":1455},"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",[955,1456,842,956,1432],"bootstrapToken",{"title":1458,"description":1459,"path":1460,"category":1426,"updatedAt":811,"sourceType":593,"tags":1461},"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",[955,1462,621,1463,1251],"allowFrom","account",{"title":1465,"description":1466,"path":1467,"category":1426,"updatedAt":648,"sourceType":593,"tags":1468},"CLI 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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",[678,896,1511,1512,600],"secretref","sessionStorage",{"title":1514,"description":1515,"path":1516,"category":1517,"updatedAt":648,"sourceType":593,"tags":1518},"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",[1519,1520,1521,1270,1024],"debugging","debug","runtime-overrides",{"title":1523,"description":1524,"path":1525,"category":1426,"updatedAt":793,"sourceType":593,"tags":1526},"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",[1438,1527,1528,1520,1432],"logging","flags",{"title":1530,"description":1531,"path":1532,"category":1426,"updatedAt":793,"sourceType":593,"tags":1533},"dmScope 和 identityLinks 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之间真正的优先级。","/docs/reference/env-sources-and-precedence",[1133,633,823,1547,1432],"shell",{"title":1549,"description":1550,"path":1551,"category":1426,"updatedAt":733,"sourceType":616,"tags":1552},"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",[1553,1344,867,1554,1346],"sources","trust",{"title":1556,"description":1557,"path":1558,"category":1426,"updatedAt":690,"sourceType":593,"tags":1559},"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",[619,1560,786,1198,777],"rpc",{"title":1562,"description":1563,"path":1564,"category":1426,"updatedAt":793,"sourceType":593,"tags":1565},"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 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SDK。","/docs/reference/http-api-vs-gateway-websocket-vs-sdk",[1192,1198,1597,619,1432],"sdk",{"title":1599,"description":1600,"path":1601,"category":1426,"updatedAt":811,"sourceType":593,"tags":1602},"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",[633,1603,1222,1604,1432],"include","arrays",{"title":1606,"description":1607,"path":1608,"category":1426,"updatedAt":793,"sourceType":593,"tags":1609},"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",[1059,1610,920,668,1432],"invoke",{"title":1612,"description":1613,"path":1614,"category":1426,"updatedAt":821,"sourceType":593,"tags":1615},"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 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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",[1344,783,1098,596,932,599],{"title":1996,"description":1997,"path":1998,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2000,"tags":2001},"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",[1192,1198,1597,619,2002],"integration",{"title":2004,"description":2005,"path":2006,"category":1999,"date":733,"updatedAt":733,"sourceType":593,"source":2007,"tags":2008},"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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顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[814,1583,1041,974,796],{"title":2174,"description":2175,"path":2176,"category":1999,"date":821,"updatedAt":821,"sourceType":593,"source":2171,"tags":2177},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[814,1656,2178,813,1065],"activation",{"title":2180,"description":2181,"path":2182,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2183,"tags":2184},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 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的文档更新，正在把长期连续性、上下文边界和重置策略拼成一条更完整的治理链。","/news/openclaw-long-session-governance-watch-2026-03-22","https://docs.openclaw.ai/concepts/session",[943,623,1147,2081,1065],{"title":2202,"description":2203,"path":2204,"category":1999,"date":793,"updatedAt":793,"sourceType":593,"source":2205,"tags":2206},"OpenClaw 的后台维护生命周期正在变清楚","官方最近围绕 cron、sessions cleanup、doctor 和 retention 的文档更新，正在把长期运行时的会话、日志和作业痕迹分成更清楚的维护层次。","/news/openclaw-maintenance-lifecycle-watch-2026-03-22","https://docs.openclaw.ai/cron",[1347,784,943,1237,641],{"title":2208,"description":2209,"path":2210,"category":1815,"date":1789,"updatedAt":674,"sourceType":1484,"source":1817,"tags":2211},"OpenClaw 2026年3月版本更新：技能系统与安全性全面升级","OpenClaw 发布重要更新，带来性能优化、全新技能系统和安全性改进。","/news/openclaw-march-2026-update",[1344,1417,1345,634,642],{"title":2213,"description":2214,"path":2215,"category":1999,"date":733,"updatedAt":733,"sourceType":593,"source":2216,"tags":2217},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[2191,623,904,2228,2229],"vector-search","knowledge",{"title":2231,"description":2232,"path":2233,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2234,"tags":2235},"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",[1583,814,842,844,911],{"title":2237,"description":2238,"path":2239,"category":1999,"date":793,"updatedAt":793,"sourceType":593,"source":2240,"tags":2241},"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",[974,747,796,978,621],{"title":2243,"description":2244,"path":2245,"category":1999,"date":733,"updatedAt":733,"sourceType":593,"source":2067,"tags":2246},"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",[601,1625,598,600,1307],{"title":2248,"description":2249,"path":2250,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2251,"tags":2252},"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",[1359,897,876,955,692],{"title":2266,"description":2267,"path":2268,"category":1999,"date":821,"updatedAt":821,"sourceType":593,"source":2269,"tags":2270},"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",[678,747,1198,1359,777],{"title":2272,"description":2273,"path":2274,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2110,"tags":2275},"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",[955,1462,621,1463,641],{"title":2277,"description":2278,"path":2279,"category":1788,"date":690,"updatedAt":690,"sourceType":593,"source":2280,"tags":2281},"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",[725,868,727,867,869],{"title":2283,"description":2284,"path":2285,"category":1999,"date":733,"updatedAt":733,"sourceType":593,"source":2286,"tags":2287},"OpenClaw 插件观察：安装 spec 和 update tracking 正在决定插件后续会沿哪条轨道走","基于 2026 年 3 月 24 日可见的官方 plugins CLI 文档，最近插件层最值得关注的变化之一是 install spec、--pin 与 plugins.installs 正在被官方主动连成一条生命周期链。","/news/openclaw-plugin-install-tracking-watch-2026-03-24","https://docs.openclaw.ai/cli/plugins",[725,850,1637,1638,1346],{"title":2289,"description":2290,"path":2291,"category":1999,"date":733,"updatedAt":733,"sourceType":593,"source":2292,"tags":2293},"OpenClaw 工作流观察：OpenProse 与 Lobster 的上下层分工正在变清楚","基于 2026 年 3 月 24 日可见的官方 Lobster 文档，最近最值得关注的信号是 OpenProse 与 Lobster 的边界正在被官方主动写清，多智能体准备和确定性执行不再混成一层。","/news/openclaw-prose-lobster-watch-2026-03-24","https://docs.openclaw.ai/tools/lobster",[1058,1059,668,920,726],{"title":2295,"description":2296,"path":2297,"category":1999,"date":821,"updatedAt":821,"sourceType":593,"source":2298,"tags":2299},"OpenClaw 正在把 provider、模型和远程执行分成不同治理层","官方最近围绕 Models、Model Failover 和 node 的文档更新，正在把 provider auth、模型 allowlist、多模态能力和远程 node 执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[598,601,776,600,1065],{"title":2301,"description":2302,"path":2303,"category":1999,"date":821,"updatedAt":821,"sourceType":593,"source":2304,"tags":2305},"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",[598,1431,601,619,641],{"title":2307,"description":2308,"path":2309,"category":1788,"date":690,"updatedAt":690,"sourceType":593,"source":1987,"tags":2310},"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",[1344,1345,1347,1346],{"title":2312,"description":2313,"path":2314,"category":1999,"date":793,"updatedAt":793,"sourceType":593,"source":2013,"tags":2315},"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",[678,955,776,692,1251],{"title":2317,"description":2318,"path":2319,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2320,"tags":2321},"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",[796,795,2322,621,797],"threads",{"title":2324,"description":2325,"path":2326,"category":1999,"date":602,"updatedAt":602,"sourceType":593,"source":2327,"tags":2328},"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",[1098,1016,1099,718,622],{"title":2330,"description":2331,"path":2332,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2333,"tags":2334},"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",[1665,2335,2336,1664,641],"snapshot","rotation",{"title":2338,"description":2339,"path":2340,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2199,"tags":2341},"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",[815,642,1534,955,1385],{"title":2343,"description":2344,"path":2345,"category":1999,"date":733,"updatedAt":733,"sourceType":593,"source":2346,"tags":2347},"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",[642,1370,1372,1371,641],{"title":2349,"description":2350,"path":2351,"category":2352,"date":615,"updatedAt":615,"sourceType":867,"source":2353,"tags":2354},"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",[642,2355,987,640],"compliance",{"title":2357,"description":2358,"path":2359,"category":1999,"date":793,"updatedAt":793,"sourceType":593,"source":2333,"tags":2360},"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",[642,1664,920,2361,641],"proxy",{"title":2363,"description":2364,"path":2365,"category":1999,"date":1676,"updatedAt":1676,"sourceType":593,"source":2366,"tags":2367},"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",[815,1679,1147,1678,619],{"title":2369,"description":2370,"path":2371,"category":1999,"date":1676,"updatedAt":1676,"sourceType":593,"source":2372,"tags":2373},"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",[943,786,1685,1370,641],{"title":2375,"description":2376,"path":2377,"category":1999,"date":811,"updatedAt":811,"sourceType":593,"source":2378,"tags":2379},"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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