[{"data":1,"prerenderedAt":3391},["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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headless nodes、普通设备节点和 Gateway 之间的职责差异，帮助团队理解“能力跑在哪台机器上”这条边界。","/docs/manual/headless-node-hosts-and-device-boundaries",[926,1111,1112,1113,759],"headless","pairing","devices",{"title":1115,"description":1116,"path":1117,"category":917,"updatedAt":829,"sourceType":788,"tags":1118},"Hooks 生命周期与事件类型","基于最新官方 Hooks 文档，解释 agent:bootstrap、session start/end、/new、/reset 等生命周期事件分别适合放什么逻辑，以及什么时候该用 hook pack 或插件托管 hooks。","/docs/manual/hook-lifecycle-events",[866,1119,1120,809,864],"lifecycle","events",{"title":1122,"description":1123,"path":1124,"category":917,"updatedAt":742,"sourceType":788,"tags":1125},"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",[866,809,1084,1120],{"title":1127,"description":1128,"path":1129,"category":917,"updatedAt":952,"sourceType":788,"tags":1130},"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",[1131,1132,1133,1134,1135],"messages","queueing","dedupe","debounce","delivery",{"title":1137,"description":1138,"path":1139,"category":917,"updatedAt":872,"sourceType":788,"tags":1140},"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 助手体验。","/docs/manual/local-models-ollama",[1141,1142,1143,1144,857],"ollama","local-model","llm","privacy",{"title":1146,"description":1147,"path":1148,"category":917,"updatedAt":829,"sourceType":788,"tags":1149},"节点位置能力怎么用","基于最新官方 Location Command 文档，整理 OpenClaw 的 location.get 能力、权限模式、精确位置开关，以及它和普通聊天入口的边界。","/docs/manual/location-command-nodes",[1150,926,989,1151,1152],"location","permissions","gps",{"title":1154,"description":1155,"path":1156,"category":917,"updatedAt":829,"sourceType":788,"tags":1157},"记忆文件怎么分层加载","基于最新官方 Memory 文档，整理 OpenClaw 的 daily log、MEMORY.md、memory_search 和 memory_get 各自适合存什么，以及为什么群组上下文不该直接读长期记忆。","/docs/manual/memory-files-and-loading-boundaries",[762,1158,912,1159,1160],"markdown","memory_search","memory_get",{"title":1162,"description":1163,"path":1164,"category":917,"updatedAt":872,"sourceType":788,"tags":1165},"memory plugin slot 和 Markdown source of truth 怎么配合","基于最新官方 Memory、CLI memory 与 Plugins 文档，解释为什么 OpenClaw 记忆的 source of truth 仍然是 Markdown 文件，以及 plugins.slots.memory 该怎么理解和切换。","/docs/manual/memory-plugin-slots-and-source-of-truth",[762,864,1166,1167,1158],"lancedb","memory-core",{"title":1169,"description":1170,"path":1171,"category":917,"updatedAt":1074,"sourceType":788,"tags":1172},"记忆搜索与索引机制","基于官方记忆概念和 memory CLI 文档，解释记忆文件、索引来源、provider 选择以及排障时该看什么。","/docs/manual/memory-search-and-indexing",[762,1173,1174,1175,1166],"search","indexing","embeddings",{"title":1177,"description":1178,"path":1179,"category":917,"updatedAt":742,"sourceType":735,"tags":1180},"OpenClaw 记忆系统怎么工作","理解 OpenClaw 的 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的职责，帮助团队理解模型白名单和共享能力门控到底会影响什么。","/docs/manual/model-allowlists-and-capability-gating",[880,1198,1199,1200,1201,906],"allowlist","aliases","image","gating",{"title":1203,"description":1204,"path":1205,"category":917,"updatedAt":872,"sourceType":788,"tags":1206},"OpenClaw 的 Models 应该怎么理解","理解 OpenClaw 里模型层的角色、选择思路和常见配置边界，避免把所有问题都误判成模型问题。","/docs/manual/models-overview",[880,1143,945,955],{"title":1208,"description":1209,"path":1210,"category":917,"updatedAt":742,"sourceType":788,"tags":1211},"Nodes 与设备能力","理解 OpenClaw 的 nodes 是什么、如何配对，以及相机、语音、屏幕、位置等设备能力在系统里的作用。","/docs/manual/nodes-and-device-actions",[926,989,988,1047,1112],{"title":1213,"description":1214,"path":1215,"category":906,"updatedAt":907,"sourceType":788,"tags":1216},"OAuth 认证与多账号管理","理解 OpenClaw 如何处理 OAuth 认证、Token 存储和多账号路由，以及常见问题排查。","/docs/manual/oauth-auth",[1217,947,1218,1219,1220],"oauth","codex","claude","profiles",{"title":1222,"description":1223,"path":1224,"category":917,"updatedAt":872,"sourceType":788,"tags":1225},"OpenProse 和 Lobster 的边界怎么分","基于最新官方 Lobster 文档，整理 OpenProse 与 Lobster 在多智能体准备、确定性执行和审批恢复上的分工，帮助中文团队判断什么时候该用 /prose，什么时候该转成工作流运行时。","/docs/manual/openprose-and-lobster-boundaries",[1226,1227,865,1078,808],"openprose","lobster",{"title":1229,"description":1230,"path":1231,"category":906,"updatedAt":1232,"sourceType":788,"tags":1233},"平台支持总览","OpenClaw 支持的操作系统和部署平台，包括 Gateway、桌面应用和移动节点。","/docs/manual/platforms-overview","2026-06-06",[1234,964,1235,1236,1237,1238,1239],"platforms","ios","android","windows","linux","install",{"title":1241,"description":1242,"path":1243,"category":917,"updatedAt":829,"sourceType":788,"tags":1244},"插件托管 hooks 与扩展能力边界","基于最新官方 Plugins 与 Hooks 文档，整理插件托管 hooks 的工作方式、显示位置、启停边界，以及为什么它和独立 hook pack 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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",[974,1735,1736,955,1629],"dmScope","identityLinks",{"title":1738,"description":1739,"path":1740,"category":1623,"updatedAt":952,"sourceType":788,"tags":1741},"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",[1466,1467,1635,1742,1629],"migrations",{"title":1744,"description":1745,"path":1746,"category":1623,"updatedAt":952,"sourceType":788,"tags":1747},"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",[1321,772,982,1748,1629],"shell",{"title":1750,"description":1751,"path":1752,"category":1623,"updatedAt":872,"sourceType":756,"tags":1753},"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",[1754,1541,1024,1755,1543],"sources","trust",{"title":1757,"description":1758,"path":1759,"category":1623,"updatedAt":829,"sourceType":788,"tags":1760},"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",[759,1761,937,1394,927],"rpc",{"title":1763,"description":1764,"path":1765,"category":1623,"updatedAt":952,"sourceType":788,"tags":1766},"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",[1112,1113,759,926,1629],{"title":1768,"description":1769,"path":1770,"category":1623,"updatedAt":1386,"sourceType":788,"tags":1771},"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",[974,759,887,817,1629],{"title":1773,"description":1774,"path":1775,"category":1623,"updatedAt":980,"sourceType":788,"tags":1776},"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",[759,1394,1777,1778,1629],"protocol","scopes",{"title":1780,"description":1781,"path":1782,"category":1623,"updatedAt":970,"sourceType":788,"tags":1783},"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",[973,1784,955,1198,1131],"mention",{"title":1786,"description":1787,"path":1788,"category":1623,"updatedAt":980,"sourceType":788,"tags":1789},"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",[1440,1790,1791,1792,1629],"visibility","activeHours","alerts",{"title":1794,"description":1795,"path":1796,"category":1623,"updatedAt":970,"sourceType":788,"tags":1797},"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",[1388,1394,1798,759,1629],"sdk",{"title":1800,"description":1801,"path":1802,"category":1623,"updatedAt":970,"sourceType":788,"tags":1803},"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",[772,1804,1418,1805,1629],"include","arrays",{"title":1807,"description":1808,"path":1809,"category":1623,"updatedAt":952,"sourceType":788,"tags":1810},"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",[1227,1811,1078,808,1629],"invoke",{"title":1813,"description":1814,"path":1815,"category":1623,"updatedAt":980,"sourceType":788,"tags":1816},"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",[762,1817,1818,1819,1820,1629],"hybrid-search","ranking","mmr","retrieval",{"title":1822,"description":1823,"path":1824,"category":1623,"updatedAt":872,"sourceType":788,"tags":1825},"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",[880,1826,947,945,1629],"probe",{"title":1828,"description":1829,"path":1830,"category":1623,"updatedAt":1316,"sourceType":788,"tags":1831},"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",[1112,1113,1664,1832,1447],"credentials",{"title":1834,"description":1835,"path":1836,"category":1623,"updatedAt":872,"sourceType":788,"tags":1837},"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",[864,1007,1838,1839,1543,1629],"npm","pin",{"title":1841,"description":1842,"path":1843,"category":1718,"updatedAt":829,"sourceType":788,"tags":1844},"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",[1720,1845,1181,945,1144],"raw-stream",{"title":1847,"description":1848,"path":1849,"category":1623,"updatedAt":980,"sourceType":788,"tags":1850},"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",[831,1851,947,759,1629],"tlsFingerprint",{"title":1853,"description":1854,"path":1855,"category":1623,"updatedAt":980,"sourceType":788,"tags":1856},"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",[973,1857,1858,1859,1629],"mentions","pending-history","reply",{"title":1861,"description":1862,"path":1863,"category":1623,"updatedAt":952,"sourceType":788,"tags":1864},"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",[1865,1866,909,945,1629],"secrets","secretrefs",{"title":1868,"description":1869,"path":1870,"category":1623,"updatedAt":970,"sourceType":788,"tags":1871},"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",[974,781,1735,1112,1198],{"title":1873,"description":1874,"path":1875,"category":1623,"updatedAt":1876,"sourceType":788,"tags":1877},"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",[974,1878,1879,1344,1629],"transcript","jsonl",{"title":1881,"description":1882,"path":1883,"category":1623,"updatedAt":1876,"sourceType":788,"tags":1884},"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",[912,937,1885,1567,780],"store",{"title":1887,"description":1888,"path":1889,"category":1623,"updatedAt":980,"sourceType":788,"tags":1890},"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",[781,1582,1567,1891,1629],"ingress",{"title":1893,"description":1894,"path":1895,"category":1623,"updatedAt":829,"sourceType":788,"tags":1896},"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",[937,1475,1897,1181,1898],"health","troubleshooting",{"title":1900,"description":1901,"path":1902,"category":1623,"updatedAt":1876,"sourceType":788,"tags":1903},"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",[1878,1904,945,1905,1629],"hygiene","tool-calls",{"title":1907,"description":1908,"path":1909,"category":1718,"updatedAt":742,"sourceType":788,"tags":1910},"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",[1898,1466,1475,1181],{"title":1912,"description":1913,"path":1914,"category":1623,"updatedAt":952,"sourceType":788,"tags":1915},"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",[887,1916,1917,1878,1629],"history","inject",{"title":1919,"description":1920,"path":1921,"category":1922,"updatedAt":872,"sourceType":788,"tags":1923},"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",[1924,1925,1926,1090,1494,1495],"china","cloud","deployment",{"title":1928,"description":1929,"path":1930,"category":1922,"updatedAt":742,"sourceType":788,"tags":1931},"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",[1926,832,1932,1925,1933],"docker","wsl2",{"title":1935,"description":1936,"path":1937,"category":1922,"updatedAt":1326,"sourceType":788,"tags":1938},"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",[815,1838,1939,1933],"install-script",{"title":1941,"description":1942,"path":1943,"category":1922,"updatedAt":829,"sourceType":788,"tags":1944},"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",[815,1945,1939,1946,1544],"updater","git",{"title":1948,"description":1949,"path":1950,"category":1922,"updatedAt":1074,"sourceType":788,"tags":1951},"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",[815,1945,1952,1466,1544],"uninstall",{"title":1954,"description":1955,"path":1956,"category":1922,"updatedAt":1074,"sourceType":788,"tags":1957},"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",[1238,815,824,1958],"server",{"title":1960,"description":1961,"path":1962,"category":1922,"updatedAt":1074,"sourceType":788,"tags":1963},"macOS 安装指南","在 macOS 上安装和配置 OpenClaw 的详细指南。","/docs/setup/macos-installation",[964,815,824,1964],"apple",{"title":1966,"description":1967,"path":1968,"category":1969,"updatedAt":742,"sourceType":788,"tags":1970},"版本迁移与升级检查单","在 OpenClaw 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权限”四层联动的信任链。","/news/openclaw-browser-trust-chain-watch-2026-03-29","https://docs.openclaw.ai/gateway/trusted-proxy-auth",[817,1602,1112,831,781],{"title":2240,"description":2241,"path":2242,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2200,"tags":2243},"OpenClaw 渠道观察：Telegram 和 Discord 正在从聊天入口扩展成正式审批面","基于 2026 年 3 月 24 日可见的官方 Exec Approvals 文档，Telegram 与 Discord 最近最值得关注的变化不是又多了一个命令，而是它们已经开始承担受控审批入口。","/news/openclaw-channel-approval-clients-watch-2026-03-24",[1000,738,1078,740,1556],{"title":2245,"description":2246,"path":2247,"category":2044,"date":755,"updatedAt":755,"sourceType":1024,"source":2248,"tags":2249},"OpenClaw 在中国 AI 生态中的位置：从中文教程热到本地化能力竞赛","基于 2026 年 3 月 16 日整理素材，梳理 OpenClaw 在中国 AI 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之间更清晰的协作关系。","/news/openclaw-cli-control-plane-watch-2026-03-21","https://docs.openclaw.ai/cli",[937,759,1761,927,780],{"title":2264,"description":2265,"path":2266,"category":2192,"date":952,"updatedAt":952,"sourceType":788,"source":2267,"tags":2268},"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",[772,1321,954,2269,780],"overrides",{"title":2271,"description":2272,"path":2273,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2180,"tags":2274},"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",[1343,1344,912,762,2275],"continuity",{"title":2277,"description":2278,"path":2279,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2280,"tags":2281},"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",[1033,817,1426,1112,831],{"title":2283,"description":2284,"path":2285,"category":2192,"date":1386,"updatedAt":1386,"sourceType":788,"source":2206,"tags":2286},"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",[817,911,1712,947,1033],{"title":2288,"description":2289,"path":2290,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2206,"tags":2291},"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",[817,887,1053,1712,955,2292],"web",{"title":2294,"description":2295,"path":2296,"category":1986,"date":755,"updatedAt":755,"sourceType":1024,"source":2297,"tags":2298},"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",[769,773,1025,1924],{"title":2300,"description":2301,"path":2302,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2303,"tags":2304},"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",[1113,1112,1053,1460,2305],"rotate",{"title":2307,"description":2308,"path":2309,"category":2192,"date":952,"updatedAt":952,"sourceType":788,"source":2310,"tags":2311},"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",[1466,1635,1467,1720,780],{"title":2313,"description":2314,"path":2315,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2310,"tags":2316},"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",[1466,1467,1318,1544,1635],{"title":2318,"description":2319,"path":2320,"category":2321,"date":755,"updatedAt":755,"sourceType":1024,"source":2322,"tags":2323},"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",[2324,2325,2326,2327],"education","adoption","ai-tutor","higher-education",{"title":2329,"description":2330,"path":2331,"category":2321,"date":755,"updatedAt":755,"sourceType":1024,"source":2332,"tags":2333},"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",[779,1926,808,1924],{"title":2335,"description":2336,"path":2337,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2338,"tags":2339},"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",[773,1007,864,866,1026],{"title":2341,"description":2342,"path":2343,"category":2192,"date":932,"updatedAt":932,"sourceType":788,"source":2344,"tags":2345},"OpenClaw 的 Feishu 入口正在从聊天机器人走向文档协作流","官方近期更新的 Feishu 文档，把扫码接入、群控边界和 Drive 评论线程动作都写进了主线，说明 Feishu 已经不只是简单聊天入口。","/news/openclaw-feishu-drive-comments-watch-2026-04-30","https://docs.openclaw.ai/channels/feishu",[1090,1091,1092,1093,740,1094],{"title":2347,"description":2348,"path":2349,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2350,"tags":2351},"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",[759,1112,2352,1053,926],"pending",{"title":2354,"description":2355,"path":2356,"category":2192,"date":1386,"updatedAt":1386,"sourceType":788,"source":2357,"tags":2358},"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",[759,974,887,817,2359],"state",{"title":2361,"description":2362,"path":2363,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2364,"tags":2365},"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",[973,1784,1198,1131,955],{"title":2367,"description":2368,"path":2369,"category":2192,"date":980,"updatedAt":980,"sourceType":788,"source":2364,"tags":2370},"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",[973,1857,2371,972,1245],"activation",{"title":2373,"description":2374,"path":2375,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2376,"tags":2377},"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",[772,1804,1418,1805,780],{"title":2379,"description":2380,"path":2381,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2382,"tags":2383},"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",[2384,1926,2385,2386,2387],"showcase","home-assistant","nix","infrastructure",{"title":2389,"description":2390,"path":2391,"category":2192,"date":952,"updatedAt":952,"sourceType":788,"source":2392,"tags":2393},"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",[2384,762,1061,2421,2422],"vector-search","knowledge",{"title":2424,"description":2425,"path":2426,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2427,"tags":2428},"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",[1784,973,1000,738,1068],{"title":2430,"description":2431,"path":2432,"category":2192,"date":952,"updatedAt":952,"sourceType":788,"source":2433,"tags":2434},"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",[1131,887,955,1135,740],{"title":2436,"description":2437,"path":2438,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2261,"tags":2439},"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",[880,1826,945,947,1503],{"title":2441,"description":2442,"path":2443,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2444,"tags":2445},"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",[1556,1054,1033,1112,831],{"title":2458,"description":2459,"path":2460,"category":2192,"date":980,"updatedAt":980,"sourceType":788,"source":2461,"tags":2462},"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",[817,887,1394,1556,927],{"title":2464,"description":2465,"path":2466,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2303,"tags":2467},"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",[1112,1664,740,1665,780],{"title":2469,"description":2470,"path":2471,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2472,"tags":2473},"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",[864,1025,866,1024,1026],{"title":2475,"description":2476,"path":2477,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2478,"tags":2479},"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",[945,880,926,947,1245],{"title":2493,"description":2494,"path":2495,"category":2192,"date":980,"updatedAt":980,"sourceType":788,"source":2496,"tags":2497},"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",[945,1628,880,759,780],{"title":2499,"description":2500,"path":2501,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2180,"tags":2502},"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",[1541,1542,1544,1543],{"title":2504,"description":2505,"path":2506,"category":2192,"date":952,"updatedAt":952,"sourceType":788,"source":2206,"tags":2507},"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",[817,1112,926,831,1447],{"title":2509,"description":2510,"path":2511,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2512,"tags":2513},"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",[955,954,2514,740,956],"threads",{"title":2516,"description":2517,"path":2518,"category":2192,"date":932,"updatedAt":932,"sourceType":788,"source":2519,"tags":2520},"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",[1286,1173,1287,857,761],{"title":2522,"description":2523,"path":2524,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2525,"tags":2526},"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",[1866,2527,2528,1865,780],"snapshot","rotation",{"title":2530,"description":2531,"path":2532,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2392,"tags":2533},"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",[974,781,1735,1112,1582],{"title":2535,"description":2536,"path":2537,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2538,"tags":2539},"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",[781,1567,1569,1568,780],{"title":2541,"description":2542,"path":2543,"category":2544,"date":755,"updatedAt":755,"sourceType":1024,"source":2545,"tags":2546},"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",[781,2547,1144,779],"compliance",{"title":2549,"description":2550,"path":2551,"category":2192,"date":952,"updatedAt":952,"sourceType":788,"source":2525,"tags":2552},"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",[781,1865,1078,2553,780],"proxy",{"title":2555,"description":2556,"path":2557,"category":2192,"date":1876,"updatedAt":1876,"sourceType":788,"source":2558,"tags":2559},"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",[974,1879,1344,1878,759],{"title":2561,"description":2562,"path":2563,"category":2192,"date":1876,"updatedAt":1876,"sourceType":788,"source":2564,"tags":2565},"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",[912,937,1885,1567,780],{"title":2567,"description":2568,"path":2569,"category":2192,"date":970,"updatedAt":970,"sourceType":788,"source":2570,"tags":2571},"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",[781,1582,1583,2572,759],"sandbox",{"title":2574,"description":2575,"path":2576,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2382,"tags":2577},"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",[2384,1024,1000,773,809],{"title":2579,"description":2580,"path":2581,"category":2192,"date":980,"updatedAt":980,"sourceType":788,"source":2570,"tags":2582},"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",[1582,1736,972,955,781],{"title":2584,"description":2585,"path":2586,"category":2192,"date":1876,"updatedAt":1876,"sourceType":788,"source":2587,"tags":2588},"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",[1878,945,1904,1905,2589],"compatibility",{"title":2591,"description":2592,"path":2593,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2237,"tags":2594},"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",[1602,781,831,759,947],{"title":2596,"description":2597,"path":2598,"category":2192,"date":1386,"updatedAt":1386,"sourceType":788,"source":2357,"tags":2599},"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",[759,887,1388,1720,974],{"title":2601,"description":2602,"path":2603,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2604,"tags":2605},"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",[1952,1544,1220,759,2359],{"title":2607,"description":2608,"path":2609,"category":2192,"date":872,"updatedAt":872,"sourceType":788,"source":2610,"tags":2611},"OpenClaw 更新观察：stable、beta、dev 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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",[1047,1374,1375,926,1113],{"title":2626,"description":2627,"path":2628,"category":1986,"date":829,"updatedAt":829,"sourceType":788,"source":2206,"tags":2629},"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",[817,887,1394,1033,2292],{"title":2631,"description":2632,"path":2633,"category":2192,"date":1386,"updatedAt":1386,"sourceType":788,"source":2634,"tags":2635},"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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