[{"data":1,"prerenderedAt":3257},["ShallowReactive",2],{"best-practices:discord-bot-advanced":3,"content-manifest":744},{"id":4,"title":5,"body":6,"category":727,"date":728,"description":729,"difficulty":730,"extension":731,"meta":732,"navigation":49,"path":733,"seo":734,"source":728,"sourceName":728,"sourceType":735,"stem":736,"tags":737,"updatedAt":742,"__hash__":743},"bestPractices/best-practices/discord-bot-advanced.md","Discord Bot 高级功能开发",{"type":7,"value":8,"toc":702},"minimark",[9,13,17,22,26,87,90,139,143,146,230,234,302,305,308,353,356,430,433,436,499,502,505,564,567,570,622,625,672,675,698],[10,11,5],"h1",{"id":12},"discord-bot-高级功能开发",[14,15,16],"p",{},"本文介绍 Discord Bot 的高级开发技巧。",[18,19,21],"h2",{"id":20},"slash-命令","Slash 命令",[23,24,25],"h3",{"id":25},"注册命令",[27,28,33],"pre",{"className":29,"code":30,"language":31,"meta":32,"style":32},"language-python shiki shiki-themes github-light github-dark","from discord import app_commands\n\n@tree.command()\nasync def ask(interaction: Interaction, question: str):\n    \"\"\"向 AI 助手提问\"\"\"\n    await interaction.response.defer()\n    answer = await openclaw.ask(question)\n    await interaction.followup.send(answer)\n","python","",[34,35,36,44,51,57,63,69,75,81],"code",{"__ignoreMap":32},[37,38,41],"span",{"class":39,"line":40},"line",1,[37,42,43],{},"from discord import app_commands\n",[37,45,47],{"class":39,"line":46},2,[37,48,50],{"emptyLinePlaceholder":49},true,"\n",[37,52,54],{"class":39,"line":53},3,[37,55,56],{},"@tree.command()\n",[37,58,60],{"class":39,"line":59},4,[37,61,62],{},"async def ask(interaction: Interaction, question: str):\n",[37,64,66],{"class":39,"line":65},5,[37,67,68],{},"    \"\"\"向 AI 助手提问\"\"\"\n",[37,70,72],{"class":39,"line":71},6,[37,73,74],{},"    await interaction.response.defer()\n",[37,76,78],{"class":39,"line":77},7,[37,79,80],{},"    answer = await openclaw.ask(question)\n",[37,82,84],{"class":39,"line":83},8,[37,85,86],{},"    await interaction.followup.send(answer)\n",[23,88,89],{"id":89},"子命令",[27,91,93],{"className":29,"code":92,"language":31,"meta":32,"style":32},"@tree.command()\nasync def manage(interaction: Interaction):\n    \"\"\"管理设置\"\"\"\n    pass\n\n@manage.subcommand()\nasync def set_channel(interaction: Interaction, channel: TextChannel):\n    \"\"\"设置响应频道\"\"\"\n    await interaction.response.send_message(f\"已设置频道: {channel.mention}\")\n",[34,94,95,99,104,109,114,118,123,128,133],{"__ignoreMap":32},[37,96,97],{"class":39,"line":40},[37,98,56],{},[37,100,101],{"class":39,"line":46},[37,102,103],{},"async def manage(interaction: Interaction):\n",[37,105,106],{"class":39,"line":53},[37,107,108],{},"    \"\"\"管理设置\"\"\"\n",[37,110,111],{"class":39,"line":59},[37,112,113],{},"    pass\n",[37,115,116],{"class":39,"line":65},[37,117,50],{"emptyLinePlaceholder":49},[37,119,120],{"class":39,"line":71},[37,121,122],{},"@manage.subcommand()\n",[37,124,125],{"class":39,"line":77},[37,126,127],{},"async def set_channel(interaction: Interaction, channel: TextChannel):\n",[37,129,130],{"class":39,"line":83},[37,131,132],{},"    \"\"\"设置响应频道\"\"\"\n",[37,134,136],{"class":39,"line":135},9,[37,137,138],{},"    await interaction.response.send_message(f\"已设置频道: {channel.mention}\")\n",[18,140,142],{"id":141},"embed-消息","Embed 消息",[23,144,145],{"id":145},"创建富文本消息",[27,147,149],{"className":29,"code":148,"language":31,"meta":32,"style":32},"from discord import Embed\n\nasync def send_ai_response(interaction, question):\n    embed = Embed(\n        title=\"🤖 AI 回答\",\n        description=question,\n        color=0x5865F2\n    )\n    embed.add_field(\n        name=\"答案\",\n        value=\"这是 AI 的回答内容...\",\n        inline=False\n    )\n    embed.set_footer(text=\"由 OpenClaw 提供\")\n    await interaction.response.send_message(embed=embed)\n",[34,150,151,156,160,165,170,175,180,185,190,195,201,207,213,218,224],{"__ignoreMap":32},[37,152,153],{"class":39,"line":40},[37,154,155],{},"from discord import Embed\n",[37,157,158],{"class":39,"line":46},[37,159,50],{"emptyLinePlaceholder":49},[37,161,162],{"class":39,"line":53},[37,163,164],{},"async def send_ai_response(interaction, question):\n",[37,166,167],{"class":39,"line":59},[37,168,169],{},"    embed = Embed(\n",[37,171,172],{"class":39,"line":65},[37,173,174],{},"        title=\"🤖 AI 回答\",\n",[37,176,177],{"class":39,"line":71},[37,178,179],{},"        description=question,\n",[37,181,182],{"class":39,"line":77},[37,183,184],{},"        color=0x5865F2\n",[37,186,187],{"class":39,"line":83},[37,188,189],{},"    )\n",[37,191,192],{"class":39,"line":135},[37,193,194],{},"    embed.add_field(\n",[37,196,198],{"class":39,"line":197},10,[37,199,200],{},"        name=\"答案\",\n",[37,202,204],{"class":39,"line":203},11,[37,205,206],{},"        value=\"这是 AI 的回答内容...\",\n",[37,208,210],{"class":39,"line":209},12,[37,211,212],{},"        inline=False\n",[37,214,216],{"class":39,"line":215},13,[37,217,189],{},[37,219,221],{"class":39,"line":220},14,[37,222,223],{},"    embed.set_footer(text=\"由 OpenClaw 提供\")\n",[37,225,227],{"class":39,"line":226},15,[37,228,229],{},"    await interaction.response.send_message(embed=embed)\n",[23,231,233],{"id":232},"动态-embed","动态 Embed",[27,235,237],{"className":29,"code":236,"language":31,"meta":32,"style":32},"async def create_status_embed(status):\n    colors = {\n        \"online\": 0x57F287,\n        \"idle\": 0xFEE75C,\n        \"dnd\": 0xED4245\n    }\n    embed = Embed(\n        title=\"系统状态\",\n        color=colors.get(status[\"state\"], 0xFFFFFF)\n    )\n    for metric, value in status[\"metrics\"].items():\n        embed.add_field(name=metric, value=value)\n    return embed\n",[34,238,239,244,249,254,259,264,269,273,278,283,287,292,297],{"__ignoreMap":32},[37,240,241],{"class":39,"line":40},[37,242,243],{},"async def create_status_embed(status):\n",[37,245,246],{"class":39,"line":46},[37,247,248],{},"    colors = {\n",[37,250,251],{"class":39,"line":53},[37,252,253],{},"        \"online\": 0x57F287,\n",[37,255,256],{"class":39,"line":59},[37,257,258],{},"        \"idle\": 0xFEE75C,\n",[37,260,261],{"class":39,"line":65},[37,262,263],{},"        \"dnd\": 0xED4245\n",[37,265,266],{"class":39,"line":71},[37,267,268],{},"    }\n",[37,270,271],{"class":39,"line":77},[37,272,169],{},[37,274,275],{"class":39,"line":83},[37,276,277],{},"        title=\"系统状态\",\n",[37,279,280],{"class":39,"line":135},[37,281,282],{},"        color=colors.get(status[\"state\"], 0xFFFFFF)\n",[37,284,285],{"class":39,"line":197},[37,286,189],{},[37,288,289],{"class":39,"line":203},[37,290,291],{},"    for metric, value in status[\"metrics\"].items():\n",[37,293,294],{"class":39,"line":209},[37,295,296],{},"        embed.add_field(name=metric, value=value)\n",[37,298,299],{"class":39,"line":215},[37,300,301],{},"    return embed\n",[18,303,304],{"id":304},"语音频道",[23,306,307],{"id":307},"语音状态检测",[27,309,311],{"className":29,"code":310,"language":31,"meta":32,"style":32},"@client.event\nasync def on_voice_state_update(member, before, after):\n    if before.channel is None and after.channel is not None:\n        # 用户加入语音频道\n        await send_welcome(member, after.channel)\n    elif before.channel is not None and after.channel is None:\n        # 用户离开语音频道\n        await log_leave(member, before.channel)\n",[34,312,313,318,323,328,333,338,343,348],{"__ignoreMap":32},[37,314,315],{"class":39,"line":40},[37,316,317],{},"@client.event\n",[37,319,320],{"class":39,"line":46},[37,321,322],{},"async def on_voice_state_update(member, before, after):\n",[37,324,325],{"class":39,"line":53},[37,326,327],{},"    if before.channel is None and after.channel is not None:\n",[37,329,330],{"class":39,"line":59},[37,331,332],{},"        # 用户加入语音频道\n",[37,334,335],{"class":39,"line":65},[37,336,337],{},"        await send_welcome(member, after.channel)\n",[37,339,340],{"class":39,"line":71},[37,341,342],{},"    elif before.channel is not None and after.channel is None:\n",[37,344,345],{"class":39,"line":77},[37,346,347],{},"        # 用户离开语音频道\n",[37,349,350],{"class":39,"line":83},[37,351,352],{},"        await log_leave(member, before.channel)\n",[23,354,355],{"id":355},"语音频道命令",[27,357,359],{"className":29,"code":358,"language":31,"meta":32,"style":32},"@tree.command()\nasync def join(interaction: Interaction):\n    \"\"\"加入语音频道\"\"\"\n    voice_client = interaction.guild.voice_client\n    if voice_client:\n        await interaction.response.send_message(\"已在语音频道中\")\n        return\n    \n    if interaction.user.voice:\n        channel = interaction.user.voice.channel\n        await channel.connect()\n        await interaction.response.send_message(f\"已加入 {channel.name}\")\n    else:\n        await interaction.response.send_message(\"请先加入语音频道\")\n",[34,360,361,365,370,375,380,385,390,395,400,405,410,415,420,425],{"__ignoreMap":32},[37,362,363],{"class":39,"line":40},[37,364,56],{},[37,366,367],{"class":39,"line":46},[37,368,369],{},"async def join(interaction: Interaction):\n",[37,371,372],{"class":39,"line":53},[37,373,374],{},"    \"\"\"加入语音频道\"\"\"\n",[37,376,377],{"class":39,"line":59},[37,378,379],{},"    voice_client = interaction.guild.voice_client\n",[37,381,382],{"class":39,"line":65},[37,383,384],{},"    if voice_client:\n",[37,386,387],{"class":39,"line":71},[37,388,389],{},"        await interaction.response.send_message(\"已在语音频道中\")\n",[37,391,392],{"class":39,"line":77},[37,393,394],{},"        return\n",[37,396,397],{"class":39,"line":83},[37,398,399],{},"    \n",[37,401,402],{"class":39,"line":135},[37,403,404],{},"    if interaction.user.voice:\n",[37,406,407],{"class":39,"line":197},[37,408,409],{},"        channel = interaction.user.voice.channel\n",[37,411,412],{"class":39,"line":203},[37,413,414],{},"        await channel.connect()\n",[37,416,417],{"class":39,"line":209},[37,418,419],{},"        await interaction.response.send_message(f\"已加入 {channel.name}\")\n",[37,421,422],{"class":39,"line":215},[37,423,424],{},"    else:\n",[37,426,427],{"class":39,"line":220},[37,428,429],{},"        await interaction.response.send_message(\"请先加入语音频道\")\n",[18,431,432],{"id":432},"按钮交互",[23,434,435],{"id":435},"交互式按钮",[27,437,439],{"className":29,"code":438,"language":31,"meta":32,"style":32},"from discord import ButtonStyle\nfrom discord.ui import View, Button\n\nclass AIView(View):\n    @discord.ui.button(label=\"重新生成\", style=ButtonStyle.primary)\n    async def regenerate(self, button, interaction):\n        await interaction.response.edit_message(content=\"正在重新生成...\")\n        # 重新生成逻辑\n\n    @discord.ui.button(label=\"停止\", style=ButtonStyle.danger)\n    async def stop(self, button, interaction):\n        await interaction.response.edit_message(content=\"已停止\")\n",[34,440,441,446,451,455,460,465,470,475,480,484,489,494],{"__ignoreMap":32},[37,442,443],{"class":39,"line":40},[37,444,445],{},"from discord import ButtonStyle\n",[37,447,448],{"class":39,"line":46},[37,449,450],{},"from discord.ui import View, Button\n",[37,452,453],{"class":39,"line":53},[37,454,50],{"emptyLinePlaceholder":49},[37,456,457],{"class":39,"line":59},[37,458,459],{},"class AIView(View):\n",[37,461,462],{"class":39,"line":65},[37,463,464],{},"    @discord.ui.button(label=\"重新生成\", style=ButtonStyle.primary)\n",[37,466,467],{"class":39,"line":71},[37,468,469],{},"    async def regenerate(self, button, interaction):\n",[37,471,472],{"class":39,"line":77},[37,473,474],{},"        await interaction.response.edit_message(content=\"正在重新生成...\")\n",[37,476,477],{"class":39,"line":83},[37,478,479],{},"        # 重新生成逻辑\n",[37,481,482],{"class":39,"line":135},[37,483,50],{"emptyLinePlaceholder":49},[37,485,486],{"class":39,"line":197},[37,487,488],{},"    @discord.ui.button(label=\"停止\", style=ButtonStyle.danger)\n",[37,490,491],{"class":39,"line":203},[37,492,493],{},"    async def stop(self, button, interaction):\n",[37,495,496],{"class":39,"line":209},[37,497,498],{},"        await interaction.response.edit_message(content=\"已停止\")\n",[18,500,501],{"id":501},"选择菜单",[23,503,504],{"id":504},"下拉选择",[27,506,508],{"className":29,"code":507,"language":31,"meta":32,"style":32},"class ModelSelect(View):\n    @discord.ui.select(\n        placeholder=\"选择 AI 模型\",\n        options=[\n            SelectOption(label=\"Claude 3.5\", value=\"claude\"),\n            SelectOption(label=\"GPT-4\", value=\"gpt4\"),\n            SelectOption(label=\"Gemini\", value=\"gemini\")\n        ]\n    )\n    async def select_model(self, select, interaction):\n        await interaction.response.send_message(f\"已选择: {select.values[0]}\")\n",[34,509,510,515,520,525,530,535,540,545,550,554,559],{"__ignoreMap":32},[37,511,512],{"class":39,"line":40},[37,513,514],{},"class ModelSelect(View):\n",[37,516,517],{"class":39,"line":46},[37,518,519],{},"    @discord.ui.select(\n",[37,521,522],{"class":39,"line":53},[37,523,524],{},"        placeholder=\"选择 AI 模型\",\n",[37,526,527],{"class":39,"line":59},[37,528,529],{},"        options=[\n",[37,531,532],{"class":39,"line":65},[37,533,534],{},"            SelectOption(label=\"Claude 3.5\", value=\"claude\"),\n",[37,536,537],{"class":39,"line":71},[37,538,539],{},"            SelectOption(label=\"GPT-4\", value=\"gpt4\"),\n",[37,541,542],{"class":39,"line":77},[37,543,544],{},"            SelectOption(label=\"Gemini\", value=\"gemini\")\n",[37,546,547],{"class":39,"line":83},[37,548,549],{},"        ]\n",[37,551,552],{"class":39,"line":135},[37,553,189],{},[37,555,556],{"class":39,"line":197},[37,557,558],{},"    async def select_model(self, select, interaction):\n",[37,560,561],{"class":39,"line":203},[37,562,563],{},"        await interaction.response.send_message(f\"已选择: {select.values[0]}\")\n",[18,565,566],{"id":566},"事件处理",[23,568,569],{"id":569},"消息监听",[27,571,573],{"className":29,"code":572,"language":31,"meta":32,"style":32},"@client.event\nasync def on_message(message):\n    if message.author.bot:\n        return\n    \n    # 检查是否 @ 了 Bot\n    if client.user in message.mentions:\n        question = message.content.replace(f\"@{client.user.mention}\", \"\").strip()\n        response = await openclaw.ask(question)\n        await message.reply(response)\n",[34,574,575,579,584,589,593,597,602,607,612,617],{"__ignoreMap":32},[37,576,577],{"class":39,"line":40},[37,578,317],{},[37,580,581],{"class":39,"line":46},[37,582,583],{},"async def on_message(message):\n",[37,585,586],{"class":39,"line":53},[37,587,588],{},"    if message.author.bot:\n",[37,590,591],{"class":39,"line":59},[37,592,394],{},[37,594,595],{"class":39,"line":65},[37,596,399],{},[37,598,599],{"class":39,"line":71},[37,600,601],{},"    # 检查是否 @ 了 Bot\n",[37,603,604],{"class":39,"line":77},[37,605,606],{},"    if client.user in message.mentions:\n",[37,608,609],{"class":39,"line":83},[37,610,611],{},"        question = message.content.replace(f\"@{client.user.mention}\", \"\").strip()\n",[37,613,614],{"class":39,"line":135},[37,615,616],{},"        response = await openclaw.ask(question)\n",[37,618,619],{"class":39,"line":197},[37,620,621],{},"        await message.reply(response)\n",[23,623,624],{"id":624},"成员加入",[27,626,628],{"className":29,"code":627,"language":31,"meta":32,"style":32},"@client.event\nasync def on_member_join(member):\n    channel = member.guild.system_channel\n    embed = Embed(\n        title=\"欢迎新成员！\",\n        description=f\"欢迎 {member.mention} 加入服务器\",\n        color=0x57F287\n    )\n    await channel.send(embed=embed)\n",[34,629,630,634,639,644,648,653,658,663,667],{"__ignoreMap":32},[37,631,632],{"class":39,"line":40},[37,633,317],{},[37,635,636],{"class":39,"line":46},[37,637,638],{},"async def on_member_join(member):\n",[37,640,641],{"class":39,"line":53},[37,642,643],{},"    channel = member.guild.system_channel\n",[37,645,646],{"class":39,"line":59},[37,647,169],{},[37,649,650],{"class":39,"line":65},[37,651,652],{},"        title=\"欢迎新成员！\",\n",[37,654,655],{"class":39,"line":71},[37,656,657],{},"        description=f\"欢迎 {member.mention} 加入服务器\",\n",[37,659,660],{"class":39,"line":77},[37,661,662],{},"        color=0x57F287\n",[37,664,665],{"class":39,"line":83},[37,666,189],{},[37,668,669],{"class":39,"line":135},[37,670,671],{},"    await channel.send(embed=embed)\n",[18,673,674],{"id":674},"下一步",[676,677,678,686,692],"ul",{},[679,680,681],"li",{},[682,683,685],"a",{"href":684},"/news/discord-integration","Discord 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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",[759,1678,1208,1313,917],"rpc",{"title":1680,"description":1681,"path":1682,"category":1544,"updatedAt":922,"sourceType":788,"tags":1683},"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",[1075,1076,759,916,1550],{"title":1685,"description":1686,"path":1687,"category":1544,"updatedAt":1305,"sourceType":788,"tags":1688},"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",[944,759,887,817,1550],{"title":1690,"description":1691,"path":1692,"category":1544,"updatedAt":950,"sourceType":788,"tags":1693},"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",[759,1313,1694,1695,1550],"protocol","scopes",{"title":1697,"description":1698,"path":1699,"category":1544,"updatedAt":940,"sourceType":788,"tags":1700},"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",[943,1701,925,1161,1094],"mention",{"title":1703,"description":1704,"path":1705,"category":1544,"updatedAt":950,"sourceType":788,"tags":1706},"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",[1360,1707,1708,1709,1550],"visibility","activeHours","alerts",{"title":1711,"description":1712,"path":1713,"category":1544,"updatedAt":940,"sourceType":788,"tags":1714},"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",[1307,1313,1715,759,1550],"sdk",{"title":1717,"description":1718,"path":1719,"category":1544,"updatedAt":940,"sourceType":788,"tags":1720},"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",[772,1721,1337,1722,1550],"include","arrays",{"title":1724,"description":1725,"path":1726,"category":1544,"updatedAt":922,"sourceType":788,"tags":1727},"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",[1181,1728,1050,808,1550],"invoke",{"title":1730,"description":1731,"path":1732,"category":1544,"updatedAt":950,"sourceType":788,"tags":1733},"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",[762,1734,1735,1736,1737,1550],"hybrid-search","ranking","mmr","retrieval",{"title":1739,"description":1740,"path":1741,"category":1544,"updatedAt":872,"sourceType":788,"tags":1742},"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",[880,1743,1024,1035,1550],"probe",{"title":1745,"description":1746,"path":1747,"category":1544,"updatedAt":1244,"sourceType":788,"tags":1748},"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",[1075,1076,1580,1749,1367],"credentials",{"title":1751,"description":1752,"path":1753,"category":1544,"updatedAt":872,"sourceType":788,"tags":1754},"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",[864,978,1755,1756,1464,1550],"npm","pin",{"title":1758,"description":1759,"path":1760,"category":1635,"updatedAt":829,"sourceType":788,"tags":1761},"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",[1637,1762,1144,1035,1107],"raw-stream",{"title":1764,"description":1765,"path":1766,"category":1544,"updatedAt":950,"sourceType":788,"tags":1767},"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",[831,1768,1024,759,1550],"tlsFingerprint",{"title":1770,"description":1771,"path":1772,"category":1544,"updatedAt":950,"sourceType":788,"tags":1773},"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",[943,1774,1775,1776,1550],"mentions","pending-history","reply",{"title":1778,"description":1779,"path":1780,"category":1544,"updatedAt":922,"sourceType":788,"tags":1781},"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",[1782,1783,1784,1035,1550],"secrets","secretrefs","runtime",{"title":1786,"description":1787,"path":1788,"category":1544,"updatedAt":940,"sourceType":788,"tags":1789},"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",[944,781,1652,1075,1161],{"title":1791,"description":1792,"path":1793,"category":1544,"updatedAt":1794,"sourceType":788,"tags":1795},"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",[944,1796,1797,1263,1550],"transcript","jsonl",{"title":1799,"description":1800,"path":1801,"category":1544,"updatedAt":1794,"sourceType":788,"tags":1802},"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",[1063,1208,1803,1488,780],"store",{"title":1805,"description":1806,"path":1807,"category":1544,"updatedAt":950,"sourceType":788,"tags":1808},"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",[781,1503,1488,1809,1550],"ingress",{"title":1811,"description":1812,"path":1813,"category":1544,"updatedAt":829,"sourceType":788,"tags":1814},"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",[1208,1395,1815,1144,1816],"health","troubleshooting",{"title":1818,"description":1819,"path":1820,"category":1544,"updatedAt":1794,"sourceType":788,"tags":1821},"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",[1796,1822,1035,1823,1550],"hygiene","tool-calls",{"title":1825,"description":1826,"path":1827,"category":1635,"updatedAt":742,"sourceType":788,"tags":1828},"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",[1816,1386,1395,1144],{"title":1830,"description":1831,"path":1832,"category":1544,"updatedAt":922,"sourceType":788,"tags":1833},"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",[887,1834,1835,1796,1550],"history","inject",{"title":1837,"description":1838,"path":1839,"category":1840,"updatedAt":872,"sourceType":788,"tags":1841},"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",[1842,1843,1844,1845,1414,1415],"china","cloud","deployment","feishu",{"title":1847,"description":1848,"path":1849,"category":1840,"updatedAt":742,"sourceType":788,"tags":1850},"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",[1844,832,1851,1843,1852],"docker","wsl2",{"title":1854,"description":1855,"path":1856,"category":1840,"updatedAt":1254,"sourceType":788,"tags":1857},"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",[815,1755,1858,1852],"install-script",{"title":1860,"description":1861,"path":1862,"category":1840,"updatedAt":829,"sourceType":788,"tags":1863},"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",[815,1864,1858,1865,1465],"updater","git",{"title":1867,"description":1868,"path":1869,"category":1840,"updatedAt":787,"sourceType":788,"tags":1870},"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",[815,1864,1871,1386,1465],"uninstall",{"title":1873,"description":1874,"path":1875,"category":1840,"updatedAt":787,"sourceType":788,"tags":1876},"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",[1877,815,824,1878],"linux","server",{"title":1880,"description":1881,"path":1882,"category":1840,"updatedAt":787,"sourceType":788,"tags":1883},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[934,815,824,1884],"apple",{"title":1886,"description":1887,"path":1888,"category":1889,"updatedAt":742,"sourceType":788,"tags":1890},"版本迁移与升级检查单","在 OpenClaw 版本升级前后，优先检查配置、CLI、认证和入口层变化，避免把升级直接变成线上事故。","/docs/setup/migration-guide","迁移",[1891,1892,1462,1893],"migration","upgrade","checklist",{"title":1895,"description":1896,"path":1897,"category":1840,"updatedAt":787,"sourceType":788,"tags":1898},"Windows 安装指南","在 Windows 上安装和配置 OpenClaw 的详细指南，推荐使用 WSL2。","/docs/setup/windows-installation",[1899,815,824,1852],"windows",{"count":1901,"latestDate":1794,"items":1902},111,[1903,1911,1923,1930,1940,1949,1954,1963,1971,1977,1984,1990,1997,2005,2011,2021,2031,2038,2044,2054,2066,2076,2082,2089,2095,2103,2110,2118,2124,2131,2137,2143,2149,2154,2160,2167,2173,2180,2186,2192,2198,2204,2210,2217,2223,2228,2239,2245,2251,2258,2265,2271,2277,2283,2293,2299,2305,2310,2316,2321,2328,2334,2340,2345,2351,2358,2363,2369,2374,2380,2386,2392,2398,2404,2409,2414,2421,2429,2434,2440,2448,2454,2460,2466,2473,2478,2483,2490,2495,2500,2506,2512,2519,2525,2530,2536,2541,2552,2560,2565,2573,2578,2585,2590,2596,2600,2606,2611,2619,2625,2631],{"title":1904,"description":1905,"path":1906,"category":1907,"date":1908,"updatedAt":742,"sourceType":788,"source":1909,"tags":1910},"OpenClaw 支持超过 50 个集成平台","OpenClaw 宣布已支持超过 50 个消息和生产力平台集成，成为最全面的 AI 助手解决方案。","/news/50-integrations","生态动态","2026-03-09","openclaw.ai",[1322,740,996],{"title":1912,"description":1913,"path":1914,"category":1915,"date":1916,"updatedAt":855,"sourceType":788,"source":1909,"tags":1917},"OpenClaw 与主流 AI 模型对比分析","深入对比 OpenClaw 支持的各类 AI 模型，帮助用户选择最适合自己需求的模型配置。","/news/ai-model-comparison","技术深度","2026-03-07",[880,1918,1919,1920,1921,1922],"comparison","gpt","claude","llama","analysis",{"title":1924,"description":1925,"path":1926,"category":1927,"date":1908,"updatedAt":742,"sourceType":788,"source":1909,"tags":1928},"OpenClaw 支持多种 AI 模型选择","OpenClaw 支持 Anthropic Claude、OpenAI GPT 和本地模型，为用户提供灵活的 AI 选择。","/news/ai-model-flexibility","功能介绍",[1929,880,1920,1919,832],"ai",{"title":1931,"description":1932,"path":1933,"category":1934,"date":1935,"updatedAt":855,"sourceType":1602,"source":1936,"tags":1937},"OpenClaw API v2 正式发布","OpenClaw 发布全新 API v2 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在中文企业场景中的关注重点，包括私有化部署、安全边界、行业接入与内部工作流自动化。","/news/openclaw-enterprise-adoption-watch-2026-03-16","content/tmp/2026-03-16/openclaw-enterprise-adoption-boom.md",[779,1844,808,1842],{"title":2246,"description":2247,"path":2248,"category":1907,"date":829,"updatedAt":829,"sourceType":788,"source":2249,"tags":2250},"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",[773,978,864,866,997],{"title":2252,"description":2253,"path":2254,"category":2114,"date":940,"updatedAt":940,"sourceType":788,"source":2255,"tags":2256},"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",[759,1075,2257,1025,916],"pending",{"title":2259,"description":2260,"path":2261,"category":2114,"date":1305,"updatedAt":1305,"sourceType":788,"source":2262,"tags":2263},"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",[759,944,887,817,2264],"state",{"title":2266,"description":2267,"path":2268,"category":2114,"date":940,"updatedAt":940,"sourceType":788,"source":2269,"tags":2270},"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",[772,1721,1337,1722,780],{"title":2284,"description":2285,"path":2286,"category":1907,"date":829,"updatedAt":829,"sourceType":788,"source":2287,"tags":2288},"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",[2289,1844,2290,2291,2292],"showcase","home-assistant","nix","infrastructure",{"title":2294,"description":2295,"path":2296,"category":2114,"date":922,"updatedAt":922,"sourceType":788,"source":2297,"tags":2298},"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",[1063,762,1263,2185,1187],{"title":2300,"description":2301,"path":2302,"category":2114,"date":922,"updatedAt":922,"sourceType":788,"source":2303,"tags":2304},"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",[1465,1352,1063,1353,780],{"title":2306,"description":2307,"path":2308,"category":1934,"date":1908,"updatedAt":742,"sourceType":1602,"source":1936,"tags":2309},"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",[1462,1535,1463,773,781],{"title":2311,"description":2312,"path":2313,"category":2114,"date":872,"updatedAt":872,"sourceType":788,"source":2314,"tags":2315},"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",[2289,762,1033,2326,2327],"vector-search","knowledge",{"title":2329,"description":2330,"path":2331,"category":2114,"date":940,"updatedAt":940,"sourceType":788,"source":2332,"tags":2333},"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",[1701,943,971,738,1041],{"title":2335,"description":2336,"path":2337,"category":2114,"date":922,"updatedAt":922,"sourceType":788,"source":2338,"tags":2339},"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",[1094,887,925,1098,740],{"title":2341,"description":2342,"path":2343,"category":2114,"date":872,"updatedAt":872,"sourceType":788,"source":2171,"tags":2344},"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",[880,1743,1035,1024,1424],{"title":2346,"description":2347,"path":2348,"category":2114,"date":940,"updatedAt":940,"sourceType":788,"source":2349,"tags":2350},"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",[916,1074,759,1075,1076],{"title":2352,"description":2353,"path":2354,"category":1907,"date":829,"updatedAt":829,"sourceType":788,"source":2355,"tags":2356},"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",[816,1891,2357,1892,1465],"install",{"title":2359,"description":2360,"path":2361,"category":2114,"date":1305,"updatedAt":1305,"sourceType":788,"source":2190,"tags":2362},"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",[1477,1026,1004,1075,831],{"title":2364,"description":2365,"path":2366,"category":2114,"date":950,"updatedAt":950,"sourceType":788,"source":2367,"tags":2368},"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",[817,887,1313,1477,917],{"title":2370,"description":2371,"path":2372,"category":2114,"date":940,"updatedAt":940,"sourceType":788,"source":2214,"tags":2373},"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",[1075,1580,740,1581,780],{"title":2375,"description":2376,"path":2377,"category":1907,"date":829,"updatedAt":829,"sourceType":788,"source":2378,"tags":2379},"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",[864,996,866,995,997],{"title":2381,"description":2382,"path":2383,"category":2114,"date":872,"updatedAt":872,"sourceType":788,"source":2384,"tags":2385},"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 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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",[1035,880,916,1024,1187],{"title":2399,"description":2400,"path":2401,"category":2114,"date":950,"updatedAt":950,"sourceType":788,"source":2402,"tags":2403},"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",[1035,1549,880,759,780],{"title":2405,"description":2406,"path":2407,"category":1907,"date":829,"updatedAt":829,"sourceType":788,"source":2108,"tags":2408},"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",[1462,1463,1465,1464],{"title":2410,"description":2411,"path":2412,"category":2114,"date":922,"updatedAt":922,"sourceType":788,"source":2128,"tags":2413},"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",[817,1075,916,831,1367],{"title":2415,"description":2416,"path":2417,"category":2114,"date":940,"updatedAt":940,"sourceType":788,"source":2418,"tags":2419},"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",[925,924,2420,740,926],"threads",{"title":2422,"description":2423,"path":2424,"category":2114,"date":940,"updatedAt":940,"sourceType":788,"source":2425,"tags":2426},"OpenClaw Secret 观察：active snapshot 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