[{"data":1,"prerenderedAt":4571},["ShallowReactive",2],{"news:security-architecture":3,"content-manifest":1926},{"id":4,"title":5,"author":6,"body":7,"category":1908,"date":1909,"description":1910,"extension":1911,"meta":1912,"navigation":1523,"path":1913,"seo":1914,"source":1915,"sourceName":1916,"sourceType":1917,"stem":1918,"tags":1919,"updatedAt":1924,"__hash__":1925},"news/news/security-architecture.md","OpenClaw 安全架构深度解析","OpenClaw Team",{"type":8,"value":9,"toc":1864},"minimark",[10,14,18,22,25,86,89,92,126,129,132,135,146,149,152,237,240,350,353,356,359,435,438,586,589,595,598,601,604,673,677,745,748,751,757,761,764,831,834,837,917,920,923,926,1050,1053,1148,1151,1258,1261,1265,1268,1371,1374,1420,1423,1484,1487,1491,1548,1552,1635,1639,1680,1684,1722,1725,1728,1748,1786,1789,1792,1821,1824,1851,1854,1860],[11,12,13],"p",{},"安全性是 OpenClaw 设计的核心原则之一。本文深入解析 OpenClaw 的安全架构，帮助用户和企业了解如何安全地使用这一 AI 助手平台。",[15,16,17],"h2",{"id":17},"安全设计理念",[19,20,21],"h3",{"id":21},"核心原则",[11,23,24],{},"OpenClaw 的安全架构基于以下核心原则：",[26,27,28,41],"table",{},[29,30,31],"thead",{},[32,33,34,38],"tr",{},[35,36,37],"th",{},"原则",[35,39,40],{},"描述",[42,43,44,56,66,76],"tbody",{},[32,45,46,53],{},[47,48,49],"td",{},[50,51,52],"strong",{},"隐私优先",[47,54,55],{},"用户数据默认本地存储，最小化云端传输",[32,57,58,63],{},[47,59,60],{},[50,61,62],{},"最小权限",[47,64,65],{},"组件只获取必要的权限",[32,67,68,73],{},[47,69,70],{},[50,71,72],{},"透明可控",[47,74,75],{},"用户完全掌控数据流向",[32,77,78,83],{},[47,79,80],{},[50,81,82],{},"安全默认",[47,84,85],{},"开箱即用的安全配置",[19,87,88],{"id":88},"威胁模型",[11,90,91],{},"OpenClaw 针对以下威胁进行了防护：",[93,94,95,102,108,114,120],"ul",{},[96,97,98,101],"li",{},[50,99,100],{},"数据泄露"," - 敏感对话内容保护",[96,103,104,107],{},[50,105,106],{},"未授权访问"," - 身份认证和访问控制",[96,109,110,113],{},[50,111,112],{},"中间人攻击"," - 传输加密保护",[96,115,116,119],{},[50,117,118],{},"供应链攻击"," - 技能安全验证",[96,121,122,125],{},[50,123,124],{},"拒绝服务"," - 资源限制和熔断",[15,127,128],{"id":128},"数据安全",[19,130,131],{"id":131},"本地优先架构",[11,133,134],{},"OpenClaw 采用本地优先的设计：",[136,137,142],"pre",{"className":138,"code":140,"language":141},[139],"language-text","┌─────────────────────────────────────────────┐\n│                  用户设备                    │\n│  ┌─────────┐  ┌─────────┐  ┌─────────────┐  │\n│  │ Gateway │  │ Memory  │  │   Skills    │  │\n│  └────┬────┘  └────┬────┘  └──────┬──────┘  │\n│       │            │              │         │\n│       └────────────┴──────────────┘         │\n│                    │                        │\n│            ┌───────┴───────┐                │\n│            │  Local Store  │                │\n│            └───────────────┘                │\n└─────────────────────────────────────────────┘\n                     │\n              (可选加密通道)\n                     │\n            ┌────────┴────────┐\n            │   AI Provider   │\n            │ (OpenAI/Claude) │\n            └─────────────────┘\n","text",[143,144,140],"code",{"__ignoreMap":145},"",[19,147,148],{"id":148},"数据分类",[11,150,151],{},"OpenClaw 对数据进行分类处理：",[26,153,154,170],{},[29,155,156],{},[32,157,158,161,164,167],{},[35,159,160],{},"数据类型",[35,162,163],{},"存储位置",[35,165,166],{},"加密",[35,168,169],{},"保留策略",[42,171,172,186,198,211,223],{},[32,173,174,177,180,183],{},[47,175,176],{},"对话历史",[47,178,179],{},"本地",[47,181,182],{},"AES-256",[47,184,185],{},"用户控制",[32,187,188,191,193,195],{},[47,189,190],{},"配置信息",[47,192,179],{},[47,194,182],{},[47,196,197],{},"永久",[32,199,200,203,206,209],{},[47,201,202],{},"认证凭据",[47,204,205],{},"本地密钥库",[47,207,208],{},"系统加密",[47,210,197],{},[32,212,213,216,218,221],{},[47,214,215],{},"技能数据",[47,217,179],{},[47,219,220],{},"可选",[47,222,185],{},[32,224,225,228,231,234],{},[47,226,227],{},"遥测数据",[47,229,230],{},"无",[47,232,233],{},"-",[47,235,236],{},"不收集",[19,238,239],{"id":239},"敏感信息处理",[136,241,245],{"className":242,"code":243,"language":244,"meta":145,"style":145},"language-json shiki shiki-themes github-light github-dark","{\n  \"privacy\": {\n    \"redactSensitive\": true,\n    \"patterns\": [\n      \"credit_card\",\n      \"ssn\",\n      \"api_key\",\n      \"password\"\n    ],\n    \"replacement\": \"[REDACTED]\"\n  }\n}\n","json",[143,246,247,256,266,281,290,299,307,315,321,327,338,344],{"__ignoreMap":145},[248,249,252],"span",{"class":250,"line":251},"line",1,[248,253,255],{"class":254},"sVt8B","{\n",[248,257,259,263],{"class":250,"line":258},2,[248,260,262],{"class":261},"sj4cs","  \"privacy\"",[248,264,265],{"class":254},": {\n",[248,267,269,272,275,278],{"class":250,"line":268},3,[248,270,271],{"class":261},"    \"redactSensitive\"",[248,273,274],{"class":254},": ",[248,276,277],{"class":261},"true",[248,279,280],{"class":254},",\n",[248,282,284,287],{"class":250,"line":283},4,[248,285,286],{"class":261},"    \"patterns\"",[248,288,289],{"class":254},": [\n",[248,291,293,297],{"class":250,"line":292},5,[248,294,296],{"class":295},"sZZnC","      \"credit_card\"",[248,298,280],{"class":254},[248,300,302,305],{"class":250,"line":301},6,[248,303,304],{"class":295},"      \"ssn\"",[248,306,280],{"class":254},[248,308,310,313],{"class":250,"line":309},7,[248,311,312],{"class":295},"      \"api_key\"",[248,314,280],{"class":254},[248,316,318],{"class":250,"line":317},8,[248,319,320],{"class":295},"      \"password\"\n",[248,322,324],{"class":250,"line":323},9,[248,325,326],{"class":254},"    ],\n",[248,328,330,333,335],{"class":250,"line":329},10,[248,331,332],{"class":261},"    \"replacement\"",[248,334,274],{"class":254},[248,336,337],{"class":295},"\"[REDACTED]\"\n",[248,339,341],{"class":250,"line":340},11,[248,342,343],{"class":254},"  }\n",[248,345,347],{"class":250,"line":346},12,[248,348,349],{"class":254},"}\n",[15,351,352],{"id":352},"认证与授权",[19,354,355],{"id":355},"多因素认证",[11,357,358],{},"支持多种认证方式：",[136,360,362],{"className":242,"code":361,"language":244,"meta":145,"style":145},"{\n  \"auth\": {\n    \"methods\": [\"password\", \"totp\", \"webauthn\", \"biometric\"],\n    \"sessionTimeout\": 3600,\n    \"maxAttempts\": 5\n  }\n}\n",[143,363,364,368,375,405,417,427,431],{"__ignoreMap":145},[248,365,366],{"class":250,"line":251},[248,367,255],{"class":254},[248,369,370,373],{"class":250,"line":258},[248,371,372],{"class":261},"  \"auth\"",[248,374,265],{"class":254},[248,376,377,380,383,386,389,392,394,397,399,402],{"class":250,"line":268},[248,378,379],{"class":261},"    \"methods\"",[248,381,382],{"class":254},": [",[248,384,385],{"class":295},"\"password\"",[248,387,388],{"class":254},", ",[248,390,391],{"class":295},"\"totp\"",[248,393,388],{"class":254},[248,395,396],{"class":295},"\"webauthn\"",[248,398,388],{"class":254},[248,400,401],{"class":295},"\"biometric\"",[248,403,404],{"class":254},"],\n",[248,406,407,410,412,415],{"class":250,"line":283},[248,408,409],{"class":261},"    \"sessionTimeout\"",[248,411,274],{"class":254},[248,413,414],{"class":261},"3600",[248,416,280],{"class":254},[248,418,419,422,424],{"class":250,"line":292},[248,420,421],{"class":261},"    \"maxAttempts\"",[248,423,274],{"class":254},[248,425,426],{"class":261},"5\n",[248,428,429],{"class":250,"line":301},[248,430,343],{"class":254},[248,432,433],{"class":250,"line":309},[248,434,349],{"class":254},[19,436,437],{"id":437},"细粒度权限控制",[136,439,441],{"className":242,"code":440,"language":244,"meta":145,"style":145},"{\n  \"permissions\": {\n    \"skills\": {\n      \"web-search\": [\"network\", \"read\"],\n      \"file-manager\": [\"filesystem\", \"read\", \"write\"],\n      \"email\": [\"network\", \"email\", \"send\"]\n    },\n    \"channels\": {\n      \"discord\": [\"messages\", \"read\", \"write\"],\n      \"slack\": [\"messages\", \"read\", \"write\"]\n    }\n  }\n}\n",[143,442,443,447,454,461,478,499,521,526,533,553,572,577,581],{"__ignoreMap":145},[248,444,445],{"class":250,"line":251},[248,446,255],{"class":254},[248,448,449,452],{"class":250,"line":258},[248,450,451],{"class":261},"  \"permissions\"",[248,453,265],{"class":254},[248,455,456,459],{"class":250,"line":268},[248,457,458],{"class":261},"    \"skills\"",[248,460,265],{"class":254},[248,462,463,466,468,471,473,476],{"class":250,"line":283},[248,464,465],{"class":261},"      \"web-search\"",[248,467,382],{"class":254},[248,469,470],{"class":295},"\"network\"",[248,472,388],{"class":254},[248,474,475],{"class":295},"\"read\"",[248,477,404],{"class":254},[248,479,480,483,485,488,490,492,494,497],{"class":250,"line":292},[248,481,482],{"class":261},"      \"file-manager\"",[248,484,382],{"class":254},[248,486,487],{"class":295},"\"filesystem\"",[248,489,388],{"class":254},[248,491,475],{"class":295},[248,493,388],{"class":254},[248,495,496],{"class":295},"\"write\"",[248,498,404],{"class":254},[248,500,501,504,506,508,510,513,515,518],{"class":250,"line":301},[248,502,503],{"class":261},"      \"email\"",[248,505,382],{"class":254},[248,507,470],{"class":295},[248,509,388],{"class":254},[248,511,512],{"class":295},"\"email\"",[248,514,388],{"class":254},[248,516,517],{"class":295},"\"send\"",[248,519,520],{"class":254},"]\n",[248,522,523],{"class":250,"line":309},[248,524,525],{"class":254},"    },\n",[248,527,528,531],{"class":250,"line":317},[248,529,530],{"class":261},"    \"channels\"",[248,532,265],{"class":254},[248,534,535,538,540,543,545,547,549,551],{"class":250,"line":323},[248,536,537],{"class":261},"      \"discord\"",[248,539,382],{"class":254},[248,541,542],{"class":295},"\"messages\"",[248,544,388],{"class":254},[248,546,475],{"class":295},[248,548,388],{"class":254},[248,550,496],{"class":295},[248,552,404],{"class":254},[248,554,555,558,560,562,564,566,568,570],{"class":250,"line":329},[248,556,557],{"class":261},"      \"slack\"",[248,559,382],{"class":254},[248,561,542],{"class":295},[248,563,388],{"class":254},[248,565,475],{"class":295},[248,567,388],{"class":254},[248,569,496],{"class":295},[248,571,520],{"class":254},[248,573,574],{"class":250,"line":340},[248,575,576],{"class":254},"    }\n",[248,578,579],{"class":250,"line":346},[248,580,343],{"class":254},[248,582,584],{"class":250,"line":583},13,[248,585,349],{"class":254},[19,587,588],{"id":588},"权限请求流程",[136,590,593],{"className":591,"code":592,"language":141},[139],"技能请求权限 → 用户确认 → 授权/拒绝 → 记录审计日志\n",[143,594,592],{"__ignoreMap":145},[15,596,597],{"id":597},"传输安全",[19,599,600],{"id":600},"端到端加密",[11,602,603],{},"对于支持的渠道，OpenClaw 支持端到端加密：",[136,605,607],{"className":242,"code":606,"language":244,"meta":145,"style":145},"{\n  \"encryption\": {\n    \"enabled\": true,\n    \"algorithm\": \"AES-256-GCM\",\n    \"keyExchange\": \"X25519\",\n    \"perfectForwardSecrecy\": true\n  }\n}\n",[143,608,609,613,620,631,643,655,665,669],{"__ignoreMap":145},[248,610,611],{"class":250,"line":251},[248,612,255],{"class":254},[248,614,615,618],{"class":250,"line":258},[248,616,617],{"class":261},"  \"encryption\"",[248,619,265],{"class":254},[248,621,622,625,627,629],{"class":250,"line":268},[248,623,624],{"class":261},"    \"enabled\"",[248,626,274],{"class":254},[248,628,277],{"class":261},[248,630,280],{"class":254},[248,632,633,636,638,641],{"class":250,"line":283},[248,634,635],{"class":261},"    \"algorithm\"",[248,637,274],{"class":254},[248,639,640],{"class":295},"\"AES-256-GCM\"",[248,642,280],{"class":254},[248,644,645,648,650,653],{"class":250,"line":292},[248,646,647],{"class":261},"    \"keyExchange\"",[248,649,274],{"class":254},[248,651,652],{"class":295},"\"X25519\"",[248,654,280],{"class":254},[248,656,657,660,662],{"class":250,"line":301},[248,658,659],{"class":261},"    \"perfectForwardSecrecy\"",[248,661,274],{"class":254},[248,663,664],{"class":261},"true\n",[248,666,667],{"class":250,"line":309},[248,668,343],{"class":254},[248,670,671],{"class":250,"line":317},[248,672,349],{"class":254},[19,674,676],{"id":675},"tls-配置","TLS 配置",[136,678,680],{"className":242,"code":679,"language":244,"meta":145,"style":145},"{\n  \"tls\": {\n    \"minVersion\": \"1.3\",\n    \"cipherSuites\": [\n      \"TLS_AES_256_GCM_SHA384\",\n      \"TLS_CHACHA20_POLY1305_SHA256\"\n    ],\n    \"certificatePinning\": true\n  }\n}\n",[143,681,682,686,693,705,712,719,724,728,737,741],{"__ignoreMap":145},[248,683,684],{"class":250,"line":251},[248,685,255],{"class":254},[248,687,688,691],{"class":250,"line":258},[248,689,690],{"class":261},"  \"tls\"",[248,692,265],{"class":254},[248,694,695,698,700,703],{"class":250,"line":268},[248,696,697],{"class":261},"    \"minVersion\"",[248,699,274],{"class":254},[248,701,702],{"class":295},"\"1.3\"",[248,704,280],{"class":254},[248,706,707,710],{"class":250,"line":283},[248,708,709],{"class":261},"    \"cipherSuites\"",[248,711,289],{"class":254},[248,713,714,717],{"class":250,"line":292},[248,715,716],{"class":295},"      \"TLS_AES_256_GCM_SHA384\"",[248,718,280],{"class":254},[248,720,721],{"class":250,"line":301},[248,722,723],{"class":295},"      \"TLS_CHACHA20_POLY1305_SHA256\"\n",[248,725,726],{"class":250,"line":309},[248,727,326],{"class":254},[248,729,730,733,735],{"class":250,"line":317},[248,731,732],{"class":261},"    \"certificatePinning\"",[248,734,274],{"class":254},[248,736,664],{"class":261},[248,738,739],{"class":250,"line":323},[248,740,343],{"class":254},[248,742,743],{"class":250,"line":329},[248,744,349],{"class":254},[15,746,747],{"id":747},"技能安全",[19,749,750],{"id":750},"技能验证流程",[136,752,755],{"className":753,"code":754,"language":141},[139],"技能提交 → 自动扫描 → 人工审核 → 安全签名 → 发布\n",[143,756,754],{"__ignoreMap":145},[19,758,760],{"id":759},"virustotal-集成","VirusTotal 集成",[11,762,763],{},"OpenClaw 与 VirusTotal 集成，对技能进行安全扫描：",[136,765,767],{"className":242,"code":766,"language":244,"meta":145,"style":145},"{\n  \"skillSecurity\": {\n    \"virusTotalScan\": true,\n    \"blockMalicious\": true,\n    \"quarantine\": true,\n    \"reportUrl\": \"https://virustotal.com/report/...\"\n  }\n}\n",[143,768,769,773,780,791,802,813,823,827],{"__ignoreMap":145},[248,770,771],{"class":250,"line":251},[248,772,255],{"class":254},[248,774,775,778],{"class":250,"line":258},[248,776,777],{"class":261},"  \"skillSecurity\"",[248,779,265],{"class":254},[248,781,782,785,787,789],{"class":250,"line":268},[248,783,784],{"class":261},"    \"virusTotalScan\"",[248,786,274],{"class":254},[248,788,277],{"class":261},[248,790,280],{"class":254},[248,792,793,796,798,800],{"class":250,"line":283},[248,794,795],{"class":261},"    \"blockMalicious\"",[248,797,274],{"class":254},[248,799,277],{"class":261},[248,801,280],{"class":254},[248,803,804,807,809,811],{"class":250,"line":292},[248,805,806],{"class":261},"    \"quarantine\"",[248,808,274],{"class":254},[248,810,277],{"class":261},[248,812,280],{"class":254},[248,814,815,818,820],{"class":250,"line":301},[248,816,817],{"class":261},"    \"reportUrl\"",[248,819,274],{"class":254},[248,821,822],{"class":295},"\"https://virustotal.com/report/...\"\n",[248,824,825],{"class":250,"line":309},[248,826,343],{"class":254},[248,828,829],{"class":250,"line":317},[248,830,349],{"class":254},[19,832,833],{"id":833},"沙箱执行",[11,835,836],{},"技能在隔离环境中执行：",[136,838,840],{"className":242,"code":839,"language":244,"meta":145,"style":145},"{\n  \"sandbox\": {\n    \"enabled\": true,\n    \"networkAccess\": \"restricted\",\n    \"filesystemAccess\": \"readonly\",\n    \"memoryLimit\": \"256MB\",\n    \"timeout\": 30000\n  }\n}\n",[143,841,842,846,853,863,875,887,899,909,913],{"__ignoreMap":145},[248,843,844],{"class":250,"line":251},[248,845,255],{"class":254},[248,847,848,851],{"class":250,"line":258},[248,849,850],{"class":261},"  \"sandbox\"",[248,852,265],{"class":254},[248,854,855,857,859,861],{"class":250,"line":268},[248,856,624],{"class":261},[248,858,274],{"class":254},[248,860,277],{"class":261},[248,862,280],{"class":254},[248,864,865,868,870,873],{"class":250,"line":283},[248,866,867],{"class":261},"    \"networkAccess\"",[248,869,274],{"class":254},[248,871,872],{"class":295},"\"restricted\"",[248,874,280],{"class":254},[248,876,877,880,882,885],{"class":250,"line":292},[248,878,879],{"class":261},"    \"filesystemAccess\"",[248,881,274],{"class":254},[248,883,884],{"class":295},"\"readonly\"",[248,886,280],{"class":254},[248,888,889,892,894,897],{"class":250,"line":301},[248,890,891],{"class":261},"    \"memoryLimit\"",[248,893,274],{"class":254},[248,895,896],{"class":295},"\"256MB\"",[248,898,280],{"class":254},[248,900,901,904,906],{"class":250,"line":309},[248,902,903],{"class":261},"    \"timeout\"",[248,905,274],{"class":254},[248,907,908],{"class":261},"30000\n",[248,910,911],{"class":250,"line":317},[248,912,343],{"class":254},[248,914,915],{"class":250,"line":323},[248,916,349],{"class":254},[15,918,919],{"id":919},"审计与监控",[19,921,922],{"id":922},"审计日志",[11,924,925],{},"所有关键操作都会记录审计日志：",[136,927,929],{"className":242,"code":928,"language":244,"meta":145,"style":145},"{\n  \"audit\": {\n    \"enabled\": true,\n    \"events\": [\n      \"auth_success\",\n      \"auth_failure\",\n      \"permission_grant\",\n      \"permission_deny\",\n      \"skill_install\",\n      \"skill_execute\",\n      \"config_change\"\n    ],\n    \"retention\": \"90d\",\n    \"export\": [\"json\", \"csv\"]\n  }\n}\n",[143,930,931,935,942,952,959,966,973,980,987,994,1001,1006,1010,1022,1040,1045],{"__ignoreMap":145},[248,932,933],{"class":250,"line":251},[248,934,255],{"class":254},[248,936,937,940],{"class":250,"line":258},[248,938,939],{"class":261},"  \"audit\"",[248,941,265],{"class":254},[248,943,944,946,948,950],{"class":250,"line":268},[248,945,624],{"class":261},[248,947,274],{"class":254},[248,949,277],{"class":261},[248,951,280],{"class":254},[248,953,954,957],{"class":250,"line":283},[248,955,956],{"class":261},"    \"events\"",[248,958,289],{"class":254},[248,960,961,964],{"class":250,"line":292},[248,962,963],{"class":295},"      \"auth_success\"",[248,965,280],{"class":254},[248,967,968,971],{"class":250,"line":301},[248,969,970],{"class":295},"      \"auth_failure\"",[248,972,280],{"class":254},[248,974,975,978],{"class":250,"line":309},[248,976,977],{"class":295},"      \"permission_grant\"",[248,979,280],{"class":254},[248,981,982,985],{"class":250,"line":317},[248,983,984],{"class":295},"      \"permission_deny\"",[248,986,280],{"class":254},[248,988,989,992],{"class":250,"line":323},[248,990,991],{"class":295},"      \"skill_install\"",[248,993,280],{"class":254},[248,995,996,999],{"class":250,"line":329},[248,997,998],{"class":295},"      \"skill_execute\"",[248,1000,280],{"class":254},[248,1002,1003],{"class":250,"line":340},[248,1004,1005],{"class":295},"      \"config_change\"\n",[248,1007,1008],{"class":250,"line":346},[248,1009,326],{"class":254},[248,1011,1012,1015,1017,1020],{"class":250,"line":583},[248,1013,1014],{"class":261},"    \"retention\"",[248,1016,274],{"class":254},[248,1018,1019],{"class":295},"\"90d\"",[248,1021,280],{"class":254},[248,1023,1025,1028,1030,1033,1035,1038],{"class":250,"line":1024},14,[248,1026,1027],{"class":261},"    \"export\"",[248,1029,382],{"class":254},[248,1031,1032],{"class":295},"\"json\"",[248,1034,388],{"class":254},[248,1036,1037],{"class":295},"\"csv\"",[248,1039,520],{"class":254},[248,1041,1043],{"class":250,"line":1042},15,[248,1044,343],{"class":254},[248,1046,1048],{"class":250,"line":1047},16,[248,1049,349],{"class":254},[19,1051,1052],{"id":1052},"日志示例",[136,1054,1056],{"className":242,"code":1055,"language":244,"meta":145,"style":145},"{\n  \"timestamp\": \"2026-03-11T10:30:00Z\",\n  \"event\": \"skill_execute\",\n  \"skill\": \"web-search\",\n  \"user\": \"user@example.com\",\n  \"result\": \"success\",\n  \"duration\": 1234,\n  \"ip\": \"192.168.1.100\"\n}\n",[143,1057,1058,1062,1074,1086,1098,1110,1122,1134,1144],{"__ignoreMap":145},[248,1059,1060],{"class":250,"line":251},[248,1061,255],{"class":254},[248,1063,1064,1067,1069,1072],{"class":250,"line":258},[248,1065,1066],{"class":261},"  \"timestamp\"",[248,1068,274],{"class":254},[248,1070,1071],{"class":295},"\"2026-03-11T10:30:00Z\"",[248,1073,280],{"class":254},[248,1075,1076,1079,1081,1084],{"class":250,"line":268},[248,1077,1078],{"class":261},"  \"event\"",[248,1080,274],{"class":254},[248,1082,1083],{"class":295},"\"skill_execute\"",[248,1085,280],{"class":254},[248,1087,1088,1091,1093,1096],{"class":250,"line":283},[248,1089,1090],{"class":261},"  \"skill\"",[248,1092,274],{"class":254},[248,1094,1095],{"class":295},"\"web-search\"",[248,1097,280],{"class":254},[248,1099,1100,1103,1105,1108],{"class":250,"line":292},[248,1101,1102],{"class":261},"  \"user\"",[248,1104,274],{"class":254},[248,1106,1107],{"class":295},"\"user@example.com\"",[248,1109,280],{"class":254},[248,1111,1112,1115,1117,1120],{"class":250,"line":301},[248,1113,1114],{"class":261},"  \"result\"",[248,1116,274],{"class":254},[248,1118,1119],{"class":295},"\"success\"",[248,1121,280],{"class":254},[248,1123,1124,1127,1129,1132],{"class":250,"line":309},[248,1125,1126],{"class":261},"  \"duration\"",[248,1128,274],{"class":254},[248,1130,1131],{"class":261},"1234",[248,1133,280],{"class":254},[248,1135,1136,1139,1141],{"class":250,"line":317},[248,1137,1138],{"class":261},"  \"ip\"",[248,1140,274],{"class":254},[248,1142,1143],{"class":295},"\"192.168.1.100\"\n",[248,1145,1146],{"class":250,"line":323},[248,1147,349],{"class":254},[19,1149,1150],{"id":1150},"安全告警",[136,1152,1154],{"className":242,"code":1153,"language":244,"meta":145,"style":145},"{\n  \"alerts\": {\n    \"failedAuthAttempts\": {\n      \"threshold\": 5,\n      \"window\": \"5m\",\n      \"action\": \"lockout\"\n    },\n    \"suspiciousActivity\": {\n      \"enabled\": true,\n      \"notify\": [\"email\", \"webhook\"]\n    }\n  }\n}\n",[143,1155,1156,1160,1167,1174,1186,1198,1208,1212,1219,1230,1246,1250,1254],{"__ignoreMap":145},[248,1157,1158],{"class":250,"line":251},[248,1159,255],{"class":254},[248,1161,1162,1165],{"class":250,"line":258},[248,1163,1164],{"class":261},"  \"alerts\"",[248,1166,265],{"class":254},[248,1168,1169,1172],{"class":250,"line":268},[248,1170,1171],{"class":261},"    \"failedAuthAttempts\"",[248,1173,265],{"class":254},[248,1175,1176,1179,1181,1184],{"class":250,"line":283},[248,1177,1178],{"class":261},"      \"threshold\"",[248,1180,274],{"class":254},[248,1182,1183],{"class":261},"5",[248,1185,280],{"class":254},[248,1187,1188,1191,1193,1196],{"class":250,"line":292},[248,1189,1190],{"class":261},"      \"window\"",[248,1192,274],{"class":254},[248,1194,1195],{"class":295},"\"5m\"",[248,1197,280],{"class":254},[248,1199,1200,1203,1205],{"class":250,"line":301},[248,1201,1202],{"class":261},"      \"action\"",[248,1204,274],{"class":254},[248,1206,1207],{"class":295},"\"lockout\"\n",[248,1209,1210],{"class":250,"line":309},[248,1211,525],{"class":254},[248,1213,1214,1217],{"class":250,"line":317},[248,1215,1216],{"class":261},"    \"suspiciousActivity\"",[248,1218,265],{"class":254},[248,1220,1221,1224,1226,1228],{"class":250,"line":323},[248,1222,1223],{"class":261},"      \"enabled\"",[248,1225,274],{"class":254},[248,1227,277],{"class":261},[248,1229,280],{"class":254},[248,1231,1232,1235,1237,1239,1241,1244],{"class":250,"line":329},[248,1233,1234],{"class":261},"      \"notify\"",[248,1236,382],{"class":254},[248,1238,512],{"class":295},[248,1240,388],{"class":254},[248,1242,1243],{"class":295},"\"webhook\"",[248,1245,520],{"class":254},[248,1247,1248],{"class":250,"line":340},[248,1249,576],{"class":254},[248,1251,1252],{"class":250,"line":346},[248,1253,343],{"class":254},[248,1255,1256],{"class":250,"line":583},[248,1257,349],{"class":254},[15,1259,1260],{"id":1260},"企业安全特性",[19,1262,1264],{"id":1263},"单点登录-sso","单点登录 (SSO)",[11,1266,1267],{},"支持企业级 SSO 集成：",[136,1269,1271],{"className":242,"code":1270,"language":244,"meta":145,"style":145},"{\n  \"sso\": {\n    \"provider\": \"saml\",\n    \"entryPoint\": \"https://sso.company.com/saml\",\n    \"certificate\": \"path/to/cert.pem\",\n    \"attributeMapping\": {\n      \"email\": \"email\",\n      \"name\": \"displayName\",\n      \"groups\": \"memberOf\"\n    }\n  }\n}\n",[143,1272,1273,1277,1284,1296,1308,1320,1327,1337,1349,1359,1363,1367],{"__ignoreMap":145},[248,1274,1275],{"class":250,"line":251},[248,1276,255],{"class":254},[248,1278,1279,1282],{"class":250,"line":258},[248,1280,1281],{"class":261},"  \"sso\"",[248,1283,265],{"class":254},[248,1285,1286,1289,1291,1294],{"class":250,"line":268},[248,1287,1288],{"class":261},"    \"provider\"",[248,1290,274],{"class":254},[248,1292,1293],{"class":295},"\"saml\"",[248,1295,280],{"class":254},[248,1297,1298,1301,1303,1306],{"class":250,"line":283},[248,1299,1300],{"class":261},"    \"entryPoint\"",[248,1302,274],{"class":254},[248,1304,1305],{"class":295},"\"https://sso.company.com/saml\"",[248,1307,280],{"class":254},[248,1309,1310,1313,1315,1318],{"class":250,"line":292},[248,1311,1312],{"class":261},"    \"certificate\"",[248,1314,274],{"class":254},[248,1316,1317],{"class":295},"\"path/to/cert.pem\"",[248,1319,280],{"class":254},[248,1321,1322,1325],{"class":250,"line":301},[248,1323,1324],{"class":261},"    \"attributeMapping\"",[248,1326,265],{"class":254},[248,1328,1329,1331,1333,1335],{"class":250,"line":309},[248,1330,503],{"class":261},[248,1332,274],{"class":254},[248,1334,512],{"class":295},[248,1336,280],{"class":254},[248,1338,1339,1342,1344,1347],{"class":250,"line":317},[248,1340,1341],{"class":261},"      \"name\"",[248,1343,274],{"class":254},[248,1345,1346],{"class":295},"\"displayName\"",[248,1348,280],{"class":254},[248,1350,1351,1354,1356],{"class":250,"line":323},[248,1352,1353],{"class":261},"      \"groups\"",[248,1355,274],{"class":254},[248,1357,1358],{"class":295},"\"memberOf\"\n",[248,1360,1361],{"class":250,"line":329},[248,1362,576],{"class":254},[248,1364,1365],{"class":250,"line":340},[248,1366,343],{"class":254},[248,1368,1369],{"class":250,"line":346},[248,1370,349],{"class":254},[19,1372,1373],{"id":1373},"合规支持",[26,1375,1376,1386],{},[29,1377,1378],{},[32,1379,1380,1383],{},[35,1381,1382],{},"标准",[35,1384,1385],{},"状态",[42,1387,1388,1396,1404,1412],{},[32,1389,1390,1393],{},[47,1391,1392],{},"SOC 2 Type II",[47,1394,1395],{},"✅ 认证",[32,1397,1398,1401],{},[47,1399,1400],{},"GDPR",[47,1402,1403],{},"✅ 合规",[32,1405,1406,1409],{},[47,1407,1408],{},"HIPAA",[47,1410,1411],{},"✅ 支持",[32,1413,1414,1417],{},[47,1415,1416],{},"ISO 27001",[47,1418,1419],{},"🔄 进行中",[19,1421,1422],{"id":1422},"数据驻留",[136,1424,1426],{"className":242,"code":1425,"language":244,"meta":145,"style":145},"{\n  \"dataResidency\": {\n    \"region\": \"cn-north\",\n    \"allowedRegions\": [\"cn-north\", \"cn-east\"],\n    \"blockCrossRegion\": true\n  }\n}\n",[143,1427,1428,1432,1439,1451,1467,1476,1480],{"__ignoreMap":145},[248,1429,1430],{"class":250,"line":251},[248,1431,255],{"class":254},[248,1433,1434,1437],{"class":250,"line":258},[248,1435,1436],{"class":261},"  \"dataResidency\"",[248,1438,265],{"class":254},[248,1440,1441,1444,1446,1449],{"class":250,"line":268},[248,1442,1443],{"class":261},"    \"region\"",[248,1445,274],{"class":254},[248,1447,1448],{"class":295},"\"cn-north\"",[248,1450,280],{"class":254},[248,1452,1453,1456,1458,1460,1462,1465],{"class":250,"line":283},[248,1454,1455],{"class":261},"    \"allowedRegions\"",[248,1457,382],{"class":254},[248,1459,1448],{"class":295},[248,1461,388],{"class":254},[248,1463,1464],{"class":295},"\"cn-east\"",[248,1466,404],{"class":254},[248,1468,1469,1472,1474],{"class":250,"line":292},[248,1470,1471],{"class":261},"    \"blockCrossRegion\"",[248,1473,274],{"class":254},[248,1475,664],{"class":261},[248,1477,1478],{"class":250,"line":301},[248,1479,343],{"class":254},[248,1481,1482],{"class":250,"line":309},[248,1483,349],{"class":254},[15,1485,1486],{"id":1486},"安全最佳实践",[19,1488,1490],{"id":1489},"_1-认证配置","1. 认证配置",[136,1492,1496],{"className":1493,"code":1494,"language":1495,"meta":145,"style":145},"language-bash shiki shiki-themes github-light github-dark","# 启用多因素认证\nopenclaw auth mfa enable\n\n# 配置密码策略\nopenclaw auth password-policy --min-length 12 --require-special\n","bash",[143,1497,1498,1504,1519,1525,1530],{"__ignoreMap":145},[248,1499,1500],{"class":250,"line":251},[248,1501,1503],{"class":1502},"sJ8bj","# 启用多因素认证\n",[248,1505,1506,1510,1513,1516],{"class":250,"line":258},[248,1507,1509],{"class":1508},"sScJk","openclaw",[248,1511,1512],{"class":295}," auth",[248,1514,1515],{"class":295}," mfa",[248,1517,1518],{"class":295}," enable\n",[248,1520,1521],{"class":250,"line":268},[248,1522,1524],{"emptyLinePlaceholder":1523},true,"\n",[248,1526,1527],{"class":250,"line":283},[248,1528,1529],{"class":1502},"# 配置密码策略\n",[248,1531,1532,1534,1536,1539,1542,1545],{"class":250,"line":292},[248,1533,1509],{"class":1508},[248,1535,1512],{"class":295},[248,1537,1538],{"class":295}," password-policy",[248,1540,1541],{"class":261}," --min-length",[248,1543,1544],{"class":261}," 12",[248,1546,1547],{"class":261}," --require-special\n",[19,1549,1551],{"id":1550},"_2-网络安全","2. 网络安全",[136,1553,1555],{"className":242,"code":1554,"language":244,"meta":145,"style":145},"{\n  \"network\": {\n    \"allowedHosts\": [\"api.openai.com\", \"api.anthropic.com\"],\n    \"blockUnknownHosts\": true,\n    \"proxy\": {\n      \"enabled\": true,\n      \"url\": \"http://proxy.company.com:8080\"\n    }\n  }\n}\n",[143,1556,1557,1561,1568,1585,1596,1603,1613,1623,1627,1631],{"__ignoreMap":145},[248,1558,1559],{"class":250,"line":251},[248,1560,255],{"class":254},[248,1562,1563,1566],{"class":250,"line":258},[248,1564,1565],{"class":261},"  \"network\"",[248,1567,265],{"class":254},[248,1569,1570,1573,1575,1578,1580,1583],{"class":250,"line":268},[248,1571,1572],{"class":261},"    \"allowedHosts\"",[248,1574,382],{"class":254},[248,1576,1577],{"class":295},"\"api.openai.com\"",[248,1579,388],{"class":254},[248,1581,1582],{"class":295},"\"api.anthropic.com\"",[248,1584,404],{"class":254},[248,1586,1587,1590,1592,1594],{"class":250,"line":283},[248,1588,1589],{"class":261},"    \"blockUnknownHosts\"",[248,1591,274],{"class":254},[248,1593,277],{"class":261},[248,1595,280],{"class":254},[248,1597,1598,1601],{"class":250,"line":292},[248,1599,1600],{"class":261},"    \"proxy\"",[248,1602,265],{"class":254},[248,1604,1605,1607,1609,1611],{"class":250,"line":301},[248,1606,1223],{"class":261},[248,1608,274],{"class":254},[248,1610,277],{"class":261},[248,1612,280],{"class":254},[248,1614,1615,1618,1620],{"class":250,"line":309},[248,1616,1617],{"class":261},"      \"url\"",[248,1619,274],{"class":254},[248,1621,1622],{"class":295},"\"http://proxy.company.com:8080\"\n",[248,1624,1625],{"class":250,"line":317},[248,1626,576],{"class":254},[248,1628,1629],{"class":250,"line":323},[248,1630,343],{"class":254},[248,1632,1633],{"class":250,"line":329},[248,1634,349],{"class":254},[19,1636,1638],{"id":1637},"_3-技能管理","3. 技能管理",[136,1640,1642],{"className":1493,"code":1641,"language":1495,"meta":145,"style":145},"# 只安装已验证的技能\nopenclaw skills install --verified-only\n\n# 审计已安装技能\nopenclaw skills audit\n",[143,1643,1644,1649,1662,1666,1671],{"__ignoreMap":145},[248,1645,1646],{"class":250,"line":251},[248,1647,1648],{"class":1502},"# 只安装已验证的技能\n",[248,1650,1651,1653,1656,1659],{"class":250,"line":258},[248,1652,1509],{"class":1508},[248,1654,1655],{"class":295}," skills",[248,1657,1658],{"class":295}," install",[248,1660,1661],{"class":261}," --verified-only\n",[248,1663,1664],{"class":250,"line":268},[248,1665,1524],{"emptyLinePlaceholder":1523},[248,1667,1668],{"class":250,"line":283},[248,1669,1670],{"class":1502},"# 审计已安装技能\n",[248,1672,1673,1675,1677],{"class":250,"line":292},[248,1674,1509],{"class":1508},[248,1676,1655],{"class":295},[248,1678,1679],{"class":295}," audit\n",[19,1681,1683],{"id":1682},"_4-定期安全检查","4. 定期安全检查",[136,1685,1687],{"className":1493,"code":1686,"language":1495,"meta":145,"style":145},"# 运行安全扫描\nopenclaw security scan\n\n# 查看安全报告\nopenclaw security report\n",[143,1688,1689,1694,1704,1708,1713],{"__ignoreMap":145},[248,1690,1691],{"class":250,"line":251},[248,1692,1693],{"class":1502},"# 运行安全扫描\n",[248,1695,1696,1698,1701],{"class":250,"line":258},[248,1697,1509],{"class":1508},[248,1699,1700],{"class":295}," security",[248,1702,1703],{"class":295}," scan\n",[248,1705,1706],{"class":250,"line":268},[248,1707,1524],{"emptyLinePlaceholder":1523},[248,1709,1710],{"class":250,"line":283},[248,1711,1712],{"class":1502},"# 查看安全报告\n",[248,1714,1715,1717,1719],{"class":250,"line":292},[248,1716,1509],{"class":1508},[248,1718,1700],{"class":295},[248,1720,1721],{"class":295}," report\n",[15,1723,1724],{"id":1724},"安全更新",[11,1726,1727],{},"OpenClaw 团队定期发布安全更新：",[93,1729,1730,1736,1742],{},[96,1731,1732,1735],{},[50,1733,1734],{},"安全公告"," - 通过 GitHub Security Advisories 发布",[96,1737,1738,1741],{},[50,1739,1740],{},"自动更新"," - 支持自动安全补丁",[96,1743,1744,1747],{},[50,1745,1746],{},"CVE 追踪"," - 公开披露的漏洞追踪",[136,1749,1751],{"className":1493,"code":1750,"language":1495,"meta":145,"style":145},"# 检查安全更新\nopenclaw update --check-security\n\n# 应用安全补丁\nopenclaw update 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不是模型自己决定的。","/docs/manual/channel-routing-and-session-keys",[2134,2153,1943,2133,2152],{"title":2175,"description":2176,"path":2177,"category":2095,"updatedAt":2050,"sourceType":1917,"tags":2178},"OpenClaw 渠道能力概览","了解 OpenClaw 当前支持的主要聊天渠道、接入方式，以及第一次应该如何选择和配置渠道。","/docs/manual/channels-overview",[1943,2179,2180,2181],"telegram","whatsapp","discord",{"title":2183,"description":2184,"path":2185,"category":2095,"updatedAt":2131,"sourceType":1917,"tags":2186},"ClawHub 的搜索、信号和信任边界","基于最新官方 ClawHub 文档，整理技能注册表里的搜索、标签、下载信号、举报与 moderation 机制，以及中文用户挑选技能时最该看什么。","/docs/manual/clawhub-discovery-and-trust-signals",[2187,1955,2188,2189,2190],"clawhub","registry","moderation","discovery",{"title":2192,"description":2193,"path":2194,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2195},"ClawHub 的版本、锁文件和 sync 怎么理解","基于最新官方 ClawHub 文档，整理 skill bundle 的版本化、.clawhub/lock.json 的作用、sync 的扫描规则，以及为什么 ClawHub 不只是“安装站”。","/docs/manual/clawhub-versioning-and-sync",[2187,1955,2196,2197,2198],"sync","lockfile","versioning",{"title":2200,"description":2201,"path":2202,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2203},"社区插件目录怎么用","基于最新官方插件文档，整理 Community plugins 页面里最重要的筛选思路，帮助你判断哪些第三方插件值得装、哪些只适合观察。","/docs/manual/community-plugins-directory",[2042,2204,2205,2206,2207],"community","ecosystem","extensions","directory",{"title":2209,"description":2210,"path":2211,"category":2158,"updatedAt":2159,"sourceType":1917,"tags":2212},"Control UI 的 Tools 面板为什么更像运行时目录，不是静态配置页","基于最新官方 WebChat 文档，解释 Control UI `/agents` 里的 Tools 面板如何通过 tools.catalog 拉取运行时目录、何时回退到静态列表，以及为什么真正的可用性最终仍由 allow/deny 和多层策略优先级决定。","/docs/manual/control-ui-tools-catalog-and-policy-precedence",[2213,1944,2214,2215,2084],"control-ui","catalog","policy",{"title":2217,"description":2218,"path":2219,"category":1936,"updatedAt":1909,"sourceType":1917,"tags":2220},"Control UI 是什么","理解 Control UI 在 OpenClaw 中承担的角色，以及首次安装、排错和长期运行时应该如何使用它。","/docs/manual/control-ui",[1996,2213,1941,1961],{"title":2222,"description":2223,"path":2224,"category":2033,"updatedAt":1909,"sourceType":1917,"tags":2225},"OpenClaw 核心能力总览","用一页理解 OpenClaw 当前最重要的能力结构，包括渠道、控制台、扩展和运行边界。","/docs/manual/core-capabilities",[2226,1943,1955,2227],"capabilities","voice",{"title":2229,"description":2230,"path":2231,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2232},"Dashboard 快速打开与认证行为","基于最新官方 Dashboard 文档，整理 openclaw dashboard 的快速打开路径、token 在浏览器里的保存行为，以及本地与远程打开时最容易混淆的认证边界。","/docs/manual/dashboard-fast-path-and-auth",[1996,2213,2126,2233,2234],"token","browser",{"title":2236,"description":2237,"path":2238,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2239},"Deepgram 音频转录怎么接","基于最新官方 Deepgram provider 文档，整理 OpenClaw 里语音转录的接入方式、配置重点，以及它和聊天模型 provider 的边界。","/docs/manual/deepgram-audio-transcription",[2240,2241,2242,2227,2124],"deepgram","transcription","audio",{"title":2244,"description":2245,"path":2246,"category":2095,"updatedAt":1909,"sourceType":1917,"tags":2247},"Discord 与 Slack 接入重点","团队协作场景里，Discord 和 Slack 分别适合什么、和 Telegram/WhatsApp 的差别在哪里，以及群组响应策略该怎么收敛。","/docs/manual/discord-and-slack",[1943,2181,2248,2088,2249],"slack","team",{"title":2251,"description":2252,"path":2253,"category":2095,"updatedAt":2254,"sourceType":1917,"tags":2255},"Exec 工具、apply_patch 与执行审批","基于官方 exec、apply_patch 和 exec approvals 文档，解释高权限工具如何工作，为什么审批是硬边界，以及哪些配置最值得先看。","/docs/manual/exec-tools-and-approvals","2026-03-12",[2256,2257,2258,1944,1920],"exec","apply-patch","approvals",{"title":2260,"description":2261,"path":2262,"category":2095,"updatedAt":2159,"sourceType":1917,"tags":2263},"从 Skills 到 Workflows：OpenClaw 扩展栈完整地图","把 Skills、Tools、插件、Hooks、ClawHub、OpenProse、Lobster 和审批流程收成一张扩展地图，帮助你判断什么时候该引入哪一层复杂度。","/docs/manual/extension-stack-full-map",[1955,1944,2042,2044,2264,2258],"workflows",{"title":2266,"description":2267,"path":2268,"category":2095,"updatedAt":2111,"sourceType":1917,"tags":2269},"Feishu 扫码接入、群控边界与 Drive 评论流","基于最新官方 Feishu 文档，整理 OpenClaw 2026.4.10 之后的飞书扫码接入、群聊控制、Drive 评论事件和 reply_comment 工作流。","/docs/manual/feishu-qr-login-and-drive-comments",[2270,2271,1943,2272,2273,2274],"feishu","lark","drive","comments","collaboration",{"title":2276,"description":2277,"path":2278,"category":2158,"updatedAt":2159,"sourceType":1917,"tags":2279},"Telegram forum topic、群 session 和 thread key 应该怎么一起看","基于最新官方 Groups 与 Channel Routing 文档，整理 Telegram forum topic 在 OpenClaw 里的 session key 形态、topic 级上下文隔离和群触发边界，帮助团队理解“同一群里的不同 topic”为什么已经不是同一条会话。","/docs/manual/forum-topics-and-group-session-keys",[2179,2280,2090,2134,2084],"forum-topics",{"title":2282,"description":2283,"path":2284,"category":2095,"updatedAt":2159,"sourceType":1917,"tags":2285},"从第一次跑通到长期运行：OpenClaw 的完整系统地图","把安装、Gateway、控制面、渠道、模型、记忆、自动化和长期维护放到一条完整主线上，帮助你从“先跑起来”过渡到“长期稳定使用”。","/docs/manual/from-first-run-to-long-running-system",[1923,1941,1943,2058,1945,1988],{"title":2287,"description":2288,"path":2289,"category":2095,"updatedAt":2149,"sourceType":1917,"tags":2290},"Headless nodes 和设备宿主边界怎么分","基于最新官方 Nodes、Architecture 与 Pairing 文档，解释 headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[2105,2291,2292,2293,1941],"headless","pairing","devices",{"title":2295,"description":2296,"path":2297,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2298},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[2044,2299,2300,1988,2042],"lifecycle","events",{"title":2302,"description":2303,"path":2304,"category":2095,"updatedAt":1909,"sourceType":1917,"tags":2305},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[2044,1988,2264,2300],{"title":2307,"description":2308,"path":2309,"category":2095,"updatedAt":2131,"sourceType":1917,"tags":2310},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[2311,2312,2313,2314,2315],"messages","queueing","dedupe","debounce","delivery",{"title":2317,"description":2318,"path":2319,"category":2095,"updatedAt":2050,"sourceType":1917,"tags":2320},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 助手体验。","/docs/manual/local-models-ollama",[2321,2322,2323,1921,2035],"ollama","local-model","llm",{"title":2325,"description":2326,"path":2327,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2328},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[2329,2105,2168,2330,2331],"location","permissions","gps",{"title":2333,"description":2334,"path":2335,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2336},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[1945,2337,2090,2338,2339],"markdown","memory_search","memory_get",{"title":2341,"description":2342,"path":2343,"category":2095,"updatedAt":2050,"sourceType":1917,"tags":2344},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[1945,2042,2345,2346,2337],"lancedb","memory-core",{"title":2348,"description":2349,"path":2350,"category":2095,"updatedAt":2254,"sourceType":1917,"tags":2351},"记忆搜索与索引机制","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。","/docs/manual/memory-search-and-indexing",[1945,2352,2353,2354,2345],"search","indexing","embeddings",{"title":2356,"description":2357,"path":2358,"category":2095,"updatedAt":1909,"sourceType":2096,"tags":2359},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 SOUL、Tools、用户长期记忆和会话上下文如何协作，以及为什么它更像持续运行的系统而不是一次性聊天窗口。","/docs/manual/memory-system",[1945,2098,2153,2360],"logs",{"title":2362,"description":2363,"path":2364,"category":2095,"updatedAt":1909,"sourceType":1917,"tags":2365},"Memory、Tools、Skills 如何协同","记忆层负责保留什么，Tools 负责执行什么，Skills 负责组织什么，三者该怎么分工才不会让 OpenClaw 越用越乱。","/docs/manual/memory-tools-skills-playbook",[1945,1944,1955,2098,1987],{"title":2367,"description":2368,"path":2369,"category":2095,"updatedAt":2254,"sourceType":1917,"tags":2370},"消息投递、重试与响应行为","基于官方 retry、messages 和 FAQ 文档，解释消息发送失败时 OpenClaw 会重试什么，不会重试什么，以及为什么群聊和渠道行为会不同。","/docs/manual/message-retries-and-delivery",[2311,2371,2315,2179,2181],"retry",{"title":2373,"description":2374,"path":2375,"category":2158,"updatedAt":2159,"sourceType":1917,"tags":2376},"模型 allowlist、alias 和图片能力门控应该怎么理解","基于最新官方 Models CLI 文档，整理 agents.defaults.models、primary、fallbacks、imageModel 和 imageGenerationModel 的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[2058,2377,2378,2379,2380,2084],"allowlist","aliases","image","gating",{"title":2382,"description":2383,"path":2384,"category":2095,"updatedAt":2050,"sourceType":1917,"tags":2385},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[2058,2323,2124,2134],{"title":2387,"description":2388,"path":2389,"category":2095,"updatedAt":1909,"sourceType":1917,"tags":2390},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[2105,2168,2167,2227,2292],{"title":2392,"description":2393,"path":2394,"category":2084,"updatedAt":2085,"sourceType":1917,"tags":2395},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[2396,2126,2397,2398,2399],"oauth","codex","claude","profiles",{"title":2401,"description":2402,"path":2403,"category":2095,"updatedAt":2050,"sourceType":1917,"tags":2404},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[2405,2406,2043,2258,1987],"openprose","lobster",{"title":2408,"description":2409,"path":2410,"category":2084,"updatedAt":2411,"sourceType":1917,"tags":2412},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[2413,2143,2414,2415,2416,2417,2418],"platforms","ios","android","windows","linux","install",{"title":2420,"description":2421,"path":2422,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2423},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 不是同一种治理对象。","/docs/manual/plugin-managed-hooks",[2042,2044,1988,2206,2424],"governance",{"title":2426,"description":2427,"path":2428,"category":2095,"updatedAt":2008,"sourceType":1917,"tags":2429},"插件清单与配置校验","基于最新官方文档，解释 openclaw.plugin.json 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和长期在线实例的协作边界。","/docs/operations/remote-operators-and-nodes",[2010,2736,2105,2606,2730,2293],"operators",{"title":2738,"description":2739,"path":2740,"category":2588,"updatedAt":1909,"sourceType":1917,"tags":2741},"OpenClaw 安全配置基础","从 Gateway auth、allowlist、Control UI 暴露方式和 Tailscale/SSH 接入策略理解 OpenClaw 的基础安全边界。","/docs/operations/safety-basics",[1920,2126,2606,1996],{"title":2743,"description":2744,"path":2745,"category":2588,"updatedAt":2050,"sourceType":1917,"tags":2746},"security audit、--deep 和 --fix 该怎么配合","基于最新官方安全文档，解释 openclaw security audit、--deep 与 --fix 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",[1920,2747,2748,2749,1961],"audit","hardening","fix",{"title":2751,"description":2752,"path":2753,"category":2588,"updatedAt":2131,"sourceType":1917,"tags":2754},"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",[2090,2755,2724,2756,1961],"cleanup","transcripts",{"title":2758,"description":2759,"path":2760,"category":2588,"updatedAt":2149,"sourceType":1917,"tags":2761},"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",[1920,2762,2763,1941,1961],"shared-inbox","trust-model",{"title":2765,"description":2766,"path":2767,"category":2588,"updatedAt":2254,"sourceType":1917,"tags":2768},"Tailscale Serve / Funnel 怎么选","基于官方 Tailscale 文档，解释 serve、funnel、tailnet 绑定和 allowTailscale 的差异，以及更稳的使用边界。","/docs/operations/tailscale-serve-and-funnel",[2606,2769,2770,1941,2126],"serve","funnel",{"title":2772,"description":2773,"path":2774,"category":2588,"updatedAt":1909,"sourceType":1917,"tags":2775},"团队频道里的 Session 隔离策略","当 OpenClaw 进入 Discord、Slack 等多人频道后，如何把频道、线程、私聊和长期记忆分开，避免上下文污染。","/docs/operations/team-channel-session-strategy",[2153,2181,2248,1953,2776,1961],"group-chat",{"title":2778,"description":2779,"path":2780,"category":2588,"updatedAt":2495,"sourceType":1917,"tags":2781},"Trusted Proxy Auth 怎么用","理解 OpenClaw 的 trusted-proxy 认证模式、适用场景、风险检查项，以及它和普通 TLS 反向代理的本质区别。","/docs/operations/trusted-proxy-auth",[2782,2783,2126,1941,1920],"trusted-proxy","reverse-proxy",{"title":2785,"description":2786,"path":2787,"category":2588,"updatedAt":2008,"sourceType":1917,"tags":2788},"Trusted Proxy 和 Tailscale Serve 怎么选","基于最新官方安全与 trusted proxy 文档，解释 OpenClaw 在 trusted-proxy、token/password 和 Tailscale Serve 之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[2782,2606,2783,2126,1941,1920],{"title":2790,"description":2791,"path":2792,"category":2588,"updatedAt":2050,"sourceType":1917,"tags":2793},"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",[2794,1943,2795,2796,2797,2798],"update","stable","beta","dev","rollout",{"title":2800,"description":2801,"path":2802,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2804},"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",[2805,2806,2807,2808,2809],"anthropic","429","context1m","failover","reference",{"title":2811,"description":2812,"path":2813,"category":2803,"updatedAt":1909,"sourceType":1917,"tags":2814},"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",[2809,2116,2497,2815],"diagnostics",{"title":2817,"description":2818,"path":2819,"category":2803,"updatedAt":2050,"sourceType":1917,"tags":2820},"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",[2258,2377,2256,1941,2821,2809],"node",{"title":2823,"description":2824,"path":2825,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2826},"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",[2126,2399,2808,2090,2809],{"title":2828,"description":2829,"path":2830,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2831},"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",[2292,2832,2179,2293,2809],"bootstrapToken",{"title":2834,"description":2835,"path":2836,"category":2809,"updatedAt":2085,"sourceType":1917,"tags":2837},"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",[2838,2089,2135,2098,2698,2088],"templates",{"title":2840,"description":2841,"path":2842,"category":2803,"updatedAt":2149,"sourceType":1917,"tags":2843},"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",[2292,2844,1943,2845,2627],"allowFrom","account",{"title":2847,"description":2848,"path":2849,"category":2803,"updatedAt":2254,"sourceType":1917,"tags":2850},"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",[2116,2809,2851,2852],"commands","terminal",{"title":2854,"description":2855,"path":2856,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2857},"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",[2858,2859,2126,2124,2809],"cloudflare-ai-gateway","headers",{"title":2861,"description":2862,"path":2863,"category":2864,"updatedAt":2050,"sourceType":2204,"tags":2865},"社区支持","汇总 OpenClaw 的官方社区入口、反馈方式、提问建议和中文用户更适合的参与路径。","/docs/reference/community","社区",[2204,2866,2867,2868],"github","issues","feedback",{"title":2870,"description":2871,"path":2872,"category":2803,"updatedAt":2254,"sourceType":1917,"tags":2873},"配置参考","OpenClaw 完整配置项参考文档，包含所有可配置选项的详细说明。","/docs/reference/configuration-reference",[1954,2809,2874,2875],"settings","options",{"title":2877,"description":2878,"path":2879,"category":2803,"updatedAt":2008,"sourceType":1917,"tags":2880},"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",[2213,2292,2293,2234,2627],{"title":2882,"description":2883,"path":2884,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2885},"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",[2114,2371,2886,2457,2809],"scheduler",{"title":2888,"description":2889,"path":2890,"category":2803,"updatedAt":2566,"sourceType":1917,"tags":2891},"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",[1996,2233,2892,2893,2126],"secretref","sessionStorage",{"title":2895,"description":2896,"path":2897,"category":2898,"updatedAt":2254,"sourceType":1917,"tags":2899},"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",[2900,2901,2902,2646,2360],"debugging","debug","runtime-overrides",{"title":2904,"description":2905,"path":2906,"category":2803,"updatedAt":2131,"sourceType":1917,"tags":2907},"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",[2815,2908,2909,2901,2809],"logging","flags",{"title":2911,"description":2912,"path":2913,"category":2803,"updatedAt":2131,"sourceType":1917,"tags":2914},"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",[2153,2915,2916,2134,2809],"dmScope","identityLinks",{"title":2918,"description":2919,"path":2920,"category":2803,"updatedAt":2131,"sourceType":1917,"tags":2921},"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",[2646,2647,2815,2922,2809],"migrations",{"title":2924,"description":2925,"path":2926,"category":2803,"updatedAt":2131,"sourceType":1917,"tags":2927},"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",[2500,1954,2161,2928,2809],"shell",{"title":2930,"description":2931,"path":2932,"category":2803,"updatedAt":2050,"sourceType":1938,"tags":2933},"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",[2934,2721,2204,2935,2723],"sources","trust",{"title":2937,"description":2938,"path":2939,"category":2803,"updatedAt":2008,"sourceType":1917,"tags":2940},"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",[1941,2941,2116,2574,2106],"rpc",{"title":2943,"description":2944,"path":2945,"category":2803,"updatedAt":2131,"sourceType":1917,"tags":2946},"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",[2292,2293,1941,2105,2809],{"title":2948,"description":2949,"path":2950,"category":2803,"updatedAt":2566,"sourceType":1917,"tags":2951},"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",[2153,1941,2065,1996,2809],{"title":2953,"description":2954,"path":2955,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2956},"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",[1941,2574,2957,2958,2809],"protocol","scopes",{"title":2960,"description":2961,"path":2962,"category":2803,"updatedAt":2149,"sourceType":1917,"tags":2963},"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",[2152,2964,2134,2377,2311],"mention",{"title":2966,"description":2967,"path":2968,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2969},"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",[2620,2970,2971,2972,2809],"visibility","activeHours","alerts",{"title":2974,"description":2975,"path":2976,"category":2803,"updatedAt":2149,"sourceType":1917,"tags":2977},"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",[2568,2574,2978,1941,2809],"sdk",{"title":2980,"description":2981,"path":2982,"category":2803,"updatedAt":2149,"sourceType":1917,"tags":2983},"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",[1954,2984,2598,2985,2809],"include","arrays",{"title":2987,"description":2988,"path":2989,"category":2803,"updatedAt":2131,"sourceType":1917,"tags":2990},"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",[2406,2991,2258,1987,2809],"invoke",{"title":2993,"description":2994,"path":2995,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":2996},"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",[1945,2997,2998,2999,3000,2809],"hybrid-search","ranking","mmr","retrieval",{"title":3002,"description":3003,"path":3004,"category":2803,"updatedAt":2050,"sourceType":1917,"tags":3005},"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",[2058,3006,2126,2124,2809],"probe",{"title":3008,"description":3009,"path":3010,"category":2803,"updatedAt":2495,"sourceType":1917,"tags":3011},"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",[2292,2293,2844,3012,2627],"credentials",{"title":3014,"description":3015,"path":3016,"category":2803,"updatedAt":2050,"sourceType":1917,"tags":3017},"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",[2042,2187,3018,3019,2723,2809],"npm","pin",{"title":3021,"description":3022,"path":3023,"category":2898,"updatedAt":2008,"sourceType":1917,"tags":3024},"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",[2900,3025,2360,2124,1921],"raw-stream",{"title":3027,"description":3028,"path":3029,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":3030},"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",[2010,3031,2126,1941,2809],"tlsFingerprint",{"title":3033,"description":3034,"path":3035,"category":2803,"updatedAt":2159,"sourceType":1917,"tags":3036},"回复机器人消息也算 mention 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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",[2153,1920,2915,2292,2377],{"title":3053,"description":3054,"path":3055,"category":2803,"updatedAt":3056,"sourceType":1917,"tags":3057},"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",[2153,3058,3059,2523,2809],"transcript","jsonl",{"title":3061,"description":3062,"path":3063,"category":2803,"updatedAt":3056,"sourceType":1917,"tags":3064},"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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fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[3058,3084,2124,3085,2809],"hygiene","tool-calls",{"title":3087,"description":3088,"path":3089,"category":2898,"updatedAt":1909,"sourceType":1917,"tags":3090},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[3078,2646,2655,2360],{"title":3092,"description":3093,"path":3094,"category":2803,"updatedAt":2131,"sourceType":1917,"tags":3095},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[2065,3096,3097,3058,2809],"history","inject",{"title":3099,"description":3100,"path":3101,"category":3102,"updatedAt":2050,"sourceType":1917,"tags":3103},"国内云部署思路","面向中文团队整理 OpenClaw 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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",[1988,2620,2114,3078,1961],{"title":3394,"description":3395,"path":3396,"category":3370,"date":2111,"updatedAt":2111,"sourceType":1917,"source":3397,"tags":3398},"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",[2113,1988,2114,2115,2747,1961],{"title":3400,"description":3401,"path":3402,"category":3370,"date":2111,"updatedAt":2111,"sourceType":1917,"source":3403,"tags":3404},"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 正在从能接入走向能治理。","/news/openclaw-bedrock-guardrails-watch-2026-04-30","https://docs.openclaw.ai/providers/bedrock",[2122,2123,2125,2124,2424],{"title":3406,"description":3407,"path":3408,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3409,"tags":3410},"OpenClaw 开始把 Broadcast Groups 从路由技巧推进成多代理协作入口","官方最新 Broadcast Groups 文档把多 agent 同群运行的触发条件、session 隔离和处理策略写得更完整了，也让它和普通 bindings 的分工更清楚。","/news/openclaw-broadcast-groups-watch-2026-03-25","https://docs.openclaw.ai/channels/broadcast-groups",[2151,2135,2152,2134,2180],{"title":3412,"description":3413,"path":3414,"category":3370,"date":2159,"updatedAt":2159,"sourceType":1917,"source":3415,"tags":3416},"OpenClaw 的浏览器管理员面正在收成一条完整信任链","官方最近围绕 Pairing、Remote Access、Trusted Proxy Auth 和 Dashboard 的文档更新，正在把浏览器入口从“页面能打开”收敛成“地址、认证、设备与 operator 权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[1996,2782,2292,2010,1920],{"title":3418,"description":3419,"path":3420,"category":3370,"date":2050,"updatedAt":2050,"sourceType":1917,"source":3378,"tags":3421},"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",[2179,2181,2258,1943,2736],{"title":3423,"description":3424,"path":3425,"category":3222,"date":1937,"updatedAt":1937,"sourceType":2204,"source":3426,"tags":3427},"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",[3104,2205,3225,3178],{"title":3429,"description":3430,"path":3431,"category":3370,"date":2050,"updatedAt":2050,"sourceType":1917,"source":3432,"tags":3433},"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",[2187,1955,2196,2197,3434,2188],"telemetry",{"title":3436,"description":3437,"path":3438,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3439,"tags":3440},"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",[2116,1941,2941,2106,1961],{"title":3442,"description":3443,"path":3444,"category":3370,"date":2131,"updatedAt":2131,"sourceType":1917,"source":3445,"tags":3446},"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",[1954,2500,2133,3447,1961],"overrides",{"title":3449,"description":3450,"path":3451,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3358,"tags":3452},"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",[2522,2523,2090,1945,3453],"continuity",{"title":3455,"description":3456,"path":3457,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3458,"tags":3459},"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",[2213,1996,2606,2292,2010],{"title":3461,"description":3462,"path":3463,"category":3370,"date":2566,"updatedAt":2566,"sourceType":1917,"source":3384,"tags":3464},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 环境里的引导行为，也让它更像正式控制面入口。","/news/openclaw-dashboard-bootstrap-watch-2026-03-26",[1996,2089,2892,2126,2213],{"title":3466,"description":3467,"path":3468,"category":3370,"date":2050,"updatedAt":2050,"sourceType":1917,"source":3384,"tags":3469},"OpenClaw Web 控制面观察：Dashboard 与 WebChat 的认证引导和回流边界正在变清楚","基于 2026 年 3 月 24 日可见的官方 dashboard CLI、Web Dashboard 与 WebChat 文档，最近 Web 控制面最值得关注的变化是认证引导、SecretRef token 处理和 WebChat 回流边界正在被主动写清。","/news/openclaw-dashboard-webchat-auth-watch-2026-03-24",[1996,2065,2233,2892,2134,3470],"web",{"title":3472,"description":3473,"path":3474,"category":3166,"date":1937,"updatedAt":1937,"sourceType":2204,"source":3475,"tags":3476},"OpenClaw 开发者生态扩张观察：中文技能与本地工作流成为新增长点","基于 2026 年 3 月 16 日临时素材，整理 OpenClaw 开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[1952,1955,2205,3104],{"title":3478,"description":3479,"path":3480,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3481,"tags":3482},"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",[2293,2292,2233,2640,3483],"rotate",{"title":3485,"description":3486,"path":3487,"category":3370,"date":2131,"updatedAt":2131,"sourceType":1917,"source":3488,"tags":3489},"OpenClaw 的诊断与修复工作流正在成型","官方最近围绕 Doctor、Diagnostics Flags、Debugging 和 sessions cleanup 的文档更新，正在把 OpenClaw 的排障方式从“看日志猜”推进到更清楚的 repair ladder。","/news/openclaw-diagnostics-repair-watch-2026-03-22","https://docs.openclaw.ai/doctor",[2646,2815,2647,2900,1961],{"title":3491,"description":3492,"path":3493,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3488,"tags":3494},"OpenClaw 排障观察：doctor 正在从“检查器”继续长成带备份心智的修复入口","基于 2026 年 3 月 25 日可见的官方 Doctor 文档，最近排障层最值得关注的变化之一是 doctor 对 stale config、unknown keys 和 legacy 状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[2646,2647,2497,2724,2815],{"title":3496,"description":3497,"path":3498,"category":3499,"date":1937,"updatedAt":1937,"sourceType":2204,"source":3500,"tags":3501},"OpenClaw 教育场景观察：AI 助教、个性化学习与高校试点想象空间","基于 2026 年 3 月 16 日教育领域临时稿，梳理 OpenClaw 在高校与教学场景中的潜在落地方向，包括答疑、学习路径推荐和教师工作流辅助。","/news/openclaw-education-adoption-watch-2026-03-16","行业观察","content/tmp/2026-03-16/openclaw-education-sector-adoption.md",[3502,3503,3504,3505],"education","adoption","ai-tutor","higher-education",{"title":3507,"description":3508,"path":3509,"category":3499,"date":1937,"updatedAt":1937,"sourceType":2204,"source":3510,"tags":3511},"OpenClaw 企业应用热度上升：中文团队更关注私有化部署与流程接入","基于 2026 年 3 月 16 日企业方向临时稿，整理 OpenClaw 在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[1922,3106,1987,3104],{"title":3513,"description":3514,"path":3515,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3516,"tags":3517},"OpenClaw 扩展层观察：ClawHub、插件托管 hooks 与 onboarding 勾选正在把扩展能力收拢成一条更完整链路","基于 2026 年 3 月 21 日可见的官方 Skills、ClawHub、Plugins 与 Hooks 文档，整理最近最值得中文站关注的扩展层变化：技能 registry、插件托管 hooks，以及 onboarding 阶段对推荐 hooks 的直接引导。","/news/openclaw-extension-stack-watch-2026-03-21","https://docs.openclaw.ai/automation/hooks",[1955,2187,2042,2044,2206],{"title":3519,"description":3520,"path":3521,"category":3370,"date":2111,"updatedAt":2111,"sourceType":1917,"source":3522,"tags":3523},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[2270,2271,2272,2273,1943,2274],{"title":3525,"description":3526,"path":3527,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3528,"tags":3529},"OpenClaw 正在把 gateway-owned pairing 的过期与轮换边界说清楚","官方最新 Gateway-owned pairing 文档把 pending request 的 5 分钟过期、fresh token 生成和 UI 只是审批前端这几层边界写得更清楚了。","/news/openclaw-gateway-pairing-expiry-watch-2026-03-25","https://docs.openclaw.ai/gateway/pairing",[1941,2292,3530,2233,2105],"pending",{"title":3532,"description":3533,"path":3534,"category":3370,"date":2566,"updatedAt":2566,"sourceType":1917,"source":3535,"tags":3536},"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",[1941,2153,2065,1996,3537],"state",{"title":3539,"description":3540,"path":3541,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3542,"tags":3543},"OpenClaw 开始把群聊入口判断顺序写成可复述规则","官方最近在 Groups、Group Messages 和 Messages 文档里，把群入口的 groupPolicy、allowlist 和 mention gating 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的顺序正在被官方主动写清。","/news/openclaw-include-merge-boundary-watch-2026-03-25","https://docs.openclaw.ai/gateway/configuration",[1954,2984,2598,2985,1961],{"title":3557,"description":3558,"path":3559,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3560,"tags":3561},"OpenClaw 官方 Showcase 基础设施观察：Home Assistant、Nix 与远程文件流转正在成为高频落地方向","基于 2026 年 3 月 21 日可见的官方 Showcase 页面，整理最近最值得关注的基础设施与部署类案例，观察 OpenClaw 在家庭服务器、可复现部署和远程实例运维上的真实应用。","/news/openclaw-infra-showcase-watch-2026-03-21","https://docs.openclaw.ai/start/showcase",[3562,3106,3563,3564,3565],"showcase","home-assistant","nix","infrastructure",{"title":3567,"description":3568,"path":3569,"category":3370,"date":2131,"updatedAt":2131,"sourceType":1917,"source":3570,"tags":3571},"OpenClaw 的长期会话治理能力正在变完整","官方最近围绕 session、memory、compaction 和 secure DM mode 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如何把转录、向量检索和学习流程接成长链路。","/news/openclaw-memory-showcase-watch-2026-03-21",[3562,1945,2241,3599,3600],"vector-search","knowledge",{"title":3602,"description":3603,"path":3604,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3605,"tags":3606},"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",[2964,2152,2179,2181,2248],{"title":3608,"description":3609,"path":3610,"category":3370,"date":2131,"updatedAt":2131,"sourceType":1917,"source":3611,"tags":3612},"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",[2311,2065,2134,2315,1943],{"title":3614,"description":3615,"path":3616,"category":3370,"date":2050,"updatedAt":2050,"sourceType":1917,"source":3439,"tags":3617},"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",[2058,3006,2124,2126,2683],{"title":3619,"description":3620,"path":3621,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3622,"tags":3623},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 文档，最近节点层最值得关注的变化之一是能力宿主边界正在被主动拆清。","/news/openclaw-node-host-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes",[2105,2291,1941,2292,2293],{"title":3625,"description":3626,"path":3627,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3628,"tags":3629},"OpenClaw 接入观察：从 2026.1.29 的迁移信号到现在的 Onboarding Wizard，官方已经把“第一次跑通”做成更完整链路","基于 2026 年 3 月 21 日可见的官方 Onboarding、Install 与 Releases 页面，整理 OpenClaw 从命名迁移、路径自动迁移到本地/远程 wizard 分流这条接入链路最近最值得注意的变化。","/news/openclaw-onboarding-migration-watch-2026-03-21","https://docs.openclaw.ai/start/wizard",[1995,3151,2418,3152,2724],{"title":3631,"description":3632,"path":3633,"category":3370,"date":2566,"updatedAt":2566,"sourceType":1917,"source":3458,"tags":3634},"OpenClaw 的远程 operator 正在从“谁都能开网页”转向浏览器级交接管理","随着 Dashboard、Control UI 和 device pairing 文档持续补强，官方越来越清楚地把浏览器 profile、设备 pairing 和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[2736,2234,2213,2292,2010],{"title":3636,"description":3637,"path":3638,"category":3370,"date":2159,"updatedAt":2159,"sourceType":1917,"source":3639,"tags":3640},"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",[1996,2065,2574,2736,2106],{"title":3642,"description":3643,"path":3644,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3481,"tags":3645},"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",[2292,2844,1943,2845,1961],{"title":3647,"description":3648,"path":3649,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3650,"tags":3651},"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",[2042,2205,2044,2204,2206],{"title":3653,"description":3654,"path":3655,"category":3370,"date":2050,"updatedAt":2050,"sourceType":1917,"source":3656,"tags":3657},"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",[2042,2187,3018,3019,2723],{"title":3659,"description":3660,"path":3661,"category":3370,"date":2050,"updatedAt":2050,"sourceType":1917,"source":3662,"tags":3663},"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",[2405,2406,1987,2258,2043],{"title":3665,"description":3666,"path":3667,"category":3370,"date":2159,"updatedAt":2159,"sourceType":1917,"source":3668,"tags":3669},"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",[2124,2058,2105,2126,2424],{"title":3671,"description":3672,"path":3673,"category":3370,"date":2159,"updatedAt":2159,"sourceType":1917,"source":3674,"tags":3675},"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",[2124,2808,2058,1941,1961],{"title":3677,"description":3678,"path":3679,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3358,"tags":3680},"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",[2721,2722,2724,2723],{"title":3682,"description":3683,"path":3684,"category":3370,"date":2131,"updatedAt":2131,"sourceType":1917,"source":3384,"tags":3685},"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",[1996,2292,2105,2010,2627],{"title":3687,"description":3688,"path":3689,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3690,"tags":3691},"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",[2134,2133,3692,1943,2135],"threads",{"title":3694,"description":3695,"path":3696,"category":3370,"date":2111,"updatedAt":2111,"sourceType":1917,"source":3697,"tags":3698},"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",[2465,2352,2466,2035,1944],{"title":3700,"description":3701,"path":3702,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3703,"tags":3704},"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",[3046,3705,3706,3045,1961],"snapshot","rotation",{"title":3708,"description":3709,"path":3710,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3570,"tags":3711},"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",[2153,1920,2915,2292,2762],{"title":3713,"description":3714,"path":3715,"category":3370,"date":2050,"updatedAt":2050,"sourceType":1917,"source":3716,"tags":3717},"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",[1920,2747,2749,2748,1961],{"title":3719,"description":3720,"path":3721,"category":3722,"date":1937,"updatedAt":1937,"sourceType":2204,"source":3723,"tags":3724},"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",[1920,3725,1921,1922],"compliance",{"title":3727,"description":3728,"path":3729,"category":3370,"date":2131,"updatedAt":2131,"sourceType":1917,"source":3703,"tags":3730},"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",[1920,3045,2258,3731,1961],"proxy",{"title":3733,"description":3734,"path":3735,"category":3370,"date":3056,"updatedAt":3056,"sourceType":1917,"source":3736,"tags":3737},"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",[2153,3059,2523,3058,1941],{"title":3739,"description":3740,"path":3741,"category":3370,"date":3056,"updatedAt":3056,"sourceType":1917,"source":3742,"tags":3743},"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",[2090,2116,3065,2747,1961],{"title":3745,"description":3746,"path":3747,"category":3370,"date":2149,"updatedAt":2149,"sourceType":1917,"source":3748,"tags":3749},"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",[1920,2762,2763,3750,1941],"sandbox",{"title":3752,"description":3753,"path":3754,"category":3166,"date":2008,"updatedAt":2008,"sourceType":1917,"source":3560,"tags":3755},"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",[3562,2204,2179,1955,1988],{"title":3757,"description":3758,"path":3759,"category":3370,"date":2159,"updatedAt":2159,"sourceType":1917,"source":3748,"tags":3760},"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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