[{"data":1,"prerenderedAt":2827},["ShallowReactive",2],{"docs:reference/transcript-hygiene-and-provider-fixups":3,"content-manifest":317},{"id":4,"title":5,"body":6,"category":297,"date":298,"description":299,"extension":300,"meta":301,"navigation":302,"path":303,"seo":304,"source":305,"sourceName":306,"sourceType":307,"stem":308,"tags":309,"updatedAt":315,"__hash__":316},"docs/docs/reference/transcript-hygiene-and-provider-fixups.md","对话记录清理（provider fixups）到底改了什么，不改什么",{"type":7,"value":8,"toc":279},"minimark",[9,13,17,27,30,35,38,43,47,50,55,58,63,66,71,74,77,94,97,102,105,109,112,117,120,125,128,131,134,137,148,151,156,160,163,168,171,176,179,182,185,193,196,204,207,212,215,220,223,227,230,234,237,240,243,255,258],[10,11,5],"h1",{"id":12},"对话记录清理provider-fixups到底改了什么不改什么",[14,15,16],"p",{},"官方最近把 Transcript Hygiene 单独拉成参考文档后，一个很关键的边界终于被写清楚了：",[18,19,20,24],"ul",{},[21,22,23],"li",{},"运行前会对 transcript 做 provider-specific fixups",[21,25,26],{},"但这些修正不会回写磁盘 JSONL",[14,28,29],{},"这对中文团队特别重要，因为很多人过去会把：",[18,31,32],{},[21,33,34],{},"“给模型喂之前的历史修补”",[14,36,37],{},"误解成：",[18,39,40],{},[21,41,42],{},"“系统把历史文件重写了”",[44,45,46],"h2",{"id":46},"先记住这层清理发生在哪里",[14,48,49],{},"当前官方文档已经写得很明确：",[18,51,52],{},[21,53,54],{},"transcript hygiene 是运行前、构建模型上下文时发生的内存内调整",[14,56,57],{},"这意味着它属于：",[18,59,60],{},[21,61,62],{},"provider 兼容层",[14,64,65],{},"而不是：",[18,67,68],{},[21,69,70],{},"磁盘 transcript 维护层",[44,72,73],{"id":73},"它会处理哪些问题",[14,75,76],{},"根据当前官方文档，至少包括这些：",[18,78,79,82,85,88,91],{},[21,80,81],{},"tool call id 清理",[21,83,84],{},"tool result 配对修复",[21,86,87],{},"turn 验证和排序",[21,89,90],{},"thinking signature 清理",[21,92,93],{},"图片 payload 清理",[14,95,96],{},"这些问题的共同点是：",[18,98,99],{},[21,100,101],{},"某些 provider 对上下文格式要求更严格",[14,103,104],{},"所以系统在真正送模型前，要先做一轮兼容性收口。",[44,106,108],{"id":107},"为什么这层不该和-compaction-混成一件事","为什么这层不该和 compaction 混成一件事",[14,110,111],{},"compaction 的核心是：",[18,113,114],{},[21,115,116],{},"为了上下文窗口治理，持久化摘要历史",[14,118,119],{},"而 transcript hygiene 的核心是：",[18,121,122],{},[21,123,124],{},"为了 provider 正常吃下历史，在运行前做内存修补",[14,126,127],{},"两者都会影响“模型最终看到什么”，但完全不是同一层。",[44,129,130],{"id":130},"图片清理为什么值得单独记住",[14,132,133],{},"官方现在把图片 payload 清理单独列出来，很值。",[14,135,136],{},"这意味着某些多模态历史在进入模型前，可能会被：",[18,138,139,142,145],{},[21,140,141],{},"减重",[21,143,144],{},"清洗",[21,146,147],{},"规范化",[14,149,150],{},"但同样要注意：",[18,152,153],{},[21,154,155],{},"这不等于磁盘 transcript 被重写成更轻的版本",[44,157,159],{"id":158},"tool-result-配对修复真正保护什么","tool result 配对修复真正保护什么",[14,161,162],{},"工具调用这条线最容易出的问题不是“模型看不懂业务”，而是：",[18,164,165],{},[21,166,167],{},"provider 对 tool-call / tool-result 关系很严格",[14,169,170],{},"所以 transcript hygiene 里的 tool 配对修复，本质上在保护：",[18,172,173],{},[21,174,175],{},"会话历史在不同 provider 下仍能被合法解析",[14,177,178],{},"这是一层协议兼容问题，不是产品文案问题。",[44,180,181],{"id":181},"为什么这层很容易在排障时被忽略",[14,183,184],{},"因为用户通常看到的是：",[18,186,187,190],{},[21,188,189],{},"某个 provider 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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",[519,1225,1226,500,314],"dmScope","identityLinks",{"title":1228,"description":1229,"path":1230,"category":297,"updatedAt":497,"sourceType":307,"tags":1231},"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",[961,962,1129,1232,314],"migrations",{"title":1234,"description":1235,"path":1236,"category":297,"updatedAt":497,"sourceType":307,"tags":1237},"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",[824,346,527,1238,314],"shell",{"title":1240,"description":1241,"path":1242,"category":297,"updatedAt":446,"sourceType":329,"tags":1243},"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",[1244,1037,571,1245,1039],"sources","trust",{"title":1247,"description":1248,"path":1249,"category":297,"updatedAt":403,"sourceType":307,"tags":1250},"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",[332,1251,783,888,492],"rpc",{"title":1253,"description":1254,"path":1255,"category":297,"updatedAt":497,"sourceType":307,"tags":1256},"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",[650,651,332,491,314],{"title":272,"description":1258,"path":271,"category":297,"updatedAt":880,"sourceType":307,"tags":1259},"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。",[519,332,461,391,314],{"title":1261,"description":1262,"path":1263,"category":297,"updatedAt":525,"sourceType":307,"tags":1264},"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",[332,888,1265,1266,314],"protocol","scopes",{"title":1268,"description":1269,"path":1270,"category":297,"updatedAt":515,"sourceType":307,"tags":1271},"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",[518,1272,500,736,669],"mention",{"title":1274,"description":1275,"path":1276,"category":297,"updatedAt":525,"sourceType":307,"tags":1277},"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",[935,1278,1279,1280,314],"visibility","activeHours","alerts",{"title":1282,"description":1283,"path":1284,"category":297,"updatedAt":515,"sourceType":307,"tags":1285},"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",[882,888,1286,332,314],"sdk",{"title":1288,"description":1289,"path":1290,"category":297,"updatedAt":515,"sourceType":307,"tags":1291},"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",[346,1292,912,1293,314],"include","arrays",{"title":1295,"description":1296,"path":1297,"category":297,"updatedAt":497,"sourceType":307,"tags":1298},"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",[756,1299,625,381,314],"invoke",{"title":1301,"description":1302,"path":1303,"category":297,"updatedAt":525,"sourceType":307,"tags":1304},"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",[336,1305,1306,1307,1308,314],"hybrid-search","ranking","mmr","retrieval",{"title":1310,"description":1311,"path":1312,"category":297,"updatedAt":446,"sourceType":307,"tags":1313},"models status --probe 和 auth profiles 应该怎么看","基于最新官方 Models CLI 文档，解释 openclaw models status --probe、--probe-provider 与认证 profile 的关系，帮助团队区分“配置看起来对”和“当前真的能连通”。","/docs/reference/models-status-probe-and-auth-profiles",[454,1314,600,312,314],"probe",{"title":1316,"description":1317,"path":1318,"category":297,"updatedAt":819,"sourceType":307,"tags":1319},"配对审批与设备授权管理","从管理员视角理解 OpenClaw 的 DM pairing、设备 pairing、allowFrom 文件和审批命令，避免把授权边界搞乱。","/docs/reference/pairing-admin",[650,651,1153,1320,942],"credentials",{"title":1322,"description":1323,"path":1324,"category":297,"updatedAt":446,"sourceType":307,"tags":1325},"插件安装 spec、--pin 和 update tracking 应该怎么理解","基于最新官方 plugins CLI 文档，解释 ClawHub first、npm-safe spec、--pin、prerelease opt-in 和 plugins.installs 的跟踪逻辑，帮助团队判断插件后续会按什么规则更新。","/docs/reference/plugins-install-specs-and-update-tracking",[438,554,1326,1327,1039,314],"npm","pin",{"title":1329,"description":1330,"path":1331,"category":1208,"updatedAt":403,"sourceType":307,"tags":1332},"原始流日志怎么抓","基于最新官方 Debugging 文档，整理 OpenClaw 的 raw stream、pi-mono raw chunk 日志分别该在什么场景开启，以及如何避免把调试日志变成隐私风险。","/docs/reference/raw-stream-debugging",[1210,1333,719,312,682],"raw-stream",{"title":1335,"description":1336,"path":1337,"category":297,"updatedAt":525,"sourceType":307,"tags":1338},"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",[405,1339,600,332,314],"tlsFingerprint",{"title":1341,"description":1342,"path":1343,"category":297,"updatedAt":525,"sourceType":307,"tags":1344},"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",[518,1345,1346,1347,314],"mentions","pending-history","reply",{"title":1349,"description":1350,"path":1351,"category":297,"updatedAt":497,"sourceType":307,"tags":1352},"SecretRefs 和运行时快照应该怎么理解","基于最新官方 Secrets Management 文档，解释 env/file/exec secret refs 的解析时机、活动面、失败模式和热重载语义，避免把密钥管理误解成“请求时临时去取”。","/docs/reference/secret-refs-and-runtime-snapshot",[1353,1354,1355,312,314],"secrets","secretrefs","runtime",{"title":1357,"description":1358,"path":1359,"category":297,"updatedAt":515,"sourceType":307,"tags":1360},"secure DM mode 和 owner pinning 应该怎么一起理解","基于最新官方 Session 与 Security 文档，解释 OpenClaw 的 secure DM mode、owner pinning、pairing / allowlist / open 三类 DM 入口，以及什么时候该从连续主会话切到隔离模式。","/docs/reference/secure-dm-mode-and-owner-pinning",[519,355,1225,650,736],{"title":266,"description":1362,"path":265,"category":297,"updatedAt":315,"sourceType":307,"tags":1363},"基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。",[519,310,1364,837,314],"jsonl",{"title":1366,"description":1367,"path":1368,"category":297,"updatedAt":315,"sourceType":307,"tags":1369},"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",[638,783,1370,1063,354],"store",{"title":1372,"description":1373,"path":1374,"category":297,"updatedAt":525,"sourceType":307,"tags":1375},"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",[355,1078,1063,1376,314],"ingress",{"title":1378,"description":1379,"path":1380,"category":297,"updatedAt":403,"sourceType":307,"tags":1381},"status、health 和 logs 该怎么分工","基于最新官方 CLI reference，整理 openclaw status、health、logs 三组命令各自应该回答什么问题，以及值班和排障时更稳的使用顺序。","/docs/reference/status-health-and-logs",[783,970,1382,719,1383],"health","troubleshooting",{"title":5,"description":299,"path":303,"category":297,"updatedAt":315,"sourceType":307,"tags":1385},[310,311,312,313,314],{"title":1387,"description":1388,"path":1389,"category":1208,"updatedAt":387,"sourceType":307,"tags":1390},"故障排除与诊断思路","把 OpenClaw 常见问题按环境、入口、配置、认证和运行状态拆开，建立更高效的排查顺序。","/docs/reference/troubleshooting",[1383,961,970,719],{"title":1392,"description":1393,"path":1394,"category":297,"updatedAt":497,"sourceType":307,"tags":1395},"WebChat 的 history、inject 和展示边界","基于最新官方 WebChat 文档，整理 chat.history 的截断/占位规则、chat.inject 的真实用途，以及为什么 WebChat 看见的 transcript 不是原始 JSONL 的一比一镜像。","/docs/reference/webchat-history-and-inject-boundaries",[461,1396,1397,310,314],"history","inject",{"title":1399,"description":1400,"path":1401,"category":1402,"updatedAt":446,"sourceType":307,"tags":1403},"国内云部署思路","面向中文团队整理 OpenClaw 在国内或面向国内网络环境部署时最该先判断的三件事：入口生态、模型端点和长期在线后的运维边界。","/docs/setup/china-cloud-deployment","安装",[1404,1405,1406,1407,989,990],"china","cloud","deployment","feishu",{"title":1409,"description":1410,"path":1411,"category":1402,"updatedAt":387,"sourceType":307,"tags":1412},"部署方式怎么选","从本地安装、Docker、国内云模板和海外一键部署四类路径理解 OpenClaw 的部署选择，而不是只追求“最快装上”。","/docs/setup/deployment-options",[1406,406,1413,1405,1414],"docker","wsl2",{"title":1416,"description":1417,"path":1418,"category":1402,"updatedAt":829,"sourceType":307,"tags":1419},"OpenClaw 安装与环境","按官方推荐方式安装 OpenClaw，并根据本地开发、WSL2 和生产部署场景选择合适的安装路径。","/docs/setup/installation",[389,1326,1420,1414],"install-script",{"title":1422,"description":1423,"path":1424,"category":1402,"updatedAt":403,"sourceType":307,"tags":1425},"安装器方式和升级路径怎么选","基于最新官方 Install 与 Updating 文档，整理 install.sh、install-cli.sh、PowerShell 安装器、全局包安装和 git 安装各自适合什么场景，以及后续升级时应该走哪条路径。","/docs/setup/installer-methods-and-upgrade-paths",[389,1426,1420,1427,1040],"updater","git",{"title":1429,"description":1430,"path":1431,"category":1402,"updatedAt":361,"sourceType":307,"tags":1432},"安装器、更新与卸载","基于官方安装器、更新和卸载文档，整理 OpenClaw 从首次安装到原地升级、服务移除和彻底卸载的完整维护路径。","/docs/setup/installer-update-and-uninstall",[389,1426,1433,961,1040],"uninstall",{"title":1435,"description":1436,"path":1437,"category":1402,"updatedAt":361,"sourceType":307,"tags":1438},"Linux 安装指南","在 Linux 服务器和桌面上安装和配置 OpenClaw 的详细指南。","/docs/setup/linux-installation",[1439,389,398,1440],"linux","server",{"title":1442,"description":1443,"path":1444,"category":1402,"updatedAt":361,"sourceType":307,"tags":1445},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[509,389,398,1446],"apple",{"title":1448,"description":1449,"path":1450,"category":1451,"updatedAt":387,"sourceType":307,"tags":1452},"版本迁移与升级检查单","在 OpenClaw 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状态的处理边界越来越清楚。","/news/openclaw-doctor-repair-boundary-watch-2026-03-25",[961,962,821,1040,1129],{"title":1792,"description":1793,"path":1794,"category":1795,"date":328,"updatedAt":328,"sourceType":571,"source":1796,"tags":1797},"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",[1798,1799,1800,1801],"education","adoption","ai-tutor","higher-education",{"title":1803,"description":1804,"path":1805,"category":1795,"date":328,"updatedAt":328,"sourceType":571,"source":1806,"tags":1807},"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",[353,1406,381,1404],{"title":1809,"description":1810,"path":1811,"category":1469,"date":403,"updatedAt":403,"sourceType":307,"source":1812,"tags":1813},"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",[347,554,438,440,573],{"title":1815,"description":1816,"path":1817,"category":1677,"date":515,"updatedAt":515,"sourceType":307,"source":1818,"tags":1819},"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",[332,650,1820,601,491],"pending",{"title":1822,"description":1823,"path":1824,"category":1677,"date":880,"updatedAt":880,"sourceType":307,"source":1825,"tags":1826},"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",[332,519,461,391,1827],"state",{"title":1829,"description":1830,"path":1831,"category":1677,"date":515,"updatedAt":515,"sourceType":307,"source":1832,"tags":1833},"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",[346,1292,912,1293,354],{"title":1847,"description":1848,"path":1849,"category":1469,"date":403,"updatedAt":403,"sourceType":307,"source":1850,"tags":1851},"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",[1852,1406,1853,1854,1855],"showcase","home-assistant","nix","infrastructure",{"title":1857,"description":1858,"path":1859,"category":1677,"date":497,"updatedAt":497,"sourceType":307,"source":1860,"tags":1861},"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",[638,336,837,1748,762],{"title":1863,"description":1864,"path":1865,"category":1677,"date":497,"updatedAt":497,"sourceType":307,"source":1866,"tags":1867},"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",[1040,927,638,928,354],{"title":1869,"description":1870,"path":1871,"category":1496,"date":1470,"updatedAt":387,"sourceType":1175,"source":1498,"tags":1872},"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",[1037,1110,1038,347,355],{"title":1874,"description":1875,"path":1876,"category":1677,"date":446,"updatedAt":446,"sourceType":307,"source":1877,"tags":1878},"OpenClaw 记忆观察：Markdown 仍然是 source of truth，memory plugin slot 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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",[1052,602,580,650,405],{"title":1927,"description":1928,"path":1929,"category":1677,"date":525,"updatedAt":525,"sourceType":307,"source":1930,"tags":1931},"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",[391,461,888,1052,492],{"title":1933,"description":1934,"path":1935,"category":1677,"date":515,"updatedAt":515,"sourceType":307,"source":1777,"tags":1936},"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",[312,454,491,600,762],{"title":1962,"description":1963,"path":1964,"category":1677,"date":525,"updatedAt":525,"sourceType":307,"source":1965,"tags":1966},"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",[312,1123,454,332,354],{"title":1968,"description":1969,"path":1970,"category":1469,"date":403,"updatedAt":403,"sourceType":307,"source":1671,"tags":1971},"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",[1037,1038,1040,1039],{"title":1973,"description":1974,"path":1975,"category":1677,"date":497,"updatedAt":497,"sourceType":307,"source":1691,"tags":1976},"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",[391,650,491,405,942],{"title":1978,"description":1979,"path":1980,"category":1677,"date":515,"updatedAt":515,"sourceType":307,"source":1981,"tags":1982},"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",[500,499,1983,334,501],"threads",{"title":1985,"description":1986,"path":1987,"category":1677,"date":515,"updatedAt":515,"sourceType":307,"source":1988,"tags":1989},"OpenClaw Secret 观察：active snapshot 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