[{"data":1,"prerenderedAt":3147},["ShallowReactive",2],{"docs:manual/system-prompt-context-and-compaction":3,"content-manifest":505},{"id":4,"title":5,"body":6,"category":485,"date":486,"description":487,"extension":488,"meta":489,"navigation":490,"path":491,"seo":492,"source":493,"sourceName":494,"sourceType":495,"stem":496,"tags":497,"updatedAt":503,"__hash__":504},"docs/docs/manual/system-prompt-context-and-compaction.md","系统提示词、上下文与压缩",{"type":7,"value":8,"toc":462},"minimark",[9,13,17,20,33,37,40,43,72,75,78,81,119,122,125,146,152,155,158,172,175,192,203,206,227,230,244,247,250,253,258,261,264,276,280,283,286,290,293,313,316,343,346,350,353,368,371,382,385,388,391,394,397,400,403,406,409,412,435,438],[10,11,5],"h1",{"id":12},"系统提示词上下文与压缩",[14,15,16],"p",{},"OpenClaw 和普通聊天工具最大的差别之一，就是它不会把“当前窗口里的几轮消息”当成全部上下文。官方中文文档把 system prompt、context、compaction 和 session pruning 拆成独立页面，说明这是一套完整机制。",[14,18,19],{},"如果只记一个结论，更适合记这句：",[21,22,23,27,30],"ul",{},[24,25,26],"li",{},"记忆是磁盘上的长期事实",[24,28,29],{},"上下文是这次真正发给模型的内容",[24,31,32],{},"压缩和剪枝是为了让上下文长期可持续运行",[34,35,36],"h2",{"id":36},"系统提示词不是模型默认提示词",[14,38,39],{},"官方文档明确说明，OpenClaw 每次运行都会自己构建 system prompt，而不是直接用底层 agent 默认提示词。",[14,41,42],{},"它通常会包含这些固定部分：",[21,44,45,48,51,54,57,60,63,66,69],{},[24,46,47],{},"当前可用工具和简短说明",[24,49,50],{},"安全提醒",[24,52,53],{},"Skills 元信息",[24,55,56],{},"OpenClaw 自更新说明",[24,58,59],{},"工作区路径",[24,61,62],{},"本地文档位置",[24,64,65],{},"注入的工作区引导文件",[24,67,68],{},"沙箱信息",[24,70,71],{},"当前日期和时区",[14,73,74],{},"这意味着系统提示词本身就是上下文的一大块开销，不是“看不见就可以忽略”的部分。",[34,76,77],{"id":77},"工作区文件为什么会自动进上下文",[14,79,80],{},"官方中文文档提到，OpenClaw 默认会把一组工作区引导文件直接注入到运行上下文里，例如：",[21,82,83,89,94,99,104,109,114],{},[24,84,85],{},[86,87,88],"code",{},"AGENTS.md",[24,90,91],{},[86,92,93],{},"SOUL.md",[24,95,96],{},[86,97,98],{},"TOOLS.md",[24,100,101],{},[86,102,103],{},"IDENTITY.md",[24,105,106],{},[86,107,108],{},"USER.md",[24,110,111],{},[86,112,113],{},"HEARTBEAT.md",[24,115,116],{},[86,117,118],{},"BOOTSTRAP.md",[14,120,121],{},"它们的作用不是长期存档，而是让模型在真正运行前就看到当前身份、规则和项目上下文。",[14,123,124],{},"官方还给了两个重要的大小限制：",[21,126,127,137],{},[24,128,129,130,133,134],{},"单文件截断上限由 ",[86,131,132],{},"agents.defaults.bootstrapMaxChars"," 控制，默认 ",[86,135,136],{},"20000",[24,138,139,140,133,143],{},"总注入上限由 ",[86,141,142],{},"agents.defaults.bootstrapTotalMaxChars",[86,144,145],{},"150000",[14,147,148,149,151],{},"所以“我把很多内容写进 ",[86,150,93],{}," 就一定都会被看到”并不成立，太长时会被截断。",[34,153,154],{"id":154},"上下文到底包含哪些东西",[14,156,157],{},"按照官方 context 文档，更适合的新手心智模型是：",[21,159,160,163,166,169],{},[24,161,162],{},"system prompt",[24,164,165],{},"当前会话历史",[24,167,168],{},"工具调用和工具结果",[24,170,171],{},"附件、转录和其他运行时内容",[14,173,174],{},"这也是为什么上下文常常会比你想象中涨得更快。真正占用窗口的不只是聊天文本，还包括：",[21,176,177,180,183,186,189],{},[24,178,179],{},"文件读取结果",[24,181,182],{},"命令输出",[24,184,185],{},"图片和音频相关内容",[24,187,188],{},"工具 schema",[24,190,191],{},"旧工具结果",[34,193,195,198,199,202],{"id":194},"context-和-status-在看什么",[86,196,197],{},"/context"," 和 ",[86,200,201],{},"/status"," 在看什么",[14,204,205],{},"官方把这几条命令当成上下文检查入口：",[21,207,208,212,217,222],{},[24,209,210],{},[86,211,201],{},[24,213,214],{},[86,215,216],{},"/context list",[24,218,219],{},[86,220,221],{},"/context detail",[24,223,224],{},[86,225,226],{},"/usage tokens",[14,228,229],{},"它们能帮助你回答几类关键问题：",[21,231,232,235,238,241],{},[24,233,234],{},"当前窗口有多满",[24,236,237],{},"哪些文件和工具在占用上下文",[24,239,240],{},"system prompt 占了多大比例",[24,242,243],{},"哪些注入文件被截断了",[14,245,246],{},"如果你已经开始做技能、工具和长会话，这些命令的价值会很高。",[34,248,249],{"id":249},"压缩和剪枝不是一回事",[14,251,252],{},"这是官方文档里最值得单独讲清楚的一点。",[254,255,257],"h3",{"id":256},"压缩-compaction","压缩 compaction",[14,259,260],{},"压缩会总结已有会话内容，并把摘要持久化进 JSONL 记录。它是“把旧内容提炼后保留下来”。",[14,262,263],{},"官方还提到：",[21,265,266,273],{},[24,267,268,269,272],{},"可以手动用 ",[86,270,271],{},"/compact"," 触发",[24,274,275],{},"自动压缩前可以先做一次静默记忆写回",[254,277,279],{"id":278},"会话剪枝-session-pruning","会话剪枝 session pruning",[14,281,282],{},"剪枝只是在每次请求前，临时从发送给模型的内存上下文里移除旧工具结果。它不会重写磁盘上的会话历史。",[14,284,285],{},"它更像“为了这次请求先减重”，而不是“真的改写了过去”。",[34,287,289],{"id":288},"官方的-session-pruning-重点","官方的 session pruning 重点",[14,291,292],{},"官方中文文档给了很明确的边界：",[21,294,295,301,304,307],{},[24,296,297,298],{},"只修剪 ",[86,299,300],{},"toolResult",[24,302,303],{},"不会修改用户和助手消息",[24,305,306],{},"主要针对 Anthropic API 调用及相近场景",[24,308,309,310],{},"默认模式可设为 ",[86,311,312],{},"cache-ttl",[14,314,315],{},"默认值也很具体，包括：",[21,317,318,323,328,333,338],{},[24,319,320],{},[86,321,322],{},"ttl: \"5m\"",[24,324,325],{},[86,326,327],{},"keepLastAssistants: 3",[24,329,330],{},[86,331,332],{},"softTrimRatio: 0.3",[24,334,335],{},[86,336,337],{},"hardClearRatio: 0.5",[24,339,340],{},[86,341,342],{},"minPrunableToolChars: 50000",[14,344,345],{},"这些默认值说明官方解决的是“长时间运行里旧工具输出堆太多”这个问题，而不是单纯省一点 token。",[34,347,349],{"id":348},"为什么-openclaw-会话更适合长期运行","为什么 OpenClaw 会话更适合长期运行",[14,351,352],{},"官方 session 管理文档还强调了两层持久化：",[354,355,356,362],"ol",{},[24,357,358,361],{},[86,359,360],{},"sessions.json"," 记录会话元信息",[24,363,364,367],{},[86,365,366],{},"\u003CsessionId>.jsonl"," 记录真实对话和工具历史",[14,369,370],{},"这样做的意义是：",[21,372,373,376,379],{},[24,374,375],{},"会话元信息可以快速查询",[24,377,378],{},"真实对话和压缩摘要可以持续积累",[24,380,381],{},"上下文重建有明确的事实来源",[14,383,384],{},"这和“只在一个聊天窗口里堆消息”完全不是同一种系统设计。",[34,386,387],{"id":387},"中文用户最容易误解的地方",[254,389,390],{"id":390},"把上下文当成记忆",[14,392,393],{},"上下文是一次运行里带进去的内容，不等于长期记忆。",[254,395,396],{"id":396},"以为压缩会清空历史",[14,398,399],{},"压缩是持久化总结，不是粗暴删记录。",[254,401,402],{"id":402},"以为剪枝会改写磁盘记录",[14,404,405],{},"剪枝只改这次请求发送给模型的内容，不改 JSONL 历史。",[34,407,408],{"id":408},"更稳的使用路径",[14,410,411],{},"建议按这个顺序理解：",[354,413,414,422,425,432],{},[24,415,416,417],{},"先理解 ",[418,419,421],"a",{"href":420},"/docs/manual/memory-system","OpenClaw 记忆系统怎么工作",[24,423,424],{},"再理解 system prompt 和上下文的组成",[24,426,427,428,198,430],{},"会用 ",[86,429,201],{},[86,431,221],{},[24,433,434],{},"最后再看 compaction 和 pruning 的成本/稳定性意义",[34,436,437],{"id":437},"下一步推荐",[21,439,440,444,450,456],{},[24,441,442],{},[418,443,421],{"href":420},[24,445,446],{},[418,447,449],{"href":448},"/docs/manual/memory-search-and-indexing","记忆搜索与索引机制",[24,451,452],{},[418,453,455],{"href":454},"/docs/manual/session-and-pairing","Session 与配对机制",[24,457,458],{},[418,459,461],{"href":460},"/docs/reference/troubleshooting","故障排除与诊断思路",{"title":463,"searchDepth":464,"depth":464,"links":465},"",2,[466,467,468,469,471,476,477,478,483,484],{"id":36,"depth":464,"text":36},{"id":77,"depth":464,"text":77},{"id":154,"depth":464,"text":154},{"id":194,"depth":464,"text":470},"/context 和 /status 在看什么",{"id":249,"depth":464,"text":249,"children":472},[473,475],{"id":256,"depth":474,"text":257},3,{"id":278,"depth":474,"text":279},{"id":288,"depth":464,"text":289},{"id":348,"depth":464,"text":349},{"id":387,"depth":464,"text":387,"children":479},[480,481,482],{"id":390,"depth":474,"text":390},{"id":396,"depth":474,"text":396},{"id":402,"depth":474,"text":402},{"id":408,"depth":464,"text":408},{"id":437,"depth":464,"text":437},"功能",null,"基于官方 system prompt、context、compaction 与 session pruning 文档，解释 OpenClaw 一次运行到底会把什么发给模型，以及上下文为什么会变满。","md",{},true,"/docs/manual/system-prompt-context-and-compaction",{"title":5,"description":487},"https://docs.openclaw.ai/zh-CN/concepts/context","OpenClaw 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核心概念","用一页建立 OpenClaw 的核心心智图，分清 Gateway、Agent、Channels、Tools、Skills、Memory 和 Control UI 各自负责什么。","/docs/getting-started/core-concepts","入门","2026-03-16","internal",[519,520,521,522,523,524],"concepts","gateway","agent","channels","tools","memory",{"title":526,"description":527,"path":528,"category":515,"updatedAt":529,"sourceType":517,"tags":530},"如果你是开发团队，应该先走哪条入口","面向开发团队和独立开发者，帮助判断应该先理解架构、配置、渠道还是扩展能力，避免刚跑通就把 OpenClaw 做成一团难维护的实验场。","/docs/getting-started/developer-team-entry","2026-03-23",[531,532,533,534,535],"developers","teams","architecture","configuration","skills",{"title":537,"description":538,"path":539,"category":515,"updatedAt":529,"sourceType":517,"tags":540},"如果你是企业运维，应该先走哪条入口","面向企业运维和长期维护者，帮助判断应该先看 Gateway、远程访问、安全还是升级治理，避免把 OpenClaw 当成一次性安装项目。","/docs/getting-started/enterprise-ops-entry",[541,542,520,543,544],"enterprise","operations","security","upgrades",{"title":546,"description":547,"path":548,"category":515,"updatedAt":549,"sourceType":495,"tags":550},"创建第一个 Agent","从零开始创建你的第一个 OpenClaw Agent，理解 Agent 的基本概念和配置方式。","/docs/getting-started/first-agent","2026-05-26",[521,551,552,553],"quickstart","tutorial","basics",{"title":555,"description":556,"path":557,"category":515,"updatedAt":549,"sourceType":495,"tags":558},"接入第一个渠道","学习如何将 OpenClaw Agent 接入消息渠道，实现多平台统一管理。","/docs/getting-started/first-channel",[522,551,552,553],{"title":560,"description":561,"path":562,"category":515,"updatedAt":549,"sourceType":495,"tags":563},"添加第一个技能","学习如何为 OpenClaw Agent 添加和配置技能，让助手具备更多能力。","/docs/getting-started/first-skill",[535,551,552,553],{"title":565,"description":566,"path":567,"category":515,"updatedAt":549,"sourceType":495,"tags":568},"创建第一个工作流","学习如何使用 OpenClaw 的工作流功能，实现自动化任务处理。","/docs/getting-started/first-workflow",[569,570,551,552],"workflow","automation",{"title":572,"description":573,"path":574,"category":515,"updatedAt":549,"sourceType":495,"tags":575},"快速入门","按官方推荐链路，在本机完成 OpenClaw 的安装、初始化、状态检查和第一次进入 Control UI。","/docs/getting-started/getting-started",[551,576,577,578],"installation","onboarding","dashboard",{"title":580,"description":581,"path":582,"category":515,"updatedAt":583,"sourceType":495,"tags":584},"Onboarding 引导流程说明","基于官方 Onboarding 思路，说明第一次配置 OpenClaw 时应该先做什么、后做什么，以及哪些事情不要过早展开。","/docs/getting-started/onboarding-guide","2026-03-11",[577,585,586,520],"daemon","setup",{"title":588,"description":589,"path":590,"category":515,"updatedAt":591,"sourceType":495,"tags":592},"Onboarding 的本地模式和远程模式怎么选","基于最新官方 Onboarding Wizard 文档，整理 openclaw onboard 在 local 与 remote 两种模式下分别会做什么、不会做什么，以及第一次使用更适合走哪条路。","/docs/getting-started/onboarding-local-vs-remote","2026-03-21",[577,593,594,520,595],"remote","local","wizard",{"title":597,"description":598,"path":599,"category":515,"updatedAt":529,"sourceType":517,"tags":600},"如果你是个人用户，应该先走哪条入口","面向个人重度使用者，帮助判断应该先从 Dashboard、WebChat、渠道、模型还是 Skills 开始，而不是一上来就把整套能力全部接齐。","/docs/getting-started/personal-user-entry",[601,602,578,522,535],"personal","getting-started",{"title":604,"description":605,"path":606,"category":607,"updatedAt":583,"sourceType":495,"tags":608},"如何开始系统理解 OpenClaw","给第一次接触 OpenClaw 的中文用户一条更清晰的阅读顺序，先建立整体认知，再进入安装、接入和运维细节。","/docs/getting-started/reading-path","使用指南",[609,610,611,577],"reading-path","overview","docs",{"title":613,"description":614,"path":615,"category":616,"updatedAt":617,"sourceType":495,"tags":618},"OpenClaw 是什么","用中文快速理解 OpenClaw 的定位、使用方式和它与普通聊天产品的差别。","/docs/getting-started/what-is-openclaw","产品","2026-03-13",[610,619,522,620],"self-hosted","assistant",{"title":622,"description":623,"path":624,"category":515,"updatedAt":529,"sourceType":517,"tags":625},"我什么时候再上 Skills、Plugins 和多 Agent","帮你判断现在是否已经适合进入 Skills、Plugins、Hooks 或多 Agent 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之间各自适合什么场景。","/docs/operations/trusted-proxy-vs-tailscale-serve",[1351,1175,1352,708,520,543],{"title":1359,"description":1360,"path":1361,"category":1157,"updatedAt":634,"sourceType":495,"tags":1362},"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",[1363,522,1364,1365,1366,1367],"update","stable","beta","dev","rollout",{"title":1369,"description":1370,"path":1371,"category":1372,"updatedAt":741,"sourceType":495,"tags":1373},"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",[1374,1375,1376,1377,1378],"anthropic","429","context1m","failover","reference",{"title":1380,"description":1381,"path":1382,"category":1372,"updatedAt":583,"sourceType":495,"tags":1383},"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",[1378,698,1073,1384],"diagnostics",{"title":1386,"description":1387,"path":1388,"category":1372,"updatedAt":634,"sourceType":495,"tags":1389},"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",[839,955,837,520,1390,1378],"node",{"title":1392,"description":1393,"path":1394,"category":1372,"updatedAt":741,"sourceType":495,"tags":1395},"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",[708,977,1377,502,1378],{"title":1397,"description":1398,"path":1399,"category":1372,"updatedAt":741,"sourceType":495,"tags":1400},"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",[873,1401,761,874,1378],"bootstrapToken",{"title":1403,"description":1404,"path":1405,"category":1378,"updatedAt":669,"sourceType":495,"tags":1406},"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",[1407,673,717,680,1267,672],"templates",{"title":1409,"description":1410,"path":1411,"category":1372,"updatedAt":731,"sourceType":495,"tags":1412},"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",[873,1413,522,1414,1196],"allowFrom","account",{"title":1416,"description":1417,"path":1418,"category":1372,"updatedAt":503,"sourceType":495,"tags":1419},"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",[698,1378,1420,1421],"commands","terminal",{"title":1423,"description":1424,"path":1425,"category":1372,"updatedAt":741,"sourceType":495,"tags":1426},"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",[1427,1428,708,706,1378],"cloudflare-ai-gateway","headers",{"title":1430,"description":1431,"path":1432,"category":1433,"updatedAt":634,"sourceType":786,"tags":1434},"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",[786,1435,1436,1437],"github","issues","feedback",{"title":1439,"description":1440,"path":1441,"category":1372,"updatedAt":503,"sourceType":495,"tags":1442},"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",[534,1378,1443,1444],"settings","options",{"title":1446,"description":1447,"path":1448,"category":1372,"updatedAt":591,"sourceType":495,"tags":1449},"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",[795,873,874,816,1196],{"title":1451,"description":1452,"path":1453,"category":1372,"updatedAt":741,"sourceType":495,"tags":1454},"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",[696,949,1455,1035,1378],"scheduler",{"title":1457,"description":1458,"path":1459,"category":1372,"updatedAt":1135,"sourceType":495,"tags":1460},"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",[578,815,1461,1462,708],"secretref","sessionStorage",{"title":1464,"description":1465,"path":1466,"category":1467,"updatedAt":503,"sourceType":495,"tags":1468},"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",[1469,1470,1471,1215,938],"debugging","debug","runtime-overrides",{"title":1473,"description":1474,"path":1475,"category":1372,"updatedAt":713,"sourceType":495,"tags":1476},"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",[1384,1477,1478,1470,1378],"logging","flags",{"title":1480,"description":1481,"path":1482,"category":1372,"updatedAt":713,"sourceType":495,"tags":1483},"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",[735,1484,1485,716,1378],"dmScope","identityLinks",{"title":1487,"description":1488,"path":1489,"category":1372,"updatedAt":713,"sourceType":495,"tags":1490},"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",[1215,1216,1384,1491,1378],"migrations",{"title":1493,"description":1494,"path":1495,"category":1372,"updatedAt":713,"sourceType":495,"tags":1496},"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",[1076,534,743,1497,1378],"shell",{"title":1499,"description":1500,"path":1501,"category":1372,"updatedAt":634,"sourceType":517,"tags":1502},"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",[1503,1290,786,1504,1292],"sources","trust",{"title":1506,"description":1507,"path":1508,"category":1372,"updatedAt":591,"sourceType":495,"tags":1509},"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 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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",[520,1143,1526,1527,1378],"protocol","scopes",{"title":1529,"description":1530,"path":1531,"category":1372,"updatedAt":731,"sourceType":495,"tags":1532},"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",[734,1533,716,955,892],"mention",{"title":1535,"description":1536,"path":1537,"category":1372,"updatedAt":741,"sourceType":495,"tags":1538},"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",[1189,1539,1540,1541,1378],"visibility","activeHours","alerts",{"title":1543,"description":1544,"path":1545,"category":1372,"updatedAt":731,"sourceType":495,"tags":1546},"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",[1137,1143,1547,520,1378],"sdk",{"title":1549,"description":1550,"path":1551,"category":1372,"updatedAt":731,"sourceType":495,"tags":1552},"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",[534,1553,1167,1554,1378],"include","arrays",{"title":1556,"description":1557,"path":1558,"category":1372,"updatedAt":713,"sourceType":495,"tags":1559},"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",[984,1560,839,569,1378],"invoke",{"title":1562,"description":1563,"path":1564,"category":1372,"updatedAt":741,"sourceType":495,"tags":1565},"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",[524,1566,1567,1568,1569,1378],"hybrid-search","ranking","mmr","retrieval",{"title":1571,"description":1572,"path":1573,"category":1372,"updatedAt":634,"sourceType":495,"tags":1574},"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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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",[570,1189,696,1647,542],{"title":1964,"description":1965,"path":1966,"category":1940,"date":693,"updatedAt":693,"sourceType":495,"source":1967,"tags":1968},"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",[695,570,696,697,1316,542],{"title":1970,"description":1971,"path":1972,"category":1940,"date":693,"updatedAt":693,"sourceType":495,"source":1973,"tags":1974},"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",[704,705,707,706,1002],{"title":1976,"description":1977,"path":1978,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":1979,"tags":1980},"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",[733,717,734,716,762],{"title":1982,"description":1983,"path":1984,"category":1940,"date":741,"updatedAt":741,"sourceType":495,"source":1985,"tags":1986},"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",[578,1351,873,593,543],{"title":1988,"description":1989,"path":1990,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":1948,"tags":1991},"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",[761,763,839,522,1305],{"title":1993,"description":1994,"path":1995,"category":1791,"date":516,"updatedAt":516,"sourceType":786,"source":1996,"tags":1997},"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",[1671,787,1794,1747],{"title":1999,"description":2000,"path":2001,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":2002,"tags":2003},"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",[769,535,778,779,2004,770],"telemetry",{"title":2006,"description":2007,"path":2008,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":2009,"tags":2010},"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",[698,520,1510,688,542],{"title":2012,"description":2013,"path":2014,"category":1940,"date":713,"updatedAt":713,"sourceType":495,"source":2015,"tags":2016},"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",[534,1076,715,2017,542],"overrides",{"title":2019,"description":2020,"path":2021,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":1928,"tags":2022},"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",[499,500,502,524,2023],"continuity",{"title":2025,"description":2026,"path":2027,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":2028,"tags":2029},"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",[795,578,1175,873,593],{"title":2031,"description":2032,"path":2033,"category":1940,"date":1135,"updatedAt":1135,"sourceType":495,"source":1954,"tags":2034},"OpenClaw 正在把 Dashboard bootstrap 写成更安全的默认路径","官方最新 Dashboard 文档更明确地说明了 openclaw dashboard 在 localhost、SecretRef token 和 headless 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开发者生态在中文社区中的扩展方向，重点关注中文技能、本地平台集成与企业工作流落地。","/news/openclaw-developer-ecosystem-watch-2026-03-16","content/tmp/2026-03-16/openclaw-developer-ecosystem-expansion.md",[531,535,787,1671],{"title":2048,"description":2049,"path":2050,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2051,"tags":2052},"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",[874,873,815,1209,2053],"rotate",{"title":2055,"description":2056,"path":2057,"category":1940,"date":713,"updatedAt":713,"sourceType":495,"source":2058,"tags":2059},"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",[1215,1384,1216,1469,542],{"title":2061,"description":2062,"path":2063,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2058,"tags":2064},"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",[1215,1216,1073,1293,1384],{"title":2066,"description":2067,"path":2068,"category":2069,"date":516,"updatedAt":516,"sourceType":786,"source":2070,"tags":2071},"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",[2072,2073,2074,2075],"education","adoption","ai-tutor","higher-education",{"title":2077,"description":2078,"path":2079,"category":2069,"date":516,"updatedAt":516,"sourceType":786,"source":2080,"tags":2081},"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",[541,1673,569,1671],{"title":2083,"description":2084,"path":2085,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":2086,"tags":2087},"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",[535,769,626,628,788],{"title":2089,"description":2090,"path":2091,"category":1940,"date":693,"updatedAt":693,"sourceType":495,"source":2092,"tags":2093},"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",[851,852,853,854,522,855],{"title":2095,"description":2096,"path":2097,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2098,"tags":2099},"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",[520,873,2100,815,687],"pending",{"title":2102,"description":2103,"path":2104,"category":1940,"date":1135,"updatedAt":1135,"sourceType":495,"source":2105,"tags":2106},"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",[520,735,649,578,2107],"state",{"title":2109,"description":2110,"path":2111,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2112,"tags":2113},"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",[534,1553,1167,1554,542],{"title":2127,"description":2128,"path":2129,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":2130,"tags":2131},"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",[2132,1673,2133,2134,2135],"showcase","home-assistant","nix","infrastructure",{"title":2137,"description":2138,"path":2139,"category":1940,"date":713,"updatedAt":713,"sourceType":495,"source":2140,"tags":2141},"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 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",[502,524,500,2023,1002],{"title":2143,"description":2144,"path":2145,"category":1940,"date":713,"updatedAt":713,"sourceType":495,"source":2146,"tags":2147},"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",[1293,696,502,1182,542],{"title":2149,"description":2150,"path":2151,"category":1759,"date":1734,"updatedAt":583,"sourceType":1435,"source":1761,"tags":2152},"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",[1290,1363,1291,535,543],{"title":2154,"description":2155,"path":2156,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":2157,"tags":2158},"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",[2132,524,823,2169,2170],"vector-search","knowledge",{"title":2172,"description":2173,"path":2174,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2175,"tags":2176},"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",[1533,734,761,763,830],{"title":2178,"description":2179,"path":2180,"category":1940,"date":713,"updatedAt":713,"sourceType":495,"source":2181,"tags":2182},"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",[892,649,716,896,522],{"title":2184,"description":2185,"path":2186,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":2009,"tags":2187},"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",[642,1575,706,708,1252],{"title":2189,"description":2190,"path":2191,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2192,"tags":2193},"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",[687,872,520,873,874],{"title":2195,"description":2196,"path":2197,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":2198,"tags":2199},"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",[577,1718,996,1719,1293],{"title":2201,"description":2202,"path":2203,"category":1940,"date":1135,"updatedAt":1135,"sourceType":495,"source":2028,"tags":2204},"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",[1305,816,795,873,593],{"title":2206,"description":2207,"path":2208,"category":1940,"date":741,"updatedAt":741,"sourceType":495,"source":2209,"tags":2210},"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",[578,649,1143,1305,688],{"title":2212,"description":2213,"path":2214,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2051,"tags":2215},"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",[873,1413,522,1414,542],{"title":2217,"description":2218,"path":2219,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":2220,"tags":2221},"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",[626,787,628,786,788],{"title":2223,"description":2224,"path":2225,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":2226,"tags":2227},"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",[626,769,1587,1588,1292],{"title":2229,"description":2230,"path":2231,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":2232,"tags":2233},"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",[983,984,569,839,627],{"title":2235,"description":2236,"path":2237,"category":1940,"date":741,"updatedAt":741,"sourceType":495,"source":2238,"tags":2239},"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",[706,642,687,708,1002],{"title":2241,"description":2242,"path":2243,"category":1940,"date":741,"updatedAt":741,"sourceType":495,"source":2244,"tags":2245},"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",[706,1377,642,520,542],{"title":2247,"description":2248,"path":2249,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":1928,"tags":2250},"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",[1290,1291,1293,1292],{"title":2252,"description":2253,"path":2254,"category":1940,"date":713,"updatedAt":713,"sourceType":495,"source":1954,"tags":2255},"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",[578,873,687,593,1196],{"title":2257,"description":2258,"path":2259,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2260,"tags":2261},"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",[716,715,2262,522,717],"threads",{"title":2264,"description":2265,"path":2266,"category":1940,"date":693,"updatedAt":693,"sourceType":495,"source":2267,"tags":2268},"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",[1043,932,1044,619,523],{"title":2270,"description":2271,"path":2272,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2273,"tags":2274},"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",[1615,2275,2276,1614,542],"snapshot","rotation",{"title":2278,"description":2279,"path":2280,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2140,"tags":2281},"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",[735,543,1484,873,1331],{"title":2283,"description":2284,"path":2285,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":2286,"tags":2287},"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",[543,1316,1318,1317,542],{"title":2289,"description":2290,"path":2291,"category":2292,"date":516,"updatedAt":516,"sourceType":786,"source":2293,"tags":2294},"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",[543,2295,905,541],"compliance",{"title":2297,"description":2298,"path":2299,"category":1940,"date":713,"updatedAt":713,"sourceType":495,"source":2273,"tags":2300},"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",[543,1614,839,2301,542],"proxy",{"title":2303,"description":2304,"path":2305,"category":1940,"date":1625,"updatedAt":1625,"sourceType":495,"source":2306,"tags":2307},"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",[735,1628,500,1627,520],{"title":2309,"description":2310,"path":2311,"category":1940,"date":1625,"updatedAt":1625,"sourceType":495,"source":2312,"tags":2313},"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",[502,698,1634,1316,542],{"title":2315,"description":2316,"path":2317,"category":1940,"date":731,"updatedAt":731,"sourceType":495,"source":2318,"tags":2319},"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",[543,1331,1332,2320,520],"sandbox",{"title":2322,"description":2323,"path":2324,"category":1733,"date":591,"updatedAt":591,"sourceType":495,"source":2130,"tags":2325},"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",[2132,786,761,535,570],{"title":2327,"description":2328,"path":2329,"category":1940,"date":741,"updatedAt":741,"sourceType":495,"source":2318,"tags":2330},"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",[1331,1485,733,716,543],{"title":2332,"description":2333,"path":2334,"category":1940,"date":1625,"updatedAt":1625,"sourceType":495,"source":2335,"tags":2336},"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",[1627,706,1653,1654,2337],"compatibility",{"title":2339,"description":2340,"path":2341,"category":1940,"date":634,"updatedAt":634,"sourceType":495,"source":1985,"tags":2342},"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 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