[{"data":1,"prerenderedAt":3013},["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":503,"sourceType":495,"tags":549},"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",[521,550,551,552],"quickstart","tutorial","basics",{"title":554,"description":555,"path":556,"category":515,"updatedAt":503,"sourceType":495,"tags":557},"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",[522,550,551,552],{"title":559,"description":560,"path":561,"category":515,"updatedAt":503,"sourceType":495,"tags":562},"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",[535,550,551,552],{"title":564,"description":565,"path":566,"category":515,"updatedAt":503,"sourceType":495,"tags":567},"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",[568,569,550,551],"workflow","automation",{"title":571,"description":572,"path":573,"category":515,"updatedAt":574,"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","2026-03-11",[550,576,577,578],"installation","onboarding","dashboard",{"title":580,"description":581,"path":582,"category":515,"updatedAt":574,"sourceType":495,"tags":583},"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",[577,584,585,520],"daemon","setup",{"title":587,"description":588,"path":589,"category":515,"updatedAt":590,"sourceType":495,"tags":591},"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",[577,592,593,520,594],"remote","local","wizard",{"title":596,"description":597,"path":598,"category":515,"updatedAt":529,"sourceType":517,"tags":599},"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",[600,601,578,522,535],"personal","getting-started",{"title":603,"description":604,"path":605,"category":606,"updatedAt":574,"sourceType":495,"tags":607},"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",[608,609,610,577],"reading-path","overview","docs",{"title":612,"description":613,"path":614,"category":615,"updatedAt":616,"sourceType":495,"tags":617},"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",[609,618,522,619],"self-hosted","assistant",{"title":621,"description":622,"path":623,"category":515,"updatedAt":529,"sourceType":517,"tags":624},"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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做人工批准。","/docs/reference/bootstrap-code-and-pair-pending",[836,1323,732,837,1299],"bootstrapToken",{"title":1325,"description":1326,"path":1327,"category":1293,"updatedAt":701,"sourceType":495,"tags":1328},"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",[836,1329,522,1330,1116],"allowFrom","account",{"title":1332,"description":1333,"path":1334,"category":1293,"updatedAt":503,"sourceType":495,"tags":1335},"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",[965,1299,1336,1337],"commands","terminal",{"title":1339,"description":1340,"path":1341,"category":1293,"updatedAt":711,"sourceType":495,"tags":1342},"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",[1343,1344,786,797,1299],"cloudflare-ai-gateway","headers",{"title":1346,"description":1347,"path":1348,"category":1349,"updatedAt":633,"sourceType":757,"tags":1350},"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",[757,1351,1352,1353],"github","issues","feedback",{"title":1355,"description":1356,"path":1357,"category":1293,"updatedAt":503,"sourceType":495,"tags":1358},"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",[534,1299,1359,1360],"settings","options",{"title":1362,"description":1363,"path":1364,"category":1293,"updatedAt":590,"sourceType":495,"tags":1365},"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",[766,836,837,788,1116],{"title":1367,"description":1368,"path":1369,"category":1293,"updatedAt":711,"sourceType":495,"tags":1370},"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",[1101,912,1371,1372,1299],"scheduler","queue",{"title":1374,"description":1375,"path":1376,"category":1293,"updatedAt":1054,"sourceType":495,"tags":1377},"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",[578,787,1378,1379,786],"secretref","sessionStorage",{"title":1381,"description":1382,"path":1383,"category":1384,"updatedAt":503,"sourceType":495,"tags":1385},"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",[1386,1387,1388,1135,901],"debugging","debug","runtime-overrides",{"title":1390,"description":1391,"path":1392,"category":1293,"updatedAt":683,"sourceType":495,"tags":1393},"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",[1305,1394,1395,1387,1299],"logging","flags",{"title":1397,"description":1398,"path":1399,"category":1293,"updatedAt":683,"sourceType":495,"tags":1400},"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",[705,1401,1402,686,1299],"dmScope","identityLinks",{"title":1404,"description":1405,"path":1406,"category":1293,"updatedAt":683,"sourceType":495,"tags":1407},"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",[1135,1136,1305,1408,1299],"migrations",{"title":1410,"description":1411,"path":1412,"category":1293,"updatedAt":683,"sourceType":495,"tags":1413},"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",[1004,534,713,1414,1299],"shell",{"title":1416,"description":1417,"path":1418,"category":1293,"updatedAt":633,"sourceType":517,"tags":1419},"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",[1420,1211,757,1421,1213],"sources","trust",{"title":1423,"description":1424,"path":1425,"category":1293,"updatedAt":590,"sourceType":495,"tags":1426},"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",[520,1427,965,1062,678],"rpc",{"title":1429,"description":1430,"path":1431,"category":1293,"updatedAt":683,"sourceType":495,"tags":1432},"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",[836,837,520,677,1299],{"title":1434,"description":1435,"path":1436,"category":1293,"updatedAt":1054,"sourceType":495,"tags":1437},"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",[705,520,648,578,1299],{"title":1439,"description":1440,"path":1441,"category":1293,"updatedAt":711,"sourceType":495,"tags":1442},"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",[520,1062,1443,1444,1299],"protocol","scopes",{"title":1446,"description":1447,"path":1448,"category":1293,"updatedAt":701,"sourceType":495,"tags":1449},"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",[704,1450,686,918,855],"mention",{"title":1452,"description":1453,"path":1454,"category":1293,"updatedAt":711,"sourceType":495,"tags":1455},"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",[1109,1456,1457,1458,1299],"visibility","activeHours","alerts",{"title":1460,"description":1461,"path":1462,"category":1293,"updatedAt":701,"sourceType":495,"tags":1463},"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",[1056,1062,1464,520,1299],"sdk",{"title":1466,"description":1467,"path":1468,"category":1293,"updatedAt":701,"sourceType":495,"tags":1469},"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",[534,1470,1086,1471,1299],"include","arrays",{"title":1473,"description":1474,"path":1475,"category":1293,"updatedAt":683,"sourceType":495,"tags":1476},"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",[938,1477,812,568,1299],"invoke",{"title":1479,"description":1480,"path":1481,"category":1293,"updatedAt":711,"sourceType":495,"tags":1482},"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",[524,1483,1484,1485,1486,1299],"hybrid-search","ranking","mmr","retrieval",{"title":1488,"description":1489,"path":1490,"category":1293,"updatedAt":633,"sourceType":495,"tags":1491},"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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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",[1386,1511,901,797,868],"raw-stream",{"title":1513,"description":1514,"path":1515,"category":1293,"updatedAt":711,"sourceType":495,"tags":1516},"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",[592,1517,786,520,1299],"tlsFingerprint",{"title":1519,"description":1520,"path":1521,"category":1293,"updatedAt":711,"sourceType":495,"tags":1522},"回复机器人消息也算 mention 吗，pending history 又什么时候会进上下文","基于最新官方 Groups 与 Group Messages 文档，解释 OpenClaw 在群聊里怎样把 reply metadata 当成隐式 mention，以及未触发回复的群消息何时只进入 pending history、何时会被彻底丢弃。","/docs/reference/reply-mention-and-pending-history",[704,1523,1524,1525,1299],"mentions","pending-history","reply",{"title":1527,"description":1528,"path":1529,"category":1293,"updatedAt":683,"sourceType":495,"tags":1530},"SecretRefs 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文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[705,1545,1546,500,1299],"transcript","jsonl",{"title":1548,"description":1549,"path":1550,"category":1293,"updatedAt":1543,"sourceType":495,"tags":1551},"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 巡检入口。","/docs/reference/sessions-cli-store-scope-and-audit",[502,965,1552,1237,542],"store",{"title":1554,"description":1555,"path":1556,"category":1293,"updatedAt":711,"sourceType":495,"tags":1557},"哪些配置会被官方当成 shared-user ingress 信号","基于最新官方 security audit 文档，解释 OpenClaw 为什么会把开放 DM、群目标和 wildcard sender 规则识别成 shared-user ingress 信号，以及这些提醒真正想让你检查什么。","/docs/reference/shared-user-ingress-signals",[543,1252,1237,1558,1299],"ingress",{"title":1560,"description":1561,"path":1562,"category":1293,"updatedAt":590,"sourceType":495,"tags":1563},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 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registry。","/news/openclaw-clawhub-sync-watch-2026-03-24","https://docs.openclaw.ai/tools/clawhub",[740,535,749,750,1914,741],"telemetry",{"title":1916,"description":1917,"path":1918,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":1919,"tags":1920},"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",[965,520,1427,678,542],{"title":1922,"description":1923,"path":1924,"category":1862,"date":683,"updatedAt":683,"sourceType":495,"source":1925,"tags":1926},"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",[534,1004,685,1927,542],"overrides",{"title":1929,"description":1930,"path":1931,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":1856,"tags":1932},"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",[499,500,502,524,1933],"continuity",{"title":1935,"description":1936,"path":1937,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":1938,"tags":1939},"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",[766,578,1094,836,592],{"title":1941,"description":1942,"path":1943,"category":1862,"date":1054,"updatedAt":1054,"sourceType":495,"source":1876,"tags":1944},"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",[578,1945,1378,786,766],"bootstrap",{"title":1947,"description":1948,"path":1949,"category":1862,"date":633,"updatedAt":633,"sourceType":495,"source":1876,"tags":1950},"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",[578,648,787,1378,686,1951],"web",{"title":1953,"description":1954,"path":1955,"category":1654,"date":516,"updatedAt":516,"sourceType":757,"source":1956,"tags":1957},"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",[531,535,758,1589],{"title":1959,"description":1960,"path":1961,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":1962,"tags":1963},"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",[837,836,787,1129,1964],"rotate",{"title":1966,"description":1967,"path":1968,"category":1862,"date":683,"updatedAt":683,"sourceType":495,"source":1969,"tags":1970},"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",[1135,1305,1136,1386,542],{"title":1972,"description":1973,"path":1974,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":1969,"tags":1975},"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",[1135,1136,1001,1214,1305],{"title":1977,"description":1978,"path":1979,"category":1980,"date":516,"updatedAt":516,"sourceType":757,"source":1981,"tags":1982},"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",[1983,1984,1985,1986],"education","adoption","ai-tutor","higher-education",{"title":1988,"description":1989,"path":1990,"category":1980,"date":516,"updatedAt":516,"sourceType":757,"source":1991,"tags":1992},"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",[541,1591,568,1589],{"title":1994,"description":1995,"path":1996,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":1997,"tags":1998},"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",[535,740,625,627,759],{"title":2000,"description":2001,"path":2002,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2003,"tags":2004},"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",[520,836,2005,787,677],"pending",{"title":2007,"description":2008,"path":2009,"category":1862,"date":1054,"updatedAt":1054,"sourceType":495,"source":2010,"tags":2011},"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",[520,705,648,578,2012],"state",{"title":2014,"description":2015,"path":2016,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2017,"tags":2018},"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 顺序写得更完整了，也让“没回”和“没进系统”首次更容易区分。","/news/openclaw-group-policy-watch-2026-03-25","https://docs.openclaw.ai/channels/groups",[704,1450,918,855,686],{"title":2020,"description":2021,"path":2022,"category":1862,"date":711,"updatedAt":711,"sourceType":495,"source":2017,"tags":2023},"OpenClaw 正在把群触发从“@一下就行”写成更完整的治理链","官方最近围绕 Groups、Group Messages 和 Broadcast Groups 的文档更新，正在把 reply-to implicit mention、pending history、forum topic session key 和 shared-group rollout 写成更完整的群入口治理链。","/news/openclaw-group-trigger-governance-watch-2026-03-29",[704,1523,2024,703,944],"activation",{"title":2026,"description":2027,"path":2028,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2029,"tags":2030},"OpenClaw 配置观察：include 合并边界正在从“能拆文件”继续走向“能预测最终结果”","基于 2026 年 3 月 25 日可见的官方 Configuration 文档，最近配置层最值得关注的变化之一是 include、数组处理和 sibling override 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",[534,1470,1086,1471,542],{"title":2032,"description":2033,"path":2034,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":2035,"tags":2036},"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",[2037,1591,2038,2039,2040],"showcase","home-assistant","nix","infrastructure",{"title":2042,"description":2043,"path":2044,"category":1862,"date":683,"updatedAt":683,"sourceType":495,"source":2045,"tags":2046},"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",[2037,524,795,2074,2075],"vector-search","knowledge",{"title":2077,"description":2078,"path":2079,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2080,"tags":2081},"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",[1450,704,732,734,803],{"title":2083,"description":2084,"path":2085,"category":1862,"date":683,"updatedAt":683,"sourceType":495,"source":2086,"tags":2087},"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",[855,648,686,859,522],{"title":2089,"description":2090,"path":2091,"category":1862,"date":633,"updatedAt":633,"sourceType":495,"source":1919,"tags":2092},"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",[641,1492,797,786,1173],{"title":2094,"description":2095,"path":2096,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2097,"tags":2098},"OpenClaw 节点观察：headless node、普通设备节点与 Gateway 的宿主边界正在被官方写清","基于 2026 年 3 月 25 日可见的官方 Nodes、Architecture 与 Pairing 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和控制面交接写成同一条管理面问题。","/news/openclaw-operator-browser-watch-2026-03-26",[1226,788,766,836,592],{"title":2112,"description":2113,"path":2114,"category":1862,"date":711,"updatedAt":711,"sourceType":495,"source":2115,"tags":2116},"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",[578,648,1062,1226,678],{"title":2118,"description":2119,"path":2120,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":1962,"tags":2121},"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 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执行拆成更清楚的治理层。","/news/openclaw-provider-capability-governance-watch-2026-03-29","https://docs.openclaw.ai/concepts/models",[797,641,677,786,944],{"title":2147,"description":2148,"path":2149,"category":1862,"date":711,"updatedAt":711,"sourceType":495,"source":2150,"tags":2151},"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",[797,1298,641,520,542],{"title":2153,"description":2154,"path":2155,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":1856,"tags":2156},"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",[1211,1212,1214,1213],{"title":2158,"description":2159,"path":2160,"category":1862,"date":683,"updatedAt":683,"sourceType":495,"source":1876,"tags":2161},"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",[578,836,677,592,1116],{"title":2163,"description":2164,"path":2165,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2166,"tags":2167},"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",[686,685,2168,522,687],"threads",{"title":2170,"description":2171,"path":2172,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2173,"tags":2174},"OpenClaw Secret 观察：active snapshot 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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",[2037,757,732,535,569],{"title":2227,"description":2228,"path":2229,"category":1862,"date":711,"updatedAt":711,"sourceType":495,"source":2218,"tags":2230},"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",[1252,1402,703,686,543],{"title":2232,"description":2233,"path":2234,"category":1862,"date":1543,"updatedAt":1543,"sourceType":495,"source":2235,"tags":2236},"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",[1545,797,1571,1572,2237],"compatibility",{"title":2239,"description":2240,"path":2241,"category":1862,"date":633,"updatedAt":633,"sourceType":495,"source":1895,"tags":2242},"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",[1272,543,592,520,786],{"title":2244,"description":2245,"path":2246,"category":1862,"date":1054,"updatedAt":1054,"sourceType":495,"source":2010,"tags":2247},"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 结构化返回。","/news/openclaw-ui-api-debug-watch-2026-03-26",[520,648,1056,1386,705],{"title":2249,"description":2250,"path":2251,"category":1862,"date":633,"updatedAt":633,"sourceType":495,"source":2252,"tags":2253},"OpenClaw 维护观察：卸载边界正在从“删包”变成“服务、状态、profile 与远程主机”的完整收口","基于 2026 年 3 月 24 日可见的官方 Updating 与 uninstall 文档，最近最值得关注的变化之一是 OpenClaw 的卸载和移除边界正在被官方主动写清，不再只是删除 CLI。","/news/openclaw-uninstall-boundaries-watch-2026-03-24","https://docs.openclaw.ai/cli/uninstall",[1618,1214,1317,520,2012],{"title":2255,"description":2256,"path":2257,"category":1862,"date":633,"updatedAt":633,"sourceType":495,"source":2258,"tags":2259},"OpenClaw 更新观察：stable、beta、dev 正在从版本标签变成正式 rollout 体系","基于 2026 年 3 月 24 日可见的官方 update CLI 与 Updating 文档，最近最值得关注的变化之一是更新通道和 auto-updater 行为已经被官方写成一套明确的 rollout 逻辑。","/news/openclaw-update-channels-watch-2026-03-24","https://docs.openclaw.ai/cli/update",[1284,1285,1286,1287,1288],{"title":2261,"description":2262,"path":2263,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":2035,"tags":2264},"OpenClaw 官方 Showcase 语音观察：Phone Bridge、Telegram Voice Notes 与多语言转录正在把语音入口做实","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语音与电话类案例，观察 OpenClaw 在电话桥接、TTS 回传和多语言转录上的真实方向。","/news/openclaw-voice-phone-showcase-watch-2026-03-21",[2037,780,2265,2266,795],"phone","tts",{"title":2268,"description":2269,"path":2270,"category":1862,"date":701,"updatedAt":701,"sourceType":495,"source":2271,"tags":2272},"OpenClaw 语音观察：全局 wake words 与设备本地 toggle 的分层正在变清楚","基于 2026 年 3 月 25 日可见的官方 Voice Wake 文档，最近语音层最值得关注的变化之一是 Gateway 级词表与设备本地开关的边界正在被官方主动强调。","/news/openclaw-voice-wake-boundary-watch-2026-03-25","https://docs.openclaw.ai/nodes/voice-wake",[780,1042,1043,677,837],{"title":2274,"description":2275,"path":2276,"category":1654,"date":590,"updatedAt":590,"sourceType":495,"source":1876,"tags":2277},"OpenClaw Web 入口观察：Dashboard、WebChat 与 Gateway WebSocket 正在收敛成一套更清晰的使用分工","基于 2026 年 3 月 21 日可见的官方 Dashboard、WebChat 与架构文档，整理最近最值得中文站关注的 Web 入口变化：Dashboard 的快速打开、WebChat 的 Gateway 直连，以及控制面和聊天面的职责分离。","/news/openclaw-web-surfaces-watch-2026-03-21",[578,648,1062,766,1951],{"title":2279,"description":2280,"path":2281,"category":1862,"date":1054,"updatedAt":1054,"sourceType":495,"source":2282,"tags":2283},"OpenClaw 正在把 WebChat、Dashboard 和 API 的入口职责写得更清楚","官方最近围绕 WebChat、Session 和 API 的写法，让 Dashboard 更像控制面、WebChat 更像会话 UI、API 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