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hooks。","/docs/manual/hook-lifecycle-events",[3461,3711,3712,3403,3459],"lifecycle","events",{"title":3714,"description":3715,"path":3716,"category":3511,"updatedAt":3416,"sourceType":3330,"tags":3717},"Hooks 能做什么","从中文用户角度理解 OpenClaw 里的 hooks，不把它只看成技术细节，而看成自动化扩展点。","/docs/manual/hooks-overview",[3461,3403,3676,3712],{"title":3719,"description":3720,"path":3721,"category":3511,"updatedAt":3547,"sourceType":3330,"tags":3722},"消息入口的去重、合并和排队是怎么工作的","基于最新官方 Messages 文档，解释 OpenClaw 的 inbound dedupe、inbound debounce、active-run queue 和 outbound chunking 各自解决什么问题，避免把“回复慢”都误判成模型问题。","/docs/manual/inbound-dedupe-and-debounce",[3723,3724,3725,3726,3727],"messages","queueing","dedupe","debounce","delivery",{"title":3729,"description":3730,"path":3731,"category":3511,"updatedAt":3467,"sourceType":3330,"tags":3732},"本地模型支持（Ollama）","使用 Ollama 在本地运行大语言模型，实现隐私优先、零成本的 AI 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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",[3569,4319,4320,3550,3334],"dmScope","identityLinks",{"title":4322,"description":4323,"path":4324,"category":3322,"updatedAt":3547,"sourceType":3330,"tags":4325},"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",[4059,4060,4224,4326,3334],"migrations",{"title":4328,"description":4329,"path":4330,"category":3322,"updatedAt":3547,"sourceType":3330,"tags":4331},"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",[3913,3333,3577,4332,3334],"shell",{"title":4334,"description":4335,"path":4336,"category":3322,"updatedAt":3467,"sourceType":3351,"tags":4337},"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",[4338,4133,3617,4339,4135],"sources","trust",{"title":4341,"description":4342,"path":4343,"category":3322,"updatedAt":3424,"sourceType":3330,"tags":4344},"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",[3354,4345,3532,3987,3522],"rpc",{"title":4347,"description":4348,"path":4349,"category":3322,"updatedAt":3547,"sourceType":3330,"tags":4350},"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",[3704,3705,3354,3521,3334],{"title":4352,"description":4353,"path":4354,"category":3322,"updatedAt":3979,"sourceType":3330,"tags":4355},"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",[3569,3354,3481,3411,3334],{"title":4357,"description":4358,"path":4359,"category":3322,"updatedAt":3575,"sourceType":3330,"tags":4360},"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",[3354,3987,4361,4362,3334],"protocol","scopes",{"title":4364,"description":4365,"path":4366,"category":3322,"updatedAt":3565,"sourceType":3330,"tags":4367},"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",[3568,4368,3550,3790,3723],"mention",{"title":4370,"description":4371,"path":4372,"category":3322,"updatedAt":3575,"sourceType":3330,"tags":4373},"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",[4033,4374,4375,4376,3334],"visibility","activeHours","alerts",{"title":4378,"description":4379,"path":4380,"category":3322,"updatedAt":3565,"sourceType":3330,"tags":4381},"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",[3981,3987,4382,3354,3334],"sdk",{"title":4384,"description":4385,"path":4386,"category":3322,"updatedAt":3565,"sourceType":3330,"tags":4387},"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",[3333,4388,4011,4389,3334],"include","arrays",{"title":4391,"description":4392,"path":4393,"category":3322,"updatedAt":3547,"sourceType":3330,"tags":4394},"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",[3819,4395,3670,3402,3334],"invoke",{"title":4397,"description":4398,"path":4399,"category":3322,"updatedAt":3575,"sourceType":3330,"tags":4400},"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",[3358,4401,4402,4403,4404,3334],"hybrid-search","ranking","mmr","retrieval",{"title":4406,"description":4407,"path":4408,"category":3322,"updatedAt":3467,"sourceType":3330,"tags":4409},"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",[978,4410,3542,3540,3334],"probe",{"title":4412,"description":4413,"path":4414,"category":3322,"updatedAt":3908,"sourceType":3330,"tags":4415},"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",[3704,3705,4253,4416,4040],"credentials",{"title":4418,"description":4419,"path":4420,"category":3322,"updatedAt":3467,"sourceType":3330,"tags":4421},"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",[3459,3600,4422,4423,4135,3334],"npm","pin",{"title":4425,"description":4426,"path":4427,"category":4302,"updatedAt":3424,"sourceType":3330,"tags":4428},"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",[4304,4429,3773,3540,3736],"raw-stream",{"title":4431,"description":4432,"path":4433,"category":3322,"updatedAt":3575,"sourceType":3330,"tags":4434},"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",[3426,4435,3542,3354,3334],"tlsFingerprint",{"title":4437,"description":4438,"path":4439,"category":3322,"updatedAt":3575,"sourceType":3330,"tags":4440},"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",[3568,4441,4442,4443,3334],"mentions","pending-history","reply",{"title":4445,"description":4446,"path":4447,"category":3322,"updatedAt":3547,"sourceType":3330,"tags":4448},"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",[4449,4450,3503,3540,3334],"secrets","secretrefs",{"title":4452,"description":4453,"path":4454,"category":3322,"updatedAt":3565,"sourceType":3330,"tags":4455},"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",[3569,3376,4319,3704,3790],{"title":4457,"description":4458,"path":4459,"category":3322,"updatedAt":4460,"sourceType":3330,"tags":4461},"session JSONL、compaction entry 和 branch summary 应该怎么理解","基于最新官方 Session Management Deep Dive 文档，解释 OpenClaw 的 session JSONL 结构、compaction entry、branch summary 和 store counters 分别在回答什么问题，避免把 transcript 文件当成一团无结构日志。","/docs/reference/session-jsonl-and-compaction-entries","2026-04-01",[3569,4462,4463,3936,3334],"transcript","jsonl",{"title":4465,"description":4466,"path":4467,"category":3322,"updatedAt":4460,"sourceType":3330,"tags":4468},"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",[3506,3532,4469,4159,3375],"store",{"title":4471,"description":4472,"path":4473,"category":3322,"updatedAt":3575,"sourceType":3330,"tags":4474},"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",[3376,4174,4159,4475,3334],"ingress",{"title":4477,"description":4478,"path":4479,"category":3322,"updatedAt":3424,"sourceType":3330,"tags":4480},"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",[3532,4068,4481,3773,4482],"health","troubleshooting",{"title":4484,"description":4485,"path":4486,"category":3322,"updatedAt":4460,"sourceType":3330,"tags":4487},"对话记录清理（provider fixups）到底改了什么，不改什么","基于最新官方 Transcript Hygiene 文档，解释 OpenClaw 在运行前对 transcript 做的 provider-specific fixups、图片清理、tool 调用配对修复和思考签名清理分别解决什么问题，以及为什么它不会重写磁盘 JSONL。","/docs/reference/transcript-hygiene-and-provider-fixups",[4462,4488,3540,4489,3334],"hygiene","tool-calls",{"title":4491,"description":4492,"path":3279,"category":4302,"updatedAt":3416,"sourceType":3330,"tags":4493},"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。",[4482,4059,4068,3773],{"title":4495,"description":4496,"path":4497,"category":3322,"updatedAt":3547,"sourceType":3330,"tags":4498},"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",[3481,4499,4500,4462,3334],"history","inject",{"title":4502,"description":4503,"path":4504,"category":4505,"updatedAt":3467,"sourceType":3330,"tags":4506},"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",[4507,4508,4509,3682,4087,4088],"china","cloud","deployment",{"title":4511,"description":4512,"path":4513,"category":4505,"updatedAt":3416,"sourceType":3330,"tags":4514},"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",[4509,3427,4515,4508,4516],"docker","wsl2",{"title":4518,"description":4519,"path":4520,"category":4505,"updatedAt":3918,"sourceType":3330,"tags":4521},"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",[3409,4422,4522,4516],"install-script",{"title":4524,"description":4525,"path":4526,"category":4505,"updatedAt":3424,"sourceType":3330,"tags":4527},"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 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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",[3365,3368,3618,4507],{"title":4883,"description":4884,"path":4885,"category":4775,"date":3565,"updatedAt":3565,"sourceType":3330,"source":4886,"tags":4887},"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",[3705,3704,3646,4053,4888],"rotate",{"title":4890,"description":4891,"path":4892,"category":4775,"date":3547,"updatedAt":3547,"sourceType":3330,"source":4893,"tags":4894},"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 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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",[3459,3600,4422,4423,4135],{"title":5064,"description":5065,"path":5066,"category":4775,"date":3467,"updatedAt":3467,"sourceType":3330,"source":5067,"tags":5068},"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",[3818,3819,3402,3670,3460],{"title":5070,"description":5071,"path":5072,"category":4775,"date":3575,"updatedAt":3575,"sourceType":3330,"source":5073,"tags":5074},"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",[3540,978,3521,3542,3837],{"title":5076,"description":5077,"path":5078,"category":4775,"date":3575,"updatedAt":3575,"sourceType":3330,"source":5079,"tags":5080},"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",[3540,4219,978,3354,3375],{"title":5082,"description":5083,"path":5084,"category":4569,"date":3424,"updatedAt":3424,"sourceType":3330,"source":4763,"tags":5085},"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",[4133,4134,4136,4135],{"title":5087,"description":5088,"path":5089,"category":4775,"date":3547,"updatedAt":3547,"sourceType":3330,"source":4789,"tags":5090},"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",[3411,3704,3521,3426,4040],{"title":5092,"description":5093,"path":5094,"category":4775,"date":3565,"updatedAt":3565,"sourceType":3330,"source":5095,"tags":5096},"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",[3550,3549,5097,3356,3551],"threads",{"title":5099,"description":5100,"path":5101,"category":4775,"date":3527,"updatedAt":3527,"sourceType":3330,"source":5102,"tags":5103},"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",[3878,3765,3879,3452,3357],{"title":5105,"description":5106,"path":5107,"category":4775,"date":3565,"updatedAt":3565,"sourceType":3330,"source":5108,"tags":5109},"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",[4450,5110,5111,4449,3375],"snapshot","rotation",{"title":5113,"description":5114,"path":5115,"category":4775,"date":3565,"updatedAt":3565,"sourceType":3330,"source":4975,"tags":5116},"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",[3569,3376,4319,3704,4174],{"title":5118,"description":5119,"path":5120,"category":4775,"date":3467,"updatedAt":3467,"sourceType":3330,"source":5121,"tags":5122},"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",[3376,4159,4161,4160,3375],{"title":5124,"description":5125,"path":5126,"category":5127,"date":3350,"updatedAt":3350,"sourceType":3617,"source":5128,"tags":5129},"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",[3376,5130,3736,3374],"compliance",{"title":5132,"description":5133,"path":5134,"category":4775,"date":3547,"updatedAt":3547,"sourceType":3330,"source":5108,"tags":5135},"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",[3376,4449,3670,5136,3375],"proxy",{"title":5138,"description":5139,"path":5140,"category":4775,"date":4460,"updatedAt":4460,"sourceType":3330,"source":5141,"tags":5142},"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",[3569,4463,3936,4462,3354],{"title":5144,"description":5145,"path":5146,"category":4775,"date":4460,"updatedAt":4460,"sourceType":3330,"source":5147,"tags":5148},"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",[3506,3532,4469,4159,3375],{"title":5150,"description":5151,"path":5152,"category":4775,"date":3565,"updatedAt":3565,"sourceType":3330,"source":5153,"tags":5154},"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",[3376,4174,4175,5155,3354],"sandbox",{"title":5157,"description":5158,"path":5159,"category":4569,"date":3424,"updatedAt":3424,"sourceType":3330,"source":4965,"tags":5160},"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",[4967,3617,1603,3368,3403],{"title":5162,"description":5163,"path":5164,"category":4775,"date":3575,"updatedAt":3575,"sourceType":3330,"source":5153,"tags":5165},"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",[4174,4320,3567,3550,3376],{"title":5167,"description":5168,"path":5169,"category":4775,"date":4460,"updatedAt":4460,"sourceType":3330,"source":5170,"tags":5171},"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",[4462,3540,4488,4489,5172],"compatibility",{"title":5174,"description":5175,"path":5176,"category":4775,"date":3467,"updatedAt":3467,"sourceType":3330,"source":4820,"tags":5177},"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",[4194,3376,3426,3354,3542],{"title":5179,"description":5180,"path":5181,"category":4775,"date":3979,"updatedAt":3979,"sourceType":3330,"source":4940,"tags":5182},"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",[3354,3481,3981,4304,3569],{"title":5184,"description":5185,"path":5186,"category":4775,"date":3467,"updatedAt":3467,"sourceType":3330,"source":5187,"tags":5188},"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",[4535,4136,3812,3354,4942],{"title":5190,"description":5191,"path":5192,"category":4775,"date":3467,"updatedAt":3467,"sourceType":3330,"source":5193,"tags":5194},"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",[4206,4207,4208,4209,4210],{"title":5196,"description":5197,"path":5198,"category":4569,"date":3424,"updatedAt":3424,"sourceType":3330,"source":4965,"tags":5199},"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",[4967,3640,5200,5201,3654],"phone","tts",{"title":5203,"description":5204,"path":5205,"category":4775,"date":3565,"updatedAt":3565,"sourceType":3330,"source":5206,"tags":5207},"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",[3640,3967,3968,3521,3705],{"title":5209,"description":5210,"path":5211,"category":4569,"date":3424,"updatedAt":3424,"sourceType":3330,"source":4789,"tags":5212},"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",[3411,3481,3987,3626,4875],{"title":5214,"description":5215,"path":5216,"category":4775,"date":3979,"updatedAt":3979,"sourceType":3330,"source":5217,"tags":5218},"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 更像结构化集成面，入口分工正在变得更稳定。","/news/openclaw-webchat-control-surface-watch-2026-03-26","https://docs.openclaw.ai/web/webchat",[3481,3411,3981,3354,3676],{"title":5220,"description":5221,"path":5222,"category":4775,"date":3547,"updatedAt":3547,"sourceType":3330,"source":5067,"tags":5223},"OpenClaw 工作流治理能力继续成型","官方最近的 ClawHub、Lobster、OpenProse 与 Exec approvals 文档，正在把技能发现、确定性执行和审批恢复串成更完整的一条线。","/news/openclaw-workflow-governance-watch-2026-03-22",[3402,3819,3600,3670,3837],{"title":5225,"description":5226,"path":5227,"category":5228,"date":5229,"updatedAt":5229,"sourceType":3351,"source":5230,"tags":5231},"OpenClaw 中文站本周更新：扩展能力地图、案例展示重构与周更内容节奏启动","本周中文站完成扩展目录重排、案例展示页重构，并开始按“教程 + 更新 + 案例”三类节奏持续发布内容。","/news/openclawcn-weekly-update-2026-03-15","站点更新","2026-03-15","openclawcn.xyz",[5232,5233,3357,4967,5234],"site-update","content","weekly",{"title":5236,"description":5237,"path":5238,"category":5239,"date":4570,"updatedAt":3416,"sourceType":3330,"source":4571,"tags":5240},"OpenClaw 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