[{"data":1,"prerenderedAt":3177},["ShallowReactive",2],{"docs:operations/model-strategy-and-cost":3,"content-manifest":670},{"id":4,"title":5,"body":6,"category":649,"date":650,"description":651,"extension":652,"meta":653,"navigation":654,"path":655,"seo":656,"source":657,"sourceName":658,"sourceType":659,"stem":660,"tags":661,"updatedAt":668,"__hash__":669},"docs/docs/operations/model-strategy-and-cost.md","模型选型与成本控制",{"type":7,"value":8,"toc":621},"minimark",[9,12,16,32,37,40,52,55,59,62,73,76,90,94,97,100,114,117,121,126,129,144,147,158,161,165,168,171,200,203,214,218,221,233,236,239,253,256,260,263,266,283,286,294,298,301,312,315,329,332,343,346,350,353,367,370,374,377,391,395,398,401,404,413,416,418,428,431,433,444,447,451,454,465,468,472,479,490,493,511,514,518,521,532,535,546,550,553,564,567,571,574,585,588,591,617],[10,11,5],"h1",{"id":5},[13,14,15],"p",{},"很多人第一次配置 OpenClaw 时，会把模型问题理解成“哪家最强”。但真正长期使用时，更重要的通常是下面四件事：",[17,18,19,23,26,29],"ul",{},[20,21,22],"li",{},"主力模型够不够稳",[20,24,25],{},"fallback 链有没有准备",[20,27,28],{},"低价值任务是不是在浪费预算",[20,30,31],{},"你的 provider 是否适合当前网络环境",[33,34,36],"h2",{"id":35},"_1-一开始不要追求模型越多越好","1. 一开始不要追求模型越多越好",[13,38,39],{},"更稳的方式通常是：",[41,42,43,46,49],"ol",{},[20,44,45],{},"先选一个主力模型",[20,47,48],{},"再加一个 fallback",[20,50,51],{},"最后再补低成本或本地模型",[13,53,54],{},"如果你一开始就同时接很多 provider，排查问题和控制成本都会变得更难。",[33,56,58],{"id":57},"_2-主力模型应该怎么选","2. 主力模型应该怎么选",[13,60,61],{},"主力模型更适合承担：",[17,63,64,67,70],{},[20,65,66],{},"长任务",[20,68,69],{},"工具调用",[20,71,72],{},"稳定的日常主会话",[13,74,75],{},"选择主力模型时，优先看：",[17,77,78,81,84,87],{},[20,79,80],{},"你是否已经有稳定凭据",[20,82,83],{},"当前网络环境访问是否稳定",[20,85,86],{},"工具调用和长上下文是否符合你的主要任务",[20,88,89],{},"长期成本能否承受",[33,91,93],{"id":92},"_3-为什么-fallback-很重要","3. 为什么 fallback 很重要",[13,95,96],{},"对长期运行来说，fallback 不是锦上添花，而是系统稳定性的关键一层。",[13,98,99],{},"它适合解决：",[17,101,102,105,108,111],{},[20,103,104],{},"主模型限速",[20,106,107],{},"主模型临时不可用",[20,109,110],{},"某些 provider 高峰期抖动",[20,112,113],{},"成本过高时的自动降级",[13,115,116],{},"如果你的 OpenClaw 已经接了真实渠道，最好不要让主模型成为单点故障。",[33,118,120],{"id":119},"_4-中文用户更值得单独看的-3-类-provider","4. 中文用户更值得单独看的 3 类 provider",[122,123,125],"h3",{"id":124},"qwen-oauth","Qwen OAuth",[13,127,128],{},"官方 Qwen provider 现在更像“快速验证和低门槛试用入口”：",[17,130,131,134,141],{},[20,132,133],{},"通过设备码 OAuth 登录",[20,135,136,137],{},"默认 provider 是 ",[138,139,140],"code",{},"qwen-portal",[20,142,143],{},"文档注明有每日请求额度上限",[13,145,146],{},"它很适合：",[17,148,149,152,155],{},[20,150,151],{},"本地测试",[20,153,154],{},"快速体验 Qwen Coder / Vision",[20,156,157],{},"轻量备用入口",[13,159,160],{},"但如果你要长期跑真实团队工作流，更适合把它看成补充路线，而不是唯一主力。",[122,162,164],{"id":163},"qianfan","Qianfan",[13,166,167],{},"Qianfan 更适合已经在百度云体系里、或者想统一走 MaaS 平台的团队。",[13,169,170],{},"官方接入已经支持：",[172,173,178],"pre",{"className":174,"code":175,"language":176,"meta":177,"style":177},"language-bash shiki shiki-themes github-light github-dark","openclaw onboard --auth-choice qianfan-api-key\n","bash","",[138,179,180],{"__ignoreMap":177},[181,182,185,189,193,197],"span",{"class":183,"line":184},"line",1,[181,186,188],{"class":187},"sScJk","openclaw",[181,190,192],{"class":191},"sZZnC"," onboard",[181,194,196],{"class":195},"sj4cs"," --auth-choice",[181,198,199],{"class":191}," qianfan-api-key\n",[13,201,202],{},"它更适合：",[17,204,205,208,211],{},[20,206,207],{},"团队已有百度云账号与结算体系",[20,209,210],{},"想把模型入口放进统一平台",[20,212,213],{},"希望接入和审计方式更企业化",[122,215,217],{"id":216},"moonshot-kimi","Moonshot / Kimi",[13,219,220],{},"官方现在已经把 Moonshot API 和 Kimi Coding 明确分开：",[17,222,223,228],{},[20,224,225],{},[138,226,227],{},"moonshot/...",[20,229,230],{},[138,231,232],{},"kimi-coding/...",[13,234,235],{},"它们不是同一个 provider，密钥也不能互换。",[13,237,238],{},"对中文用户尤其重要的一点是，官方文档已经给出：",[17,240,241,247],{},[20,242,243,244],{},"国际端点：",[138,245,246],{},"https://api.moonshot.ai/v1",[20,248,249,250],{},"中国端点：",[138,251,252],{},"https://api.moonshot.cn/v1",[13,254,255],{},"如果你准备在国内网络环境长期运行，这类 provider 会比“只看模型榜单”更值得先核对端点和计费方式。",[33,257,259],{"id":258},"_5-哪些任务适合用低成本模型","5. 哪些任务适合用低成本模型",[13,261,262],{},"不是所有任务都值得上高价模型。",[13,264,265],{},"更适合低成本或免费模型的通常包括：",[17,267,268,271,274,277,280],{},[20,269,270],{},"心跳任务",[20,272,273],{},"定时检查",[20,275,276],{},"简单摘要",[20,278,279],{},"轻量对话",[20,281,282],{},"状态汇总",[13,284,285],{},"这样做的价值很直接：",[17,287,288,291],{},[20,289,290],{},"把预算留给真正需要强模型的任务",[20,292,293],{},"降低长期运行的焦虑感",[33,295,297],{"id":296},"_6-本地模型值不值得上","6. 本地模型值不值得上",[13,299,300],{},"本地模型的核心优点是：",[17,302,303,306,309],{},[20,304,305],{},"零 API 成本",[20,307,308],{},"更强的数据控制",[20,310,311],{},"离线可用",[13,313,314],{},"但它的代价也很明确：",[17,316,317,320,323,326],{},[20,318,319],{},"硬件门槛",[20,321,322],{},"推理速度",[20,324,325],{},"工具调用能力不一定稳定",[20,327,328],{},"模型切换和维护成本",[13,330,331],{},"所以更适合把本地模型理解成：",[17,333,334,337,340],{},[20,335,336],{},"隐私敏感任务的补充方案",[20,338,339],{},"预算有限时的实验方案",[20,341,342],{},"某些低风险任务的离线入口",[13,344,345],{},"而不是默认替代所有云端模型。",[33,347,349],{"id":348},"_7-中文团队最容易忽略的成本不只是单价","7. 中文团队最容易忽略的成本，不只是单价",[13,351,352],{},"真正容易失控的，通常不是某个模型的标价，而是下面这些组合问题：",[17,354,355,358,361,364],{},[20,356,357],{},"所有任务都走同一个高价主力模型",[20,359,360],{},"没有 fallback，导致故障时只能强行切更贵模型",[20,362,363],{},"长期在线群聊把低价值消息也送进高价模型",[20,365,366],{},"在国内网络环境下频繁因端点不稳重试",[13,368,369],{},"所以长期成本控制，本质上也是入口治理和任务分层。",[33,371,373],{"id":372},"_8-一条更稳的成本控制路径","8. 一条更稳的成本控制路径",[13,375,376],{},"建议按这个顺序配置：",[41,378,379,382,385,388],{},[20,380,381],{},"一个稳定主力模型",[20,383,384],{},"一个更便宜或更稳的 fallback",[20,386,387],{},"把轻量任务切到低成本模型",[20,389,390],{},"如果确实需要，再补本地模型",[33,392,394],{"id":393},"_9-给中文用户的一套实用预算思路","9. 给中文用户的一套实用预算思路",[13,396,397],{},"如果你现在还没有精细计费体系，可以先按三层看：",[122,399,400],{"id":400},"主力预算",[13,402,403],{},"留给：",[17,405,406,408,410],{},[20,407,66],{},[20,409,69],{},[20,411,412],{},"需要稳定结果的主会话",[122,414,415],{"id":415},"维护预算",[13,417,403],{},[17,419,420,423,425],{},[20,421,422],{},"定时任务",[20,424,282],{},[20,426,427],{},"轻量问答",[122,429,430],{"id":430},"试验预算",[13,432,403],{},[17,434,435,438,441],{},[20,436,437],{},"新 provider 测试",[20,439,440],{},"本地模型实验",[20,442,443],{},"新渠道灰度接入",[13,445,446],{},"这样比“所有流量统一走同一个模型”更容易长期维护。",[33,448,450],{"id":449},"_10-一条推荐的实践思路","10. 一条推荐的实践思路",[13,452,453],{},"更合理的组合通常是：",[17,455,456,459,462],{},[20,457,458],{},"强模型负责主任务",[20,460,461],{},"低成本模型负责常规维护",[20,463,464],{},"国内 provider 或本地模型负责网络环境、预算或隐私约束下的补位",[13,466,467],{},"这样比“全部任务都上同一个模型”更接近长期可用状态。",[33,469,471],{"id":470},"_2026-年-3-月-24-日的中文预算与-provider-观察","2026 年 3 月 24 日的中文预算与 provider 观察",[13,473,474,475,478],{},"近期公开可访问的中文教程站和社区文章，在模型话题上有一个很明显的变化：",[476,477],"br",{},"\n中文用户越来越少只问“哪个最好”，而更常一起问：",[17,480,481,484,487],{},[20,482,483],{},"哪个 provider 当前更稳",[20,485,486],{},"哪个适合当长期主力",[20,488,489],{},"本地模型该不该一起接进来",[13,491,492],{},"这轮整理时重点参考了：",[17,494,495,504],{},[20,496,497],{},[498,499,503],"a",{"href":500,"rel":501},"https://openclawgithub.cc/en/",[502],"nofollow","OpenClaw 中文教程首页",[20,505,506],{},[498,507,510],{"href":508,"rel":509},"https://docs.openclaw.ai/qianfan",[502],"Qianfan Provider Guide",[13,512,513],{},"结合官方资料和中文外部资料，当前更值得长期保留的提醒有三条：",[122,515,517],{"id":516},"_1-中文团队更适合先定默认-provider再谈模型组合","1. 中文团队更适合先定“默认 provider”，再谈模型组合",[13,519,520],{},"很多成本失控并不是因为模型单价太高，而是：",[17,522,523,526,529],{},[20,524,525],{},"默认 provider 不稳",[20,527,528],{},"故障时没有明确 fallback",[20,530,531],{},"所有任务都被送进高价模型",[13,533,534],{},"所以比“先列一堆候选模型”更重要的，是先确定：",[17,536,537,540,543],{},[20,538,539],{},"默认 provider 是谁",[20,541,542],{},"fallback 走谁",[20,544,545],{},"低价值任务降到哪一层",[122,547,549],{"id":548},"_2-国内-provider-更应该按组织条件而不是榜单热度选","2. 国内 provider 更应该按“组织条件”而不是“榜单热度”选",[13,551,552],{},"对中文团队来说，Moonshot、Qwen、Qianfan 这类 provider 是否适合长期使用，往往更取决于：",[17,554,555,558,561],{},[20,556,557],{},"当前网络环境",[20,559,560],{},"团队已有账号与结算体系",[20,562,563],{},"是否需要统一平台审计",[13,565,566],{},"而不只是模型排行里的效果强弱。",[122,568,570],{"id":569},"_3-本地模型最适合承担预算和隐私约束下的补位角色","3. 本地模型最适合承担预算和隐私约束下的补位角色",[13,572,573],{},"从近期中文教程和用户反馈看，更实际的配置通常是：",[17,575,576,579,582],{},[20,577,578],{},"强模型做主力",[20,580,581],{},"国内 provider 做稳定或网络补位",[20,583,584],{},"本地模型做隐私任务、实验任务或低价值任务承接",[13,586,587],{},"这比“所有任务都混着走”更容易长期维护成本和排障边界。",[33,589,590],{"id":590},"下一步推荐",[17,592,593,599,605,611],{},[20,594,595],{},[498,596,598],{"href":597},"/docs/getting-started/when-to-read-models-config-security","模型、配置和安全这三页分别什么时候看",[20,600,601],{},[498,602,604],{"href":603},"/docs/setup/china-cloud-deployment","国内云部署思路",[20,606,607],{},[498,608,610],{"href":609},"/docs/manual/providers-and-fallback","Providers 与 Fallback",[20,612,613],{},[498,614,616],{"href":615},"/docs/manual/local-models-ollama","本地模型与 Ollama",[618,619,620],"style",{},"html pre.shiki code .sScJk, html code.shiki .sScJk{--shiki-default:#6F42C1;--shiki-dark:#B392F0}html pre.shiki code .sZZnC, html code.shiki .sZZnC{--shiki-default:#032F62;--shiki-dark:#9ECBFF}html pre.shiki code .sj4cs, html code.shiki .sj4cs{--shiki-default:#005CC5;--shiki-dark:#79B8FF}html .default .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .shiki span {color: var(--shiki-default);background: var(--shiki-default-bg);font-style: var(--shiki-default-font-style);font-weight: var(--shiki-default-font-weight);text-decoration: var(--shiki-default-text-decoration);}html .dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}html.dark .shiki span {color: var(--shiki-dark);background: var(--shiki-dark-bg);font-style: var(--shiki-dark-font-style);font-weight: var(--shiki-dark-font-weight);text-decoration: var(--shiki-dark-text-decoration);}",{"title":177,"searchDepth":622,"depth":622,"links":623},2,[624,625,626,627,633,634,635,636,637,642,643,648],{"id":35,"depth":622,"text":36},{"id":57,"depth":622,"text":58},{"id":92,"depth":622,"text":93},{"id":119,"depth":622,"text":120,"children":628},[629,631,632],{"id":124,"depth":630,"text":125},3,{"id":163,"depth":630,"text":164},{"id":216,"depth":630,"text":217},{"id":258,"depth":622,"text":259},{"id":296,"depth":622,"text":297},{"id":348,"depth":622,"text":349},{"id":372,"depth":622,"text":373},{"id":393,"depth":622,"text":394,"children":638},[639,640,641],{"id":400,"depth":630,"text":400},{"id":415,"depth":630,"text":415},{"id":430,"depth":630,"text":430},{"id":449,"depth":622,"text":450},{"id":470,"depth":622,"text":471,"children":644},[645,646,647],{"id":516,"depth":630,"text":517},{"id":548,"depth":630,"text":549},{"id":569,"depth":630,"text":570},{"id":590,"depth":622,"text":590},"运维",null,"从主力模型、fallback、国内 provider 和低价值任务分流四个角度理解 OpenClaw 的模型配置策略与成本控制方法。","md",{},true,"/docs/operations/model-strategy-and-cost",{"title":5,"description":651},"https://docs.openclaw.ai/providers","OpenClaw Docs","official","docs/operations/model-strategy-and-cost",[662,663,664,665,666,163,667],"models","cost","providers","fallback","qwen","kimi","2026-03-24","SB1oXo1oJU1o5rBXnaldxuayJcEeOjgpvjwtCFm-mLo",{"generatedAt":671,"collections":672,"totals":3175},"2026-04-01T13:45:24.307Z",{"docs":673,"news":1812,"bestPractices":2550},{"count":674,"items":675},161,[676,690,701,710,719,724,729,736,745,752,761,768,777,786,795,801,805,811,818,825,834,842,851,860,869,878,885,890,898,907,915,924,932,937,944,952,960,967,975,981,988,993,1001,1008,1013,1023,1031,1039,1047,1054,1062,1068,1073,1079,1088,1093,1098,1105,1111,1119,1126,1132,1137,1142,1148,1155,1161,1171,1177,1186,1192,1197,1202,1210,1217,1223,1230,1238,1245,1251,1260,1268,1276,1283,1289,1296,1302,1311,1317,1324,1329,1331,1339,1347,1356,1363,1370,1380,1386,1392,1397,1405,1412,1419,1426,1432,1439,1444,1454,1465,1471,1477,1483,1489,1496,1503,1510,1519,1526,1531,1538,1545,1554,1561,1568,1574,1580,1587,1593,1598,1603,1610,1616,1624,1630,1637,1643,1652,1658,1664,1671,1677,1683,1691,1699,1704,1712,1718,1724,1731,1738,1743,1750,1758,1765,1771,1778,1784,1791,1797,1806],{"title":677,"description":678,"path":679,"category":680,"updatedAt":681,"sourceType":682,"tags":683},"OpenClaw 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的基础安全边界。","/docs/operations/safety-basics",[708,949,1266,744],{"title":1398,"description":1399,"path":1400,"category":649,"updatedAt":668,"sourceType":659,"tags":1401},"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",[708,1402,1403,1404,707],"audit","hardening","fix",{"title":1406,"description":1407,"path":1408,"category":649,"updatedAt":846,"sourceType":659,"tags":1409},"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",[987,1410,1379,1411,707],"cleanup","transcripts",{"title":1413,"description":1414,"path":1415,"category":649,"updatedAt":864,"sourceType":659,"tags":1416},"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",[708,1417,1418,685,707],"shared-inbox","trust-model",{"title":1420,"description":1421,"path":1422,"category":649,"updatedAt":714,"sourceType":659,"tags":1423},"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",[1266,1424,1425,685,949],"serve","funnel",{"title":1427,"description":1428,"path":1429,"category":649,"updatedAt":740,"sourceType":659,"tags":1430},"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",[868,897,965,697,1431,707],"group-chat",{"title":1433,"description":1434,"path":1435,"category":649,"updatedAt":1165,"sourceType":659,"tags":1436},"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",[1437,1438,949,685,708],"trusted-proxy","reverse-proxy",{"title":1440,"description":1441,"path":1442,"category":649,"updatedAt":756,"sourceType":659,"tags":1443},"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",[1437,1266,1438,949,685,708],{"title":1445,"description":1446,"path":1447,"category":649,"updatedAt":668,"sourceType":659,"tags":1448},"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",[1449,687,1450,1451,1452,1453],"update","stable","beta","dev","rollout",{"title":1455,"description":1456,"path":1457,"category":1458,"updatedAt":874,"sourceType":659,"tags":1459},"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",[1460,1461,1462,1463,1464],"anthropic","429","context1m","failover","reference",{"title":1466,"description":1467,"path":1468,"category":1458,"updatedAt":740,"sourceType":659,"tags":1469},"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",[1464,1131,1167,1470],"diagnostics",{"title":1472,"description":1473,"path":1474,"category":1458,"updatedAt":668,"sourceType":659,"tags":1475},"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",[974,1084,972,685,1476,1464],"node",{"title":1478,"description":1479,"path":1480,"category":1458,"updatedAt":874,"sourceType":659,"tags":1481},"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 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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",[1470,1559,1560,1552,1464],"logging","flags",{"title":1562,"description":1563,"path":1564,"category":1458,"updatedAt":846,"sourceType":659,"tags":1565},"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",[868,1566,1567,849,1464],"dmScope","identityLinks",{"title":1569,"description":1570,"path":1571,"category":1458,"updatedAt":846,"sourceType":659,"tags":1572},"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 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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",[1104,1642,974,734,1464],"invoke",{"title":1644,"description":1645,"path":1646,"category":1458,"updatedAt":874,"sourceType":659,"tags":1647},"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",[689,1648,1649,1650,1651,1464],"hybrid-search","ranking","mmr","retrieval",{"title":1653,"description":1654,"path":1655,"category":1458,"updatedAt":668,"sourceType":659,"tags":1656},"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 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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",[929,744,1266,999,758],{"title":2105,"description":2106,"path":2107,"category":2026,"date":1227,"updatedAt":1227,"sourceType":659,"source":2040,"tags":2108},"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",[744,2109,1543,949,929],"bootstrap",{"title":2111,"description":2112,"path":2113,"category":2026,"date":668,"updatedAt":668,"sourceType":659,"source":2040,"tags":2114},"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 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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",[706,1756,734,1754],{"title":2158,"description":2159,"path":2160,"category":1819,"date":756,"updatedAt":756,"sourceType":659,"source":2161,"tags":2162},"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",[700,903,791,793,922],{"title":2164,"description":2165,"path":2166,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2167,"tags":2168},"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 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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",[987,689,1184,2097,1110],{"title":2212,"description":2213,"path":2214,"category":2026,"date":846,"updatedAt":846,"sourceType":659,"source":2215,"tags":2216},"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",[1379,1273,987,1274,707],{"title":2218,"description":2219,"path":2220,"category":1846,"date":1820,"updatedAt":740,"sourceType":1516,"source":1848,"tags":2221},"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",[1376,1449,1377,700,708],{"title":2223,"description":2224,"path":2225,"category":2026,"date":668,"updatedAt":668,"sourceType":659,"source":2226,"tags":2227},"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",[2201,689,958,2238,2239],"vector-search","knowledge",{"title":2241,"description":2242,"path":2243,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2244,"tags":2245},"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",[1615,867,895,897,965],{"title":2247,"description":2248,"path":2249,"category":2026,"date":846,"updatedAt":846,"sourceType":659,"source":2250,"tags":2251},"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",[1018,810,849,1022,687],{"title":2253,"description":2254,"path":2255,"category":2026,"date":668,"updatedAt":668,"sourceType":659,"source":2083,"tags":2256},"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",[662,1657,664,949,1338],{"title":2258,"description":2259,"path":2260,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2261,"tags":2262},"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",[840,998,685,999,1000],{"title":2264,"description":2265,"path":2266,"category":1819,"date":756,"updatedAt":756,"sourceType":659,"source":2267,"tags":2268},"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",[743,1803,2269,1804,1379],"install",{"title":2271,"description":2272,"path":2273,"category":2026,"date":1227,"updatedAt":1227,"sourceType":659,"source":2102,"tags":2274},"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",[1391,951,929,999,758],{"title":2276,"description":2277,"path":2278,"category":2026,"date":874,"updatedAt":874,"sourceType":659,"source":2279,"tags":2280},"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",[744,810,1235,1391,841],{"title":2282,"description":2283,"path":2284,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2126,"tags":2285},"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",[999,1494,687,1495,707],{"title":2287,"description":2288,"path":2289,"category":1819,"date":756,"updatedAt":756,"sourceType":659,"source":2290,"tags":2291},"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",[791,921,793,920,922],{"title":2293,"description":2294,"path":2295,"category":2026,"date":668,"updatedAt":668,"sourceType":659,"source":2296,"tags":2297},"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",[791,903,1669,1670,1378],{"title":2299,"description":2300,"path":2301,"category":2026,"date":668,"updatedAt":668,"sourceType":659,"source":2302,"tags":2303},"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",[1103,1104,734,974,792],{"title":2305,"description":2306,"path":2307,"category":2026,"date":874,"updatedAt":874,"sourceType":659,"source":2308,"tags":2309},"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",[664,662,840,949,1110],{"title":2311,"description":2312,"path":2313,"category":2026,"date":874,"updatedAt":874,"sourceType":659,"source":2314,"tags":2315},"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",[664,1463,662,685,707],{"title":2317,"description":2318,"path":2319,"category":1819,"date":756,"updatedAt":756,"sourceType":659,"source":2020,"tags":2320},"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",[1376,1377,1379,1378],{"title":2322,"description":2323,"path":2324,"category":2026,"date":846,"updatedAt":846,"sourceType":659,"source":2040,"tags":2325},"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",[744,999,840,758,1288],{"title":2327,"description":2328,"path":2329,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2330,"tags":2331},"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",[849,848,2332,687,850],"threads",{"title":2334,"description":2335,"path":2336,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2337,"tags":2338},"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",[1697,2339,2340,1696,707],"snapshot","rotation",{"title":2342,"description":2343,"path":2344,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2209,"tags":2345},"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",[868,708,1566,999,1417],{"title":2347,"description":2348,"path":2349,"category":2026,"date":668,"updatedAt":668,"sourceType":659,"source":2350,"tags":2351},"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",[708,1402,1404,1403,707],{"title":2353,"description":2354,"path":2355,"category":2356,"date":681,"updatedAt":681,"sourceType":920,"source":2357,"tags":2358},"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",[708,2359,1030,706],"compliance",{"title":2361,"description":2362,"path":2363,"category":2026,"date":846,"updatedAt":846,"sourceType":659,"source":2337,"tags":2364},"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",[708,1696,974,2365,707],"proxy",{"title":2367,"description":2368,"path":2369,"category":2026,"date":1708,"updatedAt":1708,"sourceType":659,"source":2370,"tags":2371},"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",[868,1711,1184,1710,685],{"title":2373,"description":2374,"path":2375,"category":2026,"date":1708,"updatedAt":1708,"sourceType":659,"source":2376,"tags":2377},"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",[987,1131,1717,1402,707],{"title":2379,"description":2380,"path":2381,"category":2026,"date":864,"updatedAt":864,"sourceType":659,"source":2382,"tags":2383},"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",[708,1417,1418,2384,685],"sandbox",{"title":2386,"description":2387,"path":2388,"category":1819,"date":756,"updatedAt":756,"sourceType":659,"source":2199,"tags":2389},"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",[2201,920,895,700,735],{"title":2391,"description":2392,"path":2393,"category":2026,"date":874,"updatedAt":874,"sourceType":659,"source":2382,"tags":2394},"OpenClaw 正在把团队入口治理拆成更细的几层","官方最近围绕 security audit、session、broadcast groups 和 channel routing 的文档更新，正在把 shared-user ingress、identityLinks、broadcast precedence 和 shared inbox 硬化拆成更清楚的治理面。","/news/openclaw-team-ingress-governance-watch-2026-03-29",[1417,1567,866,849,708],{"title":2396,"description":2397,"path":2398,"category":2026,"date":1708,"updatedAt":1708,"sourceType":659,"source":2399,"tags":2400},"OpenClaw 正在把 transcript hygiene 从隐藏兼容层写成正式参考边界","官方最近单独写出 Transcript Hygiene 文档后，tool call 修补、图片清理和 provider fixups 不再只是内部细节，而成了更清楚的运行前兼容层。","/news/openclaw-transcript-hygiene-watch-2026-04-01","https://docs.openclaw.ai/zh-CN/reference/transcript-hygiene",[1710,664,1736,1737,2401],"compatibility",{"title":2403,"description":2404,"path":2405,"category":2026,"date":668,"updatedAt":668,"sourceType":659,"source":2059,"tags":2406},"OpenClaw 远程入口观察：trusted-proxy 正在被官方明确定义为高收益但高责任模式","基于 2026 年 3 月 24 日可见的官方 trusted-proxy auth 文档，最近最值得关注的不是怎么把页面转发出来，而是 OpenClaw 正在主动强调 trusted-proxy 的安全责任转移。","/news/openclaw-trusted-proxy-risk-watch-2026-03-24",[1437,708,758,685,949],{"title":2408,"description":2409,"path":2410,"category":2026,"date":1227,"updatedAt":1227,"sourceType":659,"source":2174,"tags":2411},"OpenClaw 的 UI 和 API 排障正在越来越像按层定位，而不是猜谁错了","官方最新 Session、WebChat 和 API 文档共同强化了一条思路：状态冲突时先回到 Gateway 事实层，再区分 UI 投影视图和 API 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