{"id":22703,"date":"2026-03-20T11:09:00","date_gmt":"2026-03-20T03:09:00","guid":{"rendered":"https:\/\/intelligent-shop.com\/shop\/?p=22703"},"modified":"2026-03-24T11:23:19","modified_gmt":"2026-03-24T03:23:19","slug":"%e8%b6%85%e7%b4%9a%e6%99%ba%e8%83%bd%e9%ab%94%e6%95%b4%e5%90%88%e6%a1%86%e6%9e%b6-%e5%b7%a5%e5%85%b7-deerflow-%e6%96%b0%e6%89%8b%e5%ae%8c%e5%85%a8%e4%bd%bf%e7%94%a8%e6%8c%87%e5%8d%97-%e9%99%84","status":"publish","type":"post","link":"https:\/\/intelligent-shop.com\/shop\/%e8%b6%85%e7%b4%9a%e6%99%ba%e8%83%bd%e9%ab%94%e6%95%b4%e5%90%88%e6%a1%86%e6%9e%b6-%e5%b7%a5%e5%85%b7-deerflow-%e6%96%b0%e6%89%8b%e5%ae%8c%e5%85%a8%e4%bd%bf%e7%94%a8%e6%8c%87%e5%8d%97-%e9%99%84\/","title":{"rendered":"\u8d85\u7d1a\u667a\u80fd\u9ad4\u6574\u5408\u6846\u67b6\/\u5de5\u5177: DeerFlow \u65b0\u624b\u5b8c\u5168\u4f7f\u7528\u6307\u5357 (\u9644: \u548c\u9f8d\u8766\u7684\u6bd4\u8f03)"},"content":{"rendered":"\n<h1 class=\"wp-block-heading has-vivid-green-cyan-color has-text-color has-link-color wp-elements-9dc41f8df45879d75c12917d0e6e4f3b\">\ud83e\udd8c DeerFlow<\/h1>\n\n\n\n<p class=\"has-vivid-green-cyan-color has-text-color has-link-color wp-elements-3b9c874c91d103fe6ed6a9009a4bb012\"><strong>DeerFlow<\/strong>\uff08Deep Exploration and Efficient Research Flow\uff09\u662f\u4e00\u500b\u958b\u6e90\u7684 super agent harness\uff0c\u80fd\u5920\u7d44\u7e54 sub-agents\u3001\u8a18\u61b6\u9ad4\u548c\u6c99\u7bb1\uff0c\u642d\u914d\u53ef\u64f4\u5c55\u7684 Skills\uff0c\u8b93 Agent \u53ef\u4ee5\u5b8c\u6210\u5e7e\u4e4e\u4efb\u4f55\u4e8b\u60c5\u3002\u672c\u6307\u5357\u5c07\u5e36\u9818\u60a8\u5f9e\u96f6\u958b\u59cb\uff0c\u4e00\u6b65\u6b65\u638c\u63e1 DeerFlow \u7684\u4f7f\u7528\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-319898ce09843e4117698618f30e687b\">\u4e00\u3001DeerFlow \u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p><strong>DeerFlow<\/strong> \u4e0d\u53ea\u662f\u4e00\u500b\u7814\u7a76\u5de5\u5177\uff0c\u66f4\u662f\u4e00\u500b\u8b93 <strong>Agents<\/strong> \u771f\u6b63\u5b8c\u6210\u4efb\u52d9\u7684\u904b\u884c\u6642\u57fa\u790e\u8a2d\u65bd\u3002\u5b83\u7684\u6838\u5fc3\u7279\u9ede\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Skills \u8207 Tools<\/strong>\uff1a\u901a\u904e\u7d50\u69cb\u5316\u80fd\u529b\u6a21\u584a\u64f4\u5c55\u529f\u80fd\uff0c\u6309\u9700\u52a0\u8f09\uff0c\u907f\u514d\u4e0a\u4e0b\u6587\u904e\u8f09<\/li>\n\n\n\n<li><strong>Sub-Agents<\/strong>\uff1a\u8907\u96dc\u4efb\u52d9\u6703\u88ab\u62c6\u89e3\uff0c\u7531\u591a\u500b sub-agents \u4e26\u884c\u8655\u7406\uff0c\u6700\u5f8c\u532f\u7e3d\u7d50\u679c<\/li>\n\n\n\n<li><strong>Sandbox \u8207\u6587\u4ef6\u7cfb\u7d71<\/strong>\uff1a\u6bcf\u500b\u4efb\u52d9\u90fd\u5728\u9694\u96e2\u7684 Docker \u5bb9\u5668\u4e2d\u904b\u884c\uff0c\u64c1\u6709\u5b8c\u6574\u7684\u6587\u4ef6\u7cfb\u7d71<\/li>\n\n\n\n<li><strong>\u9577\u671f\u8a18\u61b6<\/strong>\uff1a\u8de8 session \u7d2f\u7a4d\u95dc\u65bc\u60a8\u7684\u500b\u4eba\u504f\u597d\u3001\u77e5\u8b58\u80cc\u666f\u548c\u5de5\u4f5c\u7fd2\u6163<\/li>\n\n\n\n<li><strong>Context Engineering<\/strong>\uff1a\u6bcf\u500b sub-agent \u64c1\u6709\u7368\u7acb\u4e0a\u4e0b\u6587\uff0c\u4e26\u5177\u5099\u6458\u8981\u58d3\u7e2e\u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>DeerFlow \u7684\u6838\u5fc3\u7279\u6027\u8207\u529f\u80fd\uff1a<\/strong><br><strong>\u591a\u667a\u80fd\u9ad4\u5354\u4f5c\uff1a<\/strong> \u63a1\u7528\u6a21\u7d44\u5316\u67b6\u69cb\uff0c\u5305\u542b\u5354\u8abf\u5668\uff08Coordinator\uff09\u3001\u898f\u5283\u5668\uff08Planner\uff09\u3001\u7814\u7a76\u54e1\uff08Researcher\uff09\u3001\u7de8\u78bc\u54e1\uff08Coder\uff09\u548c\u5831\u544a\u54e1\uff08Reporter\uff09\uff0c\u5404\u53f8\u5176\u8077\u3002<br><strong>\u7aef\u5230\u7aef\u81ea\u52d5\u5316\u7814\u7a76\uff1a<\/strong> \u8f38\u5165\u7814\u7a76\u4e3b\u984c\uff0cDeerFlow \u53ef\u81ea\u4e3b\u5b8c\u6210\u641c\u5c0b\u3001\u95b1\u8b80\u3001\u8cc7\u6599\u5206\u6790\u3001\u7a0b\u5f0f\u78bc\u904b\u884c\u53ca\u6700\u7d42\u5831\u544a\u64b0\u5beb\u3002<br><strong>\u652f\u63f4 MCP \u7cfb\u7d71\uff1a<\/strong> \u6574\u5408 MCP\uff08Model Context Protocol\uff09\u670d\u52d9\uff0c\u53ef\u64f4\u5145\u9023\u63a5\u5404\u7a2e\u5916\u90e8\u5de5\u5177\uff08\u5982\u9ad8\u5fb7\u5730\u5716\u3001\u77e5\u8b58\u5eab\u7b49\uff09\u3002<br><strong>\u6280\u8853\u5806\u758a\uff1a<\/strong> \u57fa\u65bc Python 3.12+ \u548c LangGraph\uff0c\u63d0\u4f9b\u63a7\u5236\u53f0\u8207 Web UI\u3002<br><strong>\u61c9\u7528\u60c5\u5883\uff1a<\/strong> \u5ee3\u6cdb\u61c9\u7528\u65bc\u8907\u96dc\u8da8\u52e2\u5206\u6790\uff08\u5982\u5e02\u5834\u7814\u7a76\uff09\u3001\u8cc7\u6599\u5206\u6790\u3001\u81ea\u52d5\u5316\u7522\u696d\u5831\u544a\u64b0\u5beb\uff0c\u4ee5\u53ca\u591a\u6a21\u614b\u5167\u5bb9\uff08\u5982\u64ad\u5ba2\u3001PPT\uff09\u7522\u751f\u3002<\/p>\n\n\n\n<p><strong>\u6f14\u9032\u7248\u672c\uff1a<\/strong><br>2026\u5e743\u6708\u767c\u5e03\u7684 DeerFlow 2.0 \u88ab\u5b9a\u4f4d\u70ba\u201c\u8d85\u7d1a\u667a\u80fd\u9ad4\u57f7\u884c\u5e95\u5ea7\u201d\uff0c\u4e0d\u50c5\u9650\u65bc\u67e5\u8cc7\u6599\uff0c\u9084\u652f\u6301 Docker \u6c99\u7bb1\u3001\u6301\u4e45\u5316\u8a18\u61b6\uff0c\u53ef\u81ea\u4e3b\u5e79\u5b8c\u6574\u9805\u76ee\uff0c\u662f OpenAI Deep Research \u7684\u958b\u6e90\u66ff\u4ee3\u65b9\u6848\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-40682d0ceb6621b93000d8af8791ef0c\">\u4e8c\u3001\u5feb\u901f\u958b\u59cb\uff1a\u914d\u7f6e\u8207\u904b\u884c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f 1\uff1a\u514b\u9686\u5009\u5eab\u4e26\u751f\u6210\u914d\u7f6e<\/h3>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">git clone https:\/\/github.com\/bytedance\/deer-flow.git\ncd deer-flow\nmake config  <em># \u57fa\u65bc\u793a\u4f8b\u6a21\u677f\u751f\u6210\u672c\u5730\u914d\u7f6e\u6587\u4ef6<\/em><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f 2\uff1a\u914d\u7f6e\u6a21\u578b<\/h3>\n\n\n\n<p>\u7de8\u8f2f\u00a0<code>config.yaml<\/code>\u00a0\u6587\u4ef6\uff0c\u5b9a\u7fa9\u81f3\u5c11\u4e00\u500b\u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u5e7e\u500b\u7bc4\u4f8b (\u66f4\u591a\u7684\u7bc4\u4f8b\u5728\u4e0b\u9762\u9644\u9304)\uff1a<\/p>\n\n\n\n<p>yaml<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">models:\n  - name: gpt-4                       <em># \u5167\u90e8\u6a19\u8b58<\/em>\n    display_name: GPT-4               <em># \u5c55\u793a\u540d\u7a31<\/em>\n    use: langchain_openai:ChatOpenAI\n    model: gpt-4\n    api_key: $OPENAI_API_KEY\n    max_tokens: 4096\n    temperature: 0.7\n\n  - name: openrouter-gemini-2.5-flash\n    display_name: Gemini 2.5 Flash (OpenRouter)\n    use: langchain_openai:ChatOpenAI\n    model: google\/gemini-2.5-flash-preview\n    api_key: $OPENAI_API_KEY\n    base_url: https:\/\/openrouter.ai\/api\/v1<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f 3\uff1a\u8a2d\u7f6e API Key<\/h3>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u9078\u64c7\u4ee5\u4e0b\u4efb\u4e00\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<p><strong>\u65b9\u5f0f A\uff08\u63a8\u85a6\uff09<\/strong>\uff1a\u7de8\u8f2f\u9805\u76ee\u6839\u76ee\u9304\u4e0b\u7684&nbsp;<code>.env<\/code>&nbsp;\u6587\u4ef6<\/p>\n\n\n\n<p>env<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">TAVILY_API_KEY=your-tavily-api-key\nOPENAI_API_KEY=your-openai-api-key<\/pre>\n\n\n\n<p><strong>\u65b9\u5f0f B<\/strong>\uff1a\u5728 shell \u4e2d\u5c0e\u51fa\u74b0\u5883\u8b8a\u91cf<\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">export OPENAI_API_KEY=your-openai-api-key<\/pre>\n\n\n\n<p><strong>\u65b9\u5f0f C<\/strong>\uff1a\u76f4\u63a5\u7de8\u8f2f&nbsp;<code>config.yaml<\/code>\uff08\u4e0d\u5efa\u8b70\u7528\u65bc\u751f\u7522\u74b0\u5883\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6b65\u9a5f 4\uff1a\u904b\u884c\u61c9\u7528<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u5f0f\u4e00\uff1aDocker\uff08\u63a8\u85a6\uff09<\/h4>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">make docker-init   <em># \u62c9\u53d6 sandbox \u93e1\u50cf\uff08\u9996\u6b21\u904b\u884c\u6216\u93e1\u50cf\u66f4\u65b0\u6642\u57f7\u884c\uff09<\/em>\nmake docker-start  <em># \u555f\u52d5\u670d\u52d9<\/em><\/pre>\n\n\n\n<p>\u751f\u7522\u6a21\u5f0f\uff1a<\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">make up     <em># \u69cb\u5efa\u93e1\u50cf\u4e26\u555f\u52d5\u5168\u90e8\u751f\u7522\u670d\u52d9<\/em>\nmake down   <em># \u505c\u6b62\u4e26\u79fb\u9664\u5bb9\u5668<\/em><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u5f0f\u4e8c\uff1a\u672c\u5730\u958b\u767c<\/h4>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">make check    <em># \u6aa2\u67e5\u4f9d\u8cf4\u74b0\u5883\uff08Node.js 22+\u3001pnpm\u3001uv\u3001nginx\uff09<\/em>\nmake install  <em># \u5b89\u88dd\u5f8c\u7aef + \u524d\u7aef\u4f9d\u8cf4<\/em>\nmake setup-sandbox  <em># \u9810\u62c9\u53d6 sandbox \u93e1\u50cf\uff08\u53ef\u9078\uff09<\/em>\nmake dev      <em># \u555f\u52d5\u670d\u52d9<\/em><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-256882fb7ab33029d55c311eba9d6023\">\u4e09\u3001\u9032\u968e\u914d\u7f6e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. Sandbox \u6a21\u5f0f\u914d\u7f6e<\/h3>\n\n\n\n<p>DeerFlow \u652f\u6301\u4e09\u7a2e sandbox \u57f7\u884c\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u672c\u5730\u57f7\u884c<\/strong>\uff1a\u76f4\u63a5\u5728\u5bbf\u4e3b\u6a5f\u4e0a\u904b\u884c sandbox \u4ee3\u78bc<\/li>\n\n\n\n<li><strong>Docker \u57f7\u884c<\/strong>\uff1a\u5728\u9694\u96e2\u7684 Docker \u5bb9\u5668\u4e2d\u904b\u884c<\/li>\n\n\n\n<li><strong>Docker + Kubernetes \u57f7\u884c<\/strong>\uff1a\u901a\u904e provisioner \u670d\u52d9\u5728 Kubernetes Pod \u4e2d\u904b\u884c<\/li>\n<\/ul>\n\n\n\n<p><strong>\u914d\u7f6e\u793a\u4f8b\uff08\u5728\u00a0<code>config.yaml<\/code>\u00a0\u4e2d\uff09\uff1a<\/strong><\/p>\n\n\n\n<p>yaml<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">sandbox:\n  use: deerflow.community.aio_sandbox:AioSandboxProvider\n  provisioner_url: http:\/\/localhost:8001<\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. MCP Server \u914d\u7f6e<\/h3>\n\n\n\n<p>DeerFlow \u652f\u6301\u53ef\u914d\u7f6e\u7684 MCP Server \u548c skills\uff0c\u7528\u65bc\u64f4\u5c55\u80fd\u529b\u3002\u8a73\u7d30\u8aaa\u660e\u8acb\u53c3\u95b1&nbsp;<a href=\"https:\/\/github.com\/bytedance\/deer-flow\/blob\/main\/docs\/mcp-server.md\" target=\"_blank\" rel=\"noreferrer noopener\">MCP Server \u6307\u5357<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. IM \u6e20\u9053\u914d\u7f6e<\/h3>\n\n\n\n<p>DeerFlow \u652f\u6301\u5f9e\u5373\u6642\u901a\u8a0a\u61c9\u7528\u63a5\u6536\u4efb\u52d9\uff0c\u7121\u9700\u516c\u7db2 IP\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Telegram \u914d\u7f6e<\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u6253\u958b @BotFather\uff0c\u767c\u9001\u00a0<code>\/newbot<\/code>\uff0c\u8907\u88fd\u751f\u6210\u7684 HTTP API token<\/li>\n\n\n\n<li>\u5728\u00a0<code>.env<\/code>\u00a0\u4e2d\u8a2d\u7f6e\u00a0<code>TELEGRAM_BOT_TOKEN<\/code><\/li>\n\n\n\n<li>\u5728\u00a0<code>config.yaml<\/code>\u00a0\u4e2d\u555f\u7528\u8a72\u6e20\u9053<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">Slack \u914d\u7f6e<\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u524d\u5f80\u00a0<a href=\"https:\/\/api.slack.com\/apps\" target=\"_blank\" rel=\"noreferrer noopener\">api.slack.com\/apps<\/a>\u00a0\u5275\u5efa Slack App<\/li>\n\n\n\n<li>\u5728 OAuth &amp; Permissions \u4e2d\u6dfb\u52a0 Bot Token Scopes\uff1a<code>app_mentions:read<\/code>\u3001<code>chat:write<\/code>\u3001<code>im:history<\/code>\u3001<code>im:read<\/code>\u3001<code>im:write<\/code>\u3001<code>files:write<\/code><\/li>\n\n\n\n<li>\u555f\u7528 Socket Mode\uff0c\u751f\u6210\u5e36\u00a0<code>connections:write<\/code>\u00a0\u6b0a\u9650\u7684 App-Level Token\uff08xapp-&#8230;\uff09<\/li>\n\n\n\n<li>\u5728 Event Subscriptions \u4e2d\u8a02\u95b1 bot events\uff1a<code>app_mention<\/code>\u3001<code>message.im<\/code><\/li>\n\n\n\n<li>\u5728\u00a0<code>.env<\/code>\u00a0\u4e2d\u8a2d\u7f6e\u00a0<code>SLACK_BOT_TOKEN<\/code>\u00a0\u548c\u00a0<code>SLACK_APP_TOKEN<\/code><\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u98db\u66f8 \/ Lark \u914d\u7f6e<\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u5728\u00a0<a href=\"https:\/\/open.feishu.cn\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u98db\u66f8\u958b\u653e\u5e73\u53f0<\/a>\u00a0\u5275\u5efa\u61c9\u7528\uff0c\u555f\u7528 Bot \u80fd\u529b<\/li>\n\n\n\n<li>\u6dfb\u52a0\u6b0a\u9650\uff1a<code>im:message<\/code>\u3001<code>im:message.p2p_msg:readonly<\/code>\u3001<code>im:resource<\/code><\/li>\n\n\n\n<li>\u5728\u4e8b\u4ef6\u8a02\u95b1\u4e2d\u8a02\u95b1\u00a0<code>im.message.receive_v1<\/code>\uff0c\u9023\u63a5\u65b9\u5f0f\u9078\u64c7\u300c\u9577\u9023\u63a5\u300d<\/li>\n\n\n\n<li>\u8907\u88fd App ID \u548c App Secret\uff0c\u5728\u00a0<code>.env<\/code>\u00a0\u4e2d\u8a2d\u7f6e\u00a0<code>FEISHU_APP_ID<\/code>\u00a0\u548c\u00a0<code>FEISHU_APP_SECRET<\/code><\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-c8e54067c9fb1807511c68a20a15f376\">\u56db\u3001\u5e38\u7528\u547d\u4ee4<\/h2>\n\n\n\n<p>\u6e20\u9053\u9023\u63a5\u5b8c\u6210\u5f8c\uff0c\u60a8\u53ef\u4ee5\u76f4\u63a5\u5728\u804a\u5929\u7a97\u53e3\u4e2d\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u547d\u4ee4<\/th><th>\u8aaa\u660e<\/th><\/tr><\/thead><tbody><tr><td><code>\/new<\/code><\/td><td>\u958b\u555f\u65b0\u5c0d\u8a71<\/td><\/tr><tr><td><code>\/status<\/code><\/td><td>\u67e5\u770b\u7576\u524d thread \u4fe1\u606f<\/td><\/tr><tr><td><code>\/models<\/code><\/td><td>\u5217\u51fa\u53ef\u7528\u6a21\u578b<\/td><\/tr><tr><td><code>\/memory<\/code><\/td><td>\u67e5\u770b memory<\/td><\/tr><tr><td><code>\/help<\/code><\/td><td>\u67e5\u770b\u5e6b\u52a9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6c92\u6709\u547d\u4ee4\u524d\u7db4\u7684\u6d88\u606f\u6703\u88ab\u7576\u4f5c\u666e\u901a\u804a\u5929\u8655\u7406\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-cdf6d7f313181044c757d6566d15a0e2\">\u4e94\u3001\u6838\u5fc3\u529f\u80fd\u6df1\u5165<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4f7f\u7528 Skills<\/h3>\n\n\n\n<p>Skills \u5b58\u653e\u5728\u4ee5\u4e0b\u8def\u5f91\uff1a<\/p>\n\n\n\n<p>text<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\/mnt\/skills\/public\/      # \u5167\u7f6e skills\n\u251c\u2500\u2500 research\/SKILL.md\n\u251c\u2500\u2500 report-generation\/SKILL.md\n\u251c\u2500\u2500 slide-creation\/SKILL.md\n\u2514\u2500\u2500 ...\n\n\/mnt\/skills\/custom\/       # \u60a8\u7684\u81ea\u5b9a\u7fa9 skills\n\u2514\u2500\u2500 your-custom-skill\/SKILL.md<\/pre>\n\n\n\n<p>\u60a8\u53ef\u4ee5\u6dfb\u52a0\u81ea\u5df1\u7684 skills\uff0c\u66ff\u63db\u5167\u7f6e skills\uff0c\u6216\u7d44\u5408\u591a\u500b skills \u5f62\u6210\u8907\u5408\u5de5\u4f5c\u6d41\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Claude Code \u96c6\u6210<\/h3>\n\n\n\n<p>\u5b89\u88dd claude-to-deerflow skill\uff1a<\/p>\n\n\n\n<p>bash<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">npx skills add https:\/\/github.com\/bytedance\/deer-flow --skill claude-to-deerflow<\/pre>\n\n\n\n<p>\u78ba\u8a8d DeerFlow \u5df2\u555f\u52d5\uff08\u9ed8\u8a8d\u5730\u5740\uff1a<code>http:\/\/localhost:2026<\/code>\uff09\uff0c\u5728 Claude Code \u4e2d\u4f7f\u7528&nbsp;<code>\/claude-to-deerflow<\/code>&nbsp;\u547d\u4ee4\u5373\u53ef\u4ea4\u4e92\u3002<\/p>\n\n\n\n<p>\u53ef\u57f7\u884c\u7684\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u767c\u9001\u6d88\u606f\u4e26\u63a5\u6536\u6d41\u5f0f\u97ff\u61c9<\/li>\n\n\n\n<li>\u9078\u64c7\u57f7\u884c\u6a21\u5f0f\uff1aflash\uff08\u66f4\u5feb\uff09\u3001standard\u3001pro\uff08\u898f\u5283\u6a21\u5f0f\uff09\u3001ultra\uff08sub-agents \u6a21\u5f0f\uff09<\/li>\n\n\n\n<li>\u6aa2\u67e5\u5065\u5eb7\u72c0\u614b\u3001\u5217\u51fa models\/skills\/agents<\/li>\n\n\n\n<li>\u7ba1\u7406 threads \u548c\u6703\u8a71\u6b77\u53f2<\/li>\n\n\n\n<li>\u4e0a\u50b3\u6587\u4ef6\u9032\u884c\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u4f7f\u7528 Python Client\uff08\u5167\u5d4c\u65b9\u5f0f\uff09<\/h3>\n\n\n\n<p>\u7121\u9700\u555f\u52d5\u5b8c\u6574 HTTP \u670d\u52d9\uff0c\u76f4\u63a5\u4f5c\u70ba Python \u5eab\u4f7f\u7528\uff1a<\/p>\n\n\n\n<p>python<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">from deerflow.client import DeerFlowClient\n\nclient = DeerFlowClient()\n\n<em># \u57fa\u672c\u5c0d\u8a71<\/em>\nresponse = client.chat(\"\u5e6b\u6211\u5206\u6790\u9019\u7bc7\u8ad6\u6587\", thread_id=\"my-thread\")\n\n<em># \u6d41\u5f0f\u8f38\u51fa<\/em>\nfor event in client.stream(\"hello\"):\n    if event.type == \"messages-tuple\" and event.data.get(\"type\") == \"ai\":\n        print(event.data[\"content\"])\n\n<em># \u914d\u7f6e\u8207\u7ba1\u7406<\/em>\nmodels = client.list_models()        <em># \u5217\u51fa\u6a21\u578b<\/em>\nskills = client.list_skills()        <em># \u5217\u51fa skills<\/em>\nclient.update_skill(\"web-search\", enabled=True)  <em># \u555f\u7528 skill<\/em>\nclient.upload_files(\"thread-1\", [\".\/report.pdf\"])  <em># \u4e0a\u50b3\u6587\u4ef6<\/em><\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-2738733b183f2c1608b66751653f34ba\">\u516d\u3001\u63a8\u85a6\u6a21\u578b<\/h2>\n\n\n\n<p>DeerFlow \u5c0d\u6a21\u578b\u6c92\u6709\u5f37\u7d81\u5b9a\uff0c\u53ea\u8981\u5be6\u73fe OpenAI \u517c\u5bb9 API \u7684 LLM \u90fd\u53ef\u4ee5\u63a5\u5165\u3002\u63a8\u85a6\u4f7f\u7528\u5177\u5099\u4ee5\u4e0b\u80fd\u529b\u7684\u6a21\u578b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9577\u4e0a\u4e0b\u6587\u7a97\u53e3\uff08100k+ tokens\uff09<\/li>\n\n\n\n<li>\u5f37\u5927\u7684\u63a8\u7406\u80fd\u529b<\/li>\n\n\n\n<li>\u591a\u6a21\u614b\u8f38\u5165\u80fd\u529b<\/li>\n\n\n\n<li>\u7a69\u5b9a\u7684 tool use \u80fd\u529b<\/li>\n<\/ul>\n\n\n\n<p>\u5b98\u65b9\u63a8\u85a6\uff1aDoubao-Seed-2.0-Code\u3001DeepSeek v3.2\u3001Kimi 2.5<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-ad22f4419e51a87fec7a0b79983a4d9c\">\u4e03\u3001\u5be6\u7528\u5c0f\u63d0\u793a<\/h2>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u9996\u6b21\u4f7f\u7528<\/strong>\uff1a\u5efa\u8b70\u5148\u7528 Docker \u6a21\u5f0f\u5feb\u901f\u9ad4\u9a57\uff0c\u719f\u6089\u5f8c\u518d\u5617\u8a66\u672c\u5730\u958b\u767c<\/li>\n\n\n\n<li><strong>\u914d\u7f6e\u6aa2\u67e5<\/strong>\uff1a\u4f7f\u7528\u00a0<code>make check<\/code>\u00a0\u78ba\u4fdd\u6240\u6709\u4f9d\u8cf4\u90fd\u5df2\u6b63\u78ba\u5b89\u88dd<\/li>\n\n\n\n<li><strong>API Key \u5b89\u5168<\/strong>\uff1a\u512a\u5148\u4f7f\u7528\u00a0<code>.env<\/code>\u00a0\u6587\u4ef6\u6216\u74b0\u5883\u8b8a\u91cf\uff0c\u907f\u514d\u76f4\u63a5\u5beb\u5165\u00a0<code>config.yaml<\/code><\/li>\n\n\n\n<li><strong>\u5167\u7f6e Skills<\/strong>\uff1a\u5584\u7528 research\u3001report-generation\u3001slide-creation \u7b49\u5167\u7f6e skills\uff0c\u5927\u5e45\u63d0\u5347\u6548\u7387<\/li>\n\n\n\n<li><strong>\u8a18\u61b6\u529f\u80fd<\/strong>\uff1a\u591a\u7528\u00a0<code>\/memory<\/code>\u00a0\u67e5\u770b\u548c\u7a4d\u7d2f\u9577\u671f\u8a18\u61b6\uff0c\u8b93 agent \u66f4\u4e86\u89e3\u60a8\u7684\u7fd2\u6163<\/li>\n\n\n\n<li><strong>\u7372\u53d6\u5e6b\u52a9<\/strong>\uff1a\u9047\u5230\u554f\u984c\u6642\u4f7f\u7528\u00a0<code>\/help<\/code>\u00a0\u547d\u4ee4\uff0c\u6216\u67e5\u95b1\u5b98\u65b9\u6587\u6a94<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-1d229e93611c963685ed14e642963bb4\">\u516b\u3001DeerFlow \u548c <strong>OpenClaw<\/strong> \u7684\u6bd4\u8f03<\/h2>\n\n\n\n<p>\u9019\u5169\u500b\u90fd\u662f\u76ee\u524d\u958b\u6e90\u793e\u7fa4\u7684\u7576\u7d05\u70b8\u5b50\u96de\uff0c\u4f46\u5b83\u5011\u7684\u5b9a\u4f4d\u548c\u64c5\u9577\u7684\u9818\u57df\u5176\u5be6\u5f88\u4e0d\u4e00\u6a23\u3002\u7c21\u55ae\u4f86\u8aaa\uff0c<strong>DeerFlow \u6bd4\u8f03\u50cf\u4e00\u500b\u300c\u81ea\u5099\u96fb\u8166\u548c\u5718\u968a\u7684\u8d85\u7d1a\u7814\u7a76\u54e1\u300d\uff0c\u800c OpenClaw \u5247\u662f\u4e00\u500b\u300c\u624b\u8173\u52e4\u5feb\u3001\u64c5\u9577\u7528\u5404\u7a2e\u901a\u8a0a\u8edf\u9ad4\u5e6b\u4f60\u5e79\u6d3b\u7684\u591a\u9762\u624b\u52a9\u7406\u300d<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u4e0b\u9762\u662f\u5b83\u5011\u6838\u5fc3\u5dee\u7570\u7684\u5c0d\u6bd4\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7dad\u5ea6<\/th><th><strong>\ud83e\udd8c DeerFlow (\u8d85\u7d1a\u667a\u80fd\u9ad4\u6574\u5408\u6846\u67b6)<\/strong><\/th><th><strong>\ud83e\udd9e OpenClaw (\u500b\u4ebaAI\u52a9\u7406\u5e73\u53f0)<\/strong><\/th><\/tr><\/thead><tbody><tr><td><strong>\u6838\u5fc3\u5b9a\u4f4d<\/strong><\/td><td><strong>\u8d85\u7d1a\u667a\u80fd\u9ad4\u6574\u5408\u6846\u67b6 \/ \u57f7\u884c\u5f15\u64ce<\/strong><a href=\"https:\/\/charonhub.deeplearning.ai\/deerflow-2-0-puts-new-spin-on-claw-like-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/www.aiinav.com\/sites\/2654.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/blog.csdn.net\/adcwa\/article\/details\/158877808\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><br>\u91cd\u9ede\u5728\u300c\u628a\u4e8b\u60c5\u505a\u5b8c\u300d\u3002\u63d0\u4f9b\u4e00\u500b\u80fd\u8b93AI\u57f7\u884c\u8907\u96dc\u3001\u9577\u6642\u9593\u4efb\u52d9\u7684\u5b8c\u6574\u5f8c\u53f0\u3002<\/td><td><strong>\u500b\u4ebaAI\u52a9\u7406\u5e73\u53f0<\/strong><a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/openclaw-security-and-feature-enhancement-practices\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/kjt.yn.gov.cn\/html\/2026\/meitijujiao_0313\/3012319.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><br>\u91cd\u9ede\u5728\u300c\u96a8\u6642\u5f85\u547d\u300d\u3002\u8b93\u4f60\u900f\u904e\u719f\u6089\u7684\u804a\u5929\u8edf\u9ad4\u6307\u63eeAI\u81ea\u52d5\u5316\u65e5\u5e38\u4efb\u52d9\u3002<\/td><\/tr><tr><td><strong>\u67b6\u69cb\u8a2d\u8a08<\/strong><\/td><td><strong>Lead Agent + Sub-Agents<\/strong><br>\u4e00\u500b\u4e3b\u7ba1Agent\u8ca0\u8cac\u62c6\u89e3\u4efb\u52d9\uff0c\u52d5\u614b\u6307\u63ee\u591a\u500b\u5c08\u9580\u7684\u5b50Agent<strong>\u4e26\u884c\u5de5\u4f5c<\/strong><a href=\"https:\/\/github.com\/bytedance\/deer-flow?utm_source=www.aidot.dev&amp;utm_medium=referral&amp;utm_campaign=aidotdev-digest-009-figma-s-ai-design-surge-google-s-coding-leap-and-new-dev-tools\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2016242822005684090\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><td><strong>\u55ae\u4e00Agent + \u8c50\u5bccSkill<\/strong><br>Agent\u672c\u8eab\u96c6\u6210\u5927\u91cf\u6280\u80fd\uff0c\u53ef\u4ee5\u8abf\u7528\u5404\u7a2e\u5de5\u5177\uff0c\u4f46\u4efb\u52d9\u901a\u5e38\u7531\u81ea\u5df1\u5b8c\u6210\u3002<\/td><\/tr><tr><td><strong>\u57f7\u884c\u74b0\u5883<\/strong><\/td><td><strong>\u5f37\u5236\u9694\u96e2 (Docker\u6c99\u7bb1)<\/strong><br>\u6bcf\u500b\u4efb\u52d9\u90fd\u5728\u9694\u96e2\u7684Docker\u5bb9\u5668\u88e1\u57f7\u884c\uff0c\u64c1\u6709\u81ea\u5df1\u7368\u7acb\u7684<strong>\u5b8c\u6574\u6587\u4ef6\u7cfb\u7d71<\/strong><a href=\"https:\/\/github.com\/bytedance\/deer-flow?utm_source=www.aidot.dev&amp;utm_medium=referral&amp;utm_campaign=aidotdev-digest-009-figma-s-ai-design-surge-google-s-coding-leap-and-new-dev-tools\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/blog.csdn.net\/adcwa\/article\/details\/158877808\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2016242822005684090\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><td><strong>\u672c\u5730\u76f4\u63a5\u57f7\u884c<\/strong><br>\u76f4\u63a5\u5728\u4f60\u7d66\u4e88\u6b0a\u9650\u7684\u96fb\u8166\u6216\u4f3a\u670d\u5668\u4e0a\u57f7\u884c\u6307\u4ee4\uff0c\u53ef\u4ee5\u64cd\u4f5c\u6587\u4ef6\u3001\u6253\u958b\u8edf\u9ad4<a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/openclaw-security-and-feature-enhancement-practices\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/kjt.yn.gov.cn\/html\/2026\/meitijujiao_0313\/3012319.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><\/tr><tr><td><strong>\u64c5\u9577\u5834\u666f<\/strong><\/td><td><strong>\u8907\u96dc\u3001\u591a\u6b65\u9a5f\u3001\u9700\u6df1\u5ea6\u7814\u7a76<\/strong><br>\u4f8b\u5982\uff1a\u81ea\u52d5\u5316\u5e02\u5834\u8abf\u7814\u4e26\u751f\u6210\u5831\u544a\u3001\u958b\u767c\u4e00\u500b\u5c0f\u7db2\u7ad9\u3001\u5206\u6790\u6578\u64da\u4e26\u88fd\u4f5cPPT<a href=\"https:\/\/www.aiinav.com\/sites\/2654.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2016242822005684090\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><td><strong>\u5feb\u901f\u3001\u5ee3\u6cdb\u3001\u8207\u901a\u8a0a\u8edf\u9ad4\u6df1\u5ea6\u96c6\u6210<\/strong><br>\u4f8b\u5982\uff1a\u7ba1\u7406\u90f5\u4ef6\u548c\u65e5\u7a0b\u3001\u76e3\u63a7\u50f9\u683c\u4e26\u63d0\u9192\u3001\u8de8\u8edf\u9ad4\u81ea\u52d5\u5316\u8fa6\u516c\uff08\u5982\u6574\u7406\u6587\u6a94\u767c\u5230\u7fa4\u7d44\uff09<a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/openclaw-security-and-feature-enhancement-practices\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/kjt.yn.gov.cn\/html\/2026\/meitijujiao_0313\/3012319.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><\/tr><tr><td><strong>\u751f\u614b\u8207\u63a5\u5165<\/strong><\/td><td><strong>\u6a21\u578b\u7121\u95dc<\/strong>\uff0c\u652f\u6301\u4efb\u4f55OpenAI\u517c\u5bb9API\u3002<strong>\u5167\u5efaClaude Code\u96c6\u6210<\/strong>\uff0c\u958b\u767c\u8005\u53ef\u5728\u7d42\u7aef\u76f4\u63a5\u8abf\u7528<a href=\"https:\/\/github.com\/bytedance\/deer-flow\/blob\/main\/README.md\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2016242822005684090\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><td><strong>\u6d88\u606f\u5e73\u53f0\u512a\u5148<\/strong>\uff0c\u539f\u751f\u652f\u6301Telegram\u3001Discord\u3001Slack\u3001\u98db\u66f8\u7b49\u5341\u5e7e\u7a2e\u6e20\u9053\u3002\u64c1\u6709\u9f90\u5927\u7684<strong>\u793e\u5340Skill\u751f\u614b<\/strong>\uff08700+\uff09<a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/openclaw-security-and-feature-enhancement-practices\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/hub.baai.ac.cn\/view\/52996\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><\/tr><tr><td><strong>\u4e0a\u4e0b\u6587\u8207\u8a18\u61b6<\/strong><\/td><td><strong>\u4e0a\u4e0b\u6587\u5de5\u7a0b<\/strong>\uff1a\u4e3b\u52d5\u6458\u8981\u3001\u58d3\u7e2e\u3001\u9694\u96e2\u5b50Agent\u4e0a\u4e0b\u6587\uff0c\u9632\u6b62\u7a97\u53e3\u7206\u6389\u3002<strong>\u9577\u671f\u8a18\u61b6<\/strong>\u53ef\u8de8session\u7d2f\u7a4d\u504f\u597d<a href=\"https:\/\/github.com\/bytedance\/deer-flow?utm_source=www.aidot.dev&amp;utm_medium=referral&amp;utm_campaign=aidotdev-digest-009-figma-s-ai-design-surge-google-s-coding-leap-and-new-dev-tools\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2016242822005684090\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><td><strong>\u6301\u4e45\u8a18\u61b6<\/strong>\uff1a\u5c07\u5c0d\u8a71\u548c\u95dc\u9375\u4fe1\u606f\u4fdd\u5b58\u5728\u672c\u5730\u6587\u4ef6\uff08\u5982<code>MEMORY.md<\/code>\uff09\u3002\u6700\u65b0\u7248\u672c\u5f15\u5165<strong>\u53ef\u63d2\u62d4\u4e0a\u4e0b\u6587\u5f15\u64ce<\/strong>\uff08\u5982<code>lossless-claw<\/code>\u63d2\u4ef6\uff09\uff0c\u5be6\u73fe\u6c38\u4e0d\u907a\u5fd8<a href=\"https:\/\/hub.baai.ac.cn\/view\/52996\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udd14 \u90a3\u5230\u5e95\u54ea\u4e00\u500b\u300c\u6bd4\u8f03\u5f37\u300d\uff1f<\/h3>\n\n\n\n<p>\u8207\u5176\u554f\u300c\u8ab0\u66f4\u5f37\u300d\uff0c\u4e0d\u5982\u554f\u300c\u54ea\u500b\u66f4\u9069\u5408\u4f60\u7684\u9700\u6c42\u300d\u3002\u9019\u5c31\u50cf\u6bd4\u8f03\u300c\u5de5\u4f5c\u7ad9\u300d\u548c\u300c\u745e\u58eb\u5200\u300d\u4e00\u6a23\uff0c\u5f37\u9805\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\ud83e\udd8c \u9078\u64c7 DeerFlow\uff0c\u5982\u679c\u4f60\u662f\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76ee\u6a19\u662f\u57f7\u884c\u8907\u96dc\u5c08\u6848<\/strong>\uff1a\u4f60\u7684\u4efb\u52d9\u9700\u8981\u591a\u6b65\u9a5f\u898f\u5283\uff0c\u4f8b\u5982\u300c\u7814\u7a76OpenClaw\u548cDeerFlow\u7684\u5dee\u7570\uff0c\u5beb\u4e00\u7bc7\u5c0d\u6bd4\u5831\u544a\uff0c\u4e26\u751f\u6210\u4e00\u500b\u5716\u8868\u7c21\u5831\u300d\u3002<\/li>\n\n\n\n<li><strong>\u9700\u8981\u5b89\u5168\u3001\u53ef\u5fa9\u73fe\u7684\u74b0\u5883<\/strong>\uff1a\u4f60\u5e0c\u671bAI\u7684\u7a0b\u5f0f\u78bc\u57f7\u884c\u548c\u6587\u4ef6\u64cd\u4f5c\u90fd\u5728\u4e00\u500b\u9694\u96e2\u7684\u300c\u6c99\u7bb1\u300d\u88e1\uff0c\u907f\u514d\u5f71\u97ff\u4e3b\u7cfb\u7d71\uff0c\u4e5f\u65b9\u4fbf\u6392\u67e5\u554f\u984c<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2016242822005684090\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/li>\n\n\n\n<li><strong>\u8ffd\u6c42\u67b6\u69cb\u4e0a\u7684\u56b4\u8b39\u6027<\/strong>\uff1a\u4f60\u6b23\u8cde\u7531\u4e00\u500b\u4e3b\u7ba1Agent\u8abf\u5ea6\u591a\u500b\u5c08\u696d\u5b50Agent\u7684\u5206\u5de5\u6a21\u5f0f\uff0c\u5e0c\u671b\u6d41\u7a0b\u6e05\u6670\u53ef\u63a7\u3002<\/li>\n\n\n\n<li><strong>\u4f60\u662f\u958b\u767c\u8005\uff0c\u5e0c\u671b\u6df1\u5ea6\u96c6\u6210<\/strong>\uff1a\u4f60\u60f3\u8981\u5728Claude Code\u7d42\u7aef\u88e1\u76f4\u63a5\u6307\u63ee\u4e00\u500b\u5f37\u5927\u7684Agent\u4f86\u5b8c\u6210\u5de5\u4f5c<a href=\"https:\/\/github.com\/bytedance\/deer-flow\/blob\/main\/README.md\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\ud83e\udd9e \u9078\u64c7 OpenClaw\uff0c\u5982\u679c\u4f60\u662f\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u76ee\u6a19\u662f\u81ea\u52d5\u5316\u65e5\u5e38\u500b\u4eba\/\u8fa6\u516c\u4efb\u52d9<\/strong>\uff1a\u4f60\u60f3\u8981\u4e00\u500bAI\u5e6b\u4f60\u7ba1\u7406\u90f5\u4ef6\u3001\u6574\u7406\u684c\u9762\u6587\u4ef6\u3001\u5b9a\u6642\u722c\u53d6\u7279\u5b9a\u8cc7\u8a0a\u4e26\u767c\u5230\u4f60\u7684Telegram\u983b\u9053<a href=\"https:\/\/kjt.yn.gov.cn\/html\/2026\/meitijujiao_0313\/3012319.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/li>\n\n\n\n<li><strong>\u9700\u8981\u591a\u5e73\u53f0\u63a5\u5165\uff0c\u96a8\u559a\u96a8\u5230<\/strong>\uff1a\u4f60\u60f3\u8981\u900f\u904e\u624b\u6a5f\u4e0a\u7684Discord\u6216\u98db\u66f8\uff0c\u96a8\u6642\u96a8\u5730\u7d66AI\u4e0b\u6307\u4ee4\uff0c\u8b93\u5b83\u53bb\u57f7\u884c\u4efb\u52d9<a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/openclaw-security-and-feature-enhancement-practices\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/li>\n\n\n\n<li><strong>\u770b\u91cd\u8c50\u5bcc\u7684\u751f\u614b\u548c\u5373\u6230\u529b<\/strong>\uff1a\u793e\u5340\u6709\u5927\u91cf\u73fe\u6210\u7684\u6280\u80fd\u53ef\u4ee5\u76f4\u63a5\u5b89\u88dd\u4f7f\u7528\uff0c\u8986\u84cb\u5f9e\u700f\u89bd\u5668\u63a7\u5236\u5230\u793e\u4ea4\u5a92\u9ad4\u7ba1\u7406\u7684\u5404\u7a2e\u5834\u666f<a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/openclaw-security-and-feature-enhancement-practices\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/li>\n\n\n\n<li><strong>\u559c\u6b61\u6578\u64da\u5728\u81ea\u5df1\u624b\u4e0a\u7684\u611f\u89ba<\/strong>\uff1a\u6240\u6709\u7684\u5c0d\u8a71\u8a18\u9304\u548c\u8a18\u61b6\u90fd\u4ee5\u7d14\u6587\u5b57\u6a94\u6848\u5f62\u5f0f\u5b58\u5728\u4f60\u7684\u96fb\u8166\u88e1\uff0c\u900f\u660e\u4e14\u6613\u65bc\u7ba1\u7406<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/2016242822005684090\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udc8e \u7e3d\u7d50<\/h3>\n\n\n\n<p>\u7e3d\u7684\u4f86\u8aaa\uff0c<strong>DeerFlow \u7684\u300c\u5f37\u300d\u5728\u65bc\u5176\u67b6\u69cb\u7684\u56b4\u8b39\u6027\u548c\u57f7\u884c\u8907\u96dc\u4efb\u52d9\u7684\u6df1\u5ea6\uff0c\u66f4\u50cf\u4e00\u500b\u5c08\u696d\u7684\u300c\u5c08\u6848\u57f7\u884c\u5718\u968a\u300d<\/strong>\uff1b\u800c&nbsp;<strong>OpenClaw \u7684\u300c\u5f37\u300d\u5728\u65bc\u5176\u4f7f\u7528\u7684\u4fbf\u5229\u6027\u3001\u63a5\u5165\u6e20\u9053\u7684\u5ee3\u6cdb\u6027\u548c\u751f\u614b\u7684\u6210\u719f\u5ea6\uff0c\u66f4\u50cf\u4e00\u500b\u8cbc\u8eab\u7684\u300c\u842c\u80fd\u751f\u6d3b\u79d8\u66f8\u300d<\/strong>\u3002<\/p>\n\n\n\n<p>\u5169\u8005\u4e26\u975e\u5b8c\u5168\u5c0d\u7acb\u7684\u7af6\u722d\u95dc\u4fc2\uff0c\u751a\u81f3\u6709\u8a55\u8ad6\u8a8d\u70ba\uff0cDeerFlow \u53ef\u4ee5\u8996\u70ba\u5728 OpenClaw \u9019\u985e\u300cClaw-like\u300d\u500b\u4eba\u52a9\u7406\u751f\u614b\u71b1\u6f6e\u4e0b\uff0c\u8a95\u751f\u7684\u4e00\u500b\u66f4\u5074\u91cd\u65bc\u5f8c\u53f0\u57f7\u884c\u80fd\u529b\u7684\u3001\u5c08\u696d\u5316\u7684\u65b0\u5206\u652f<a href=\"https:\/\/charonhub.deeplearning.ai\/deerflow-2-0-puts-new-spin-on-claw-like-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/www.aiinav.com\/sites\/2654.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u3002\u6700\u7d42\u9078\u64c7\u54ea\u4e00\u500b\uff0c\u5b8c\u5168\u53d6\u6c7a\u65bc\u4f60\u60f3\u7528\u5b83\u4f86\u89e3\u6c7a\u4ec0\u9ebc\u6a23\u7684\u554f\u984c\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-03071722196dcbb59a847b2b52c19a37\">\u4e5d\u3001\u53c3\u8003\u76f8\u95dc\u8cc7\u6e90<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/deerflow.bytedance.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u5b98\u65b9\u7db2\u7ad9<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/bytedance\/deer-flow\/blob\/main\/CONTRIBUTING.md\" target=\"_blank\" rel=\"noreferrer noopener\">\u8ca2\u737b\u6307\u5357 (CONTRIBUTING.md)<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/bytedance\/deer-flow\/blob\/main\/docs\/sandbox.md\" target=\"_blank\" rel=\"noreferrer noopener\">Sandbox \u914d\u7f6e\u6307\u5357<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/bytedance\/deer-flow\/blob\/main\/docs\/mcp-server.md\" target=\"_blank\" rel=\"noreferrer noopener\">MCP Server \u6307\u5357<\/a><\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-8152cb184d4b9b12bfd4df65e94bdf5d\">\u5341\u3001\u9644\u9304: \u66f4\u591a\u6709\u95dc<code>config.yaml<\/code>\u7684\u8a2d\u5b9a\u7bc4\u4f8b<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u6839\u64da DeerFlow \u7684 <code>config.yaml<\/code> \u683c\u5f0f\uff0c\u914d\u7f6e <strong>OpenRouter<\/strong> \u548c <strong>Ollama<\/strong> \u7684\u7bc4\u4f8b\u3002\u8acb\u5c07\u4ee5\u4e0b\u5167\u5bb9\u52a0\u5165\u6216\u66ff\u63db\u539f\u6709\u7684 <code>models<\/code> \u5217\u8868\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2705 OpenRouter \u8a2d\u5b9a\u7bc4\u4f8b<\/h3>\n\n\n\n<p>OpenRouter \u63d0\u4f9b OpenAI \u76f8\u5bb9\u7684 API\uff0c\u56e0\u6b64\u53ef\u76f4\u63a5\u4f7f\u7528 <code>langchain_openai:ChatOpenAI<\/code>\uff0c\u4e26\u900f\u904e <code>base_url<\/code> \u6307\u5411 OpenRouter \u7684\u7aef\u9ede\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>models:\n  # \u539f\u6709\u6a21\u578b\u53ef\u4fdd\u7559...\n\n  # OpenRouter \u4e0a\u7684\u6a21\u578b (\u4ee5 Gemini 2.5 Flash \u70ba\u4f8b)\n  - name: openrouter-gemini-2.5-flash\n    display_name: Gemini 2.5 Flash (OpenRouter)\n    use: langchain_openai:ChatOpenAI\n    model: google\/gemini-2.5-flash-preview   # OpenRouter \u7684\u6a21\u578b\u8b58\u5225\u78bc\n    api_key: $OPENROUTER_API_KEY              # \u5efa\u8b70\u4f7f\u7528\u74b0\u5883\u8b8a\u6578\n    base_url: https:\/\/openrouter.ai\/api\/v1\n    max_tokens: 4096\n    temperature: 0.7<\/code><\/pre>\n\n\n\n<p><strong>\u5c0d\u61c9\u7684 <code>.env<\/code> \u8a2d\u5b9a\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>OPENROUTER_API_KEY=your-openrouter-api-key<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">\u2705 Ollama \u8a2d\u5b9a\u7bc4\u4f8b\uff08\u5169\u7a2e\u65b9\u5f0f\uff09<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u5f0f\u4e00\uff1a\u4f7f\u7528 Ollama \u539f\u751f LangChain \u6574\u5408\uff08\u63a8\u85a6\uff09<\/h4>\n\n\n\n<p>\u9700\u78ba\u4fdd DeerFlow \u74b0\u5883\u5df2\u5b89\u88dd <code>langchain-ollama<\/code>\uff08\u53ef\u900f\u904e <code>pip install langchain-ollama<\/code> \u5b89\u88dd\uff09\u3002<br>\u6b64\u65b9\u5f0f\u76f4\u63a5\u5229\u7528 Ollama \u7684\u672c\u5730 API\uff0c\u7121\u9700 API Key\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>models:\n  - name: ollama-llama3\n    display_name: Ollama Llama 3\n    use: langchain_ollama:ChatOllama\n    model: llama3:latest               # \u60a8\u5df2\u5728 Ollama \u4e0b\u8f09\u7684\u6a21\u578b\u540d\u7a31\n    base_url: http:\/\/localhost:11434   # Ollama \u9810\u8a2d\u4f4d\u5740\n    temperature: 0.8\n    # Ollama \u4e0d\u652f\u63f4 max_tokens \u53c3\u6578\uff0c\u8acb\u7528 num_predict\uff08\u82e5\u9700\u8981\uff09\n    # \u53ef\u900f\u904e model_kwargs \u50b3\u905e\u5176\u4ed6\u53c3\u6578\uff1a\n    model_kwargs:\n      num_predict: 2048<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u65b9\u5f0f\u4e8c\uff1a\u4f7f\u7528 Ollama \u7684 OpenAI \u76f8\u5bb9 API<\/h4>\n\n\n\n<p>Ollama \u5f9e 0.1.14 \u7248\u672c\u8d77\u652f\u63f4 OpenAI \u76f8\u5bb9 API\uff08\u9810\u8a2d\u4f4d\u5740 <code>http:\/\/localhost:11434\/v1<\/code>\uff09\uff0c\u56e0\u6b64\u4e5f\u53ef\u4f7f\u7528 <code>langchain_openai:ChatOpenAI<\/code> \u63a5\u5165\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>models:\n  - name: ollama-llama3-openai-compat\n    display_name: Ollama Llama 3 (OpenAI Compatible)\n    use: langchain_openai:ChatOpenAI\n    model: llama3:latest               # \u6a21\u578b\u540d\u7a31\n    api_key: dummy                     # Ollama \u4e0d\u9700\u8981 key\uff0c\u4f46\u5fc5\u9808\u586b\u975e\u7a7a\u503c\n    base_url: http:\/\/localhost:11434\/v1\n    max_tokens: 2048\n    temperature: 0.7<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u6ce8\u610f<\/strong>\uff1a\u82e5\u4f7f\u7528\u65b9\u5f0f\u4e8c\uff0c\u8acb\u78ba\u4fdd Ollama \u7684 API \u670d\u52d9\u6b63\u5e38\u904b\u884c\uff08\u57f7\u884c <code>ollama serve<\/code>\uff09\uff0c\u4e14\u6a21\u578b\u5df2\u4e0b\u8f09\uff08\u5982 <code>ollama pull llama3<\/code>\uff09\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd27 \u8a2d\u5b9a\u5f8c\u7e8c\u6b65\u9a5f<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u78ba\u8a8d\u4f9d\u8cf4<\/strong><\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82e5\u4f7f\u7528\u539f\u751f Ollama \u985e\uff0c\u8acb\u5728 <code>deer-flow<\/code> \u74b0\u5883\u4e2d\u5b89\u88dd <code>langchain-ollama<\/code>\uff1a<br><code>bash pip install langchain-ollama<\/code><\/li>\n\n\n\n<li>\u82e5\u4f7f\u7528 OpenRouter \u6216 OpenAI \u76f8\u5bb9\u65b9\u5f0f\uff0c<code>langchain-openai<\/code> \u901a\u5e38\u5df2\u9810\u8a2d\u5b89\u88dd\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578<\/strong>\uff08\u5982\u9069\u7528\uff09<br>\u7de8\u8f2f\u6839\u76ee\u9304\u7684 <code>.env<\/code> \u6587\u4ef6\uff0c\u52a0\u5165\u5c0d\u61c9\u7684 API Key\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-code\"><code>   OPENROUTER_API_KEY=sk-or-v1-xxxxxxxxxxxxx\n   # Ollama \u4e0d\u9700\u8981\u8a2d\u5b9a key<\/code><\/pre>\n\n\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>\u555f\u52d5 DeerFlow<\/strong><br>\u4f7f\u7528 <code>make dev<\/code> \u6216 <code>make docker-start<\/code> \u555f\u52d5\uff0cDeerFlow \u6703\u81ea\u52d5\u8f09\u5165 <code>config.yaml<\/code> \u4e2d\u5b9a\u7fa9\u7684\u6a21\u578b\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udca1 \u88dc\u5145\u8aaa\u660e<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u5167\u90e8\u540d\u7a31 (<code>name<\/code>)<\/strong>\uff1a\u60a8\u53ef\u4ee5\u5728\u5c0d\u8a71\u4e2d\u5207\u63db\u6a21\u578b\uff0cDeerFlow \u6703\u6839\u64da\u6b64\u6b04\u4f4d\u8b58\u5225\u3002<\/li>\n\n\n\n<li><strong><code>use<\/code> \u6b04\u4f4d<\/strong>\uff1a\u5c0d\u61c9 LangChain \u7684\u5c0e\u5165\u8def\u5f91\uff08<code>\u6a21\u7d44:\u985e\u5225<\/code>\uff09\uff0c\u4f8b\u5982 <code>langchain_openai:ChatOpenAI<\/code> \u8868\u793a\u5f9e <code>langchain_openai<\/code> \u5c0e\u5165 <code>ChatOpenAI<\/code> \u985e\u3002<\/li>\n\n\n\n<li><strong>\u5176\u4ed6\u53c3\u6578<\/strong>\uff1a\u53ef\u53c3\u8003 LangChain \u5b98\u65b9\u6587\u4ef6\uff0c\u5c07\u984d\u5916\u53c3\u6578\u5beb\u5165 <code>model_kwargs<\/code> \u4e2d\uff08\u5982 Ollama \u7684 <code>num_ctx<\/code>\u3001<code>top_k<\/code> \u7b49\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u6a23\u8a2d\u5b9a\u5f8c\uff0c\u60a8\u5c31\u53ef\u4ee5\u5728 DeerFlow \u4e2d\u540c\u6642\u4f7f\u7528 OpenRouter \u4e0a\u7684\u5546\u696d\u6a21\u578b\u548c\u672c\u5730\u7684 Ollama \u6a21\u578b\uff0c\u81ea\u7531\u5207\u63db\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p class=\"has-vivid-green-cyan-color has-text-color has-link-color wp-elements-0d2c26e72907e9ffa17f7395d67d078f\">\u6309\u7167\u672c\u6307\u5357\u7684\u6b65\u9a5f\u64cd\u4f5c\uff0c\u60a8\u61c9\u8a72\u80fd\u5920\u9806\u5229\u555f\u52d5\u4e26\u4f7f\u7528 <strong>DeerFlow<\/strong>\u3002\u96a8\u8457\u4f7f\u7528\u6df1\u5165\uff0c\u60a8\u6703\u767c\u73fe\u5b83\u4f5c\u70ba <strong>\u8d85\u7d1a\u667a\u80fd\u9ad4\u6574\u5408\u6846\u67b6\/\u5de5\u5177 (Super Agent Harness)<\/strong> \u7684\u5f37\u5927\u4e4b\u8655 \u2014\u2014 \u5f9e\u7814\u7a76\u3001\u6578\u64da\u8655\u7406\u5230\u5167\u5bb9\u751f\u6210\uff0c\u5e7e\u4e4e\u7121\u6240\u4e0d\u80fd\u3002\u795d\u60a8\u4f7f\u7528\u6109\u5feb\uff01\ud83e\udd8c<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-1b1e9fa44438a5abbd0112682f24a432\"><strong>\u300c<a href=\"https:\/\/intelligent-shop.com\/shop\/aitv-video\/\" title=\"\">\u77ed\u8996\u983b<\/a>\u300d<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-78c3d97903b0369d29c0b06b17fa8d87\"><strong>\u300c<a href=\"https:\/\/intelligent-shop.com\/shop\/luckydraw\/\" title=\"\">\u5927\u62bd\u596c<\/a>\u300d<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-0be1b9adbc3fde612fcccb647460a0f0\"><strong>\u300c<a href=\"https:\/\/intelligent-shop.com\/shop\/draw-a-fortune\/\" title=\"\">\u514d\u8cbb\u6c42\u7c3d<\/a>\u300d<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-4671572a837579c5217863f715398757\"><strong>\u300c<a href=\"https:\/\/intelligent-shop.com\/shop\/iron\/\" title=\"\">\u514d\u8cbb\u7b97\u547d<\/a>\u300d<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center has-vivid-cyan-blue-color has-text-color has-link-color wp-elements-d83d6783e0b13b3bfa97b356d634f695\"><strong>\u300c<a href=\"https:\/\/intelligent-shop.com\/shop\/\u667a\u80fd\u5546\u57ce-\u52a0\u76df\u5546\u5340\u57df\/\" title=\"\">\u514d\u8cbb\u6210\u70ba\u6703\u54e1\u6709\u9322\u6536<\/a>\u300d<\/strong><\/h2>\n\n\n\n<p><\/p>\n<div data-object_id=\"22703\" class=\"cbxwpbkmarkwrap cbxwpbkmarkwrap_guest cbxwpbkmarkwrap_user_cat cbxwpbkmarkwrap-post \"><a  data-redirect-url=\"https:\/\/intelligent-shop.com\/shop\/wp-json\/wp\/v2\/posts\/22703\"  data-display-label=\"1\" data-show-count=\"1\" data-bookmark-label=\"\u66f8\u7c64\"  data-bookmarked-label=\"\u5df2\u52a0\u66f8\u7c64\"  data-loggedin=\"0\" data-type=\"post\" data-object_id=\"22703\" class=\"cbxwpbkmarktrig  cbxwpbkmarktrig-button-addto ld-ext-left\" title=\"\u5c07\u6b64\u52a0\u5165\u66f8\u7c64\" href=\"#\"><span class=\"cbxwpbkmarktrig-icon\"><\/span><span class=\"ld ld-ring ld-spin\"><\/span><span class=\"cbxwpbkmarktrig-label\" >\u66f8\u7c64 (<i class=\"cbxwpbkmarktrig-count\">0<\/i>)<\/span><\/a> <div  data-type=\"post\" data-object_id=\"22703\" class=\"cbxwpbkmarkguestwrap\" id=\"cbxwpbkmarkguestwrap-22703\"><div class=\"cbxwpbkmarkguest-message\"><div class=\"cbxwpbkmarkguest-message-head\"><span class=\"cbxwpbkmarkguest-message-head-label\">\u8acb\u767b\u5165\u5f8c\u624d\u80fd\u52a0\u5165\u66f8\u7c64<\/span><a class=\"cbxwpbkmarkguesttrig_close\" role=\"button\" title=\"\u6309\u4e00\u4e0b\u4ee5\u95dc\u9589\u66f8\u7c64\u9762\u677f\/\u6a21\u5f0f\" href=\"#\" ><i class=\"cbx-icon\"><?xml version=\"1.0\" encoding=\"utf-8\"?>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><line x1=\"18\" y1=\"6\" x2=\"6\" y2=\"18\"><\/line><line x1=\"6\" y1=\"6\" x2=\"18\" y2=\"18\"><\/line><\/svg><\/i><i class=\"sr-only\">\u95dc\u9589<\/i><\/a><\/div><div class=\"cbxwpbkmarkguest-content\">\n<div class=\"cbx-chota\"><div class=\"container\"><div class=\"row\"><div class=\"col-12\"><div class=\"cbx-guest-wrap cbxwpbookmark-guest-wrap\"><div class=\"cbx-guest-login-wrap cbxwpbookmark-guest-login-wrap\"><form name=\"loginform\" id=\"loginform\" action=\"https:\/\/intelligent-shop.com\/shop\/wp-login.php\" method=\"post\"><p class=\"login-username\">\n\t\t\t\t<label for=\"user_login\">\u4f7f\u7528\u8005\u540d\u7a31\u6216\u96fb\u5b50\u90f5\u4ef6\u5730\u5740<\/label>\n\t\t\t\t<input type=\"text\" name=\"log\" id=\"user_login\" autocomplete=\"username\" class=\"input\" value=\"\" size=\"20\" \/>\n\t\t\t<\/p><p class=\"login-password\">\n\t\t\t\t<label for=\"user_pass\">\u5bc6\u78bc<\/label>\n\t\t\t\t<input type=\"password\" name=\"pwd\" id=\"user_pass\" autocomplete=\"current-password\" spellcheck=\"false\" class=\"input\" value=\"\" size=\"20\" \/>\n\t\t\t<\/p><p class=\"login-remember\"><label><input name=\"rememberme\" type=\"checkbox\" id=\"rememberme\" value=\"forever\" \/> \u4fdd\u6301\u767b\u5165<\/label><\/p><p class=\"login-submit\">\n\t\t\t\t<input type=\"submit\" name=\"wp-submit\" id=\"wp-submit\" class=\"button button-primary\" value=\"\u767b\u5165\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"redirect_to\" value=\"https:\/\/intelligent-shop.com\/shop\/wp-json\/wp\/v2\/posts\/22703\" \/>\n\t\t\t<\/p><input type=\"hidden\" name=\"members_redirect_to\" value=\"1\" \/><\/form><p class=\"cbx-guest-register cbxwpbookmark-guest-register\">No account yet? <a href=\"https:\/\/intelligent-shop.com\/shop\/\u667a\u80fd\u5546\u57ce-\u52a0\u76df\u5546\u5340\u57df\/?redirect_to=https%3A%2F%2Fintelligent-shop.com%2Fshop%2Fwp-json%2Fwp%2Fv2%2Fposts%2F22703\">Register<\/a><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div style=\"margin: 20px 0;\"><div class=\"qrcswholewtapper\" style=\"text-align:left;\"><div class=\"qrcprowrapper\"  id=\"qrcwraa2leds\"><div class=\"qrc_canvass\" id=\"qrc_cuttenpages_2\" style=\"display:inline-block\" data-text=\"https:\/\/intelligent-shop.com\/shop\/%e8%b6%85%e7%b4%9a%e6%99%ba%e8%83%bd%e9%ab%94%e6%95%b4%e5%90%88%e6%a1%86%e6%9e%b6-%e5%b7%a5%e5%85%b7-deerflow-%e6%96%b0%e6%89%8b%e5%ae%8c%e5%85%a8%e4%bd%bf%e7%94%a8%e6%8c%87%e5%8d%97-%e9%99%84\/\"><\/div><div><a download=\"\u8d85\u7d1a\u667a\u80fd\u9ad4\u6574\u5408\u6846\u67b6\/\u5de5\u5177: DeerFlow \u65b0\u624b\u5b8c\u5168\u4f7f\u7528\u6307\u5357 (\u9644: \u548c\u9f8d\u8766\u7684\u6bd4\u8f03).png\" class=\"qrcdownloads\" id=\"worign\">\r\n           <button type=\"button\" style=\"min-width:200px;background:#44d813;color:#1e73be;font-weight: 600;border: 1px solid #44d813;border-radius:20px;font-size:12px;padding: 6px 0;\" class=\"uqr_code_btn\">\u4e0b\u8f09\u4e8c\u7dad\u78bc \ud83e\udc0b<\/button>\r\n           <\/a><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>\ud83e\udd8c DeerFlow DeerFlow\uff08Deep Exploration and Effi&hellip;<\/p>\n<div data-object_id=\"22703\" class=\"cbxwpbkmarkwrap cbxwpbkmarkwrap_guest cbxwpbkmarkwrap_user_cat cbxwpbkmarkwrap-post \"><a  data-redirect-url=\"https:\/\/intelligent-shop.com\/shop\/wp-json\/wp\/v2\/posts\/22703\"  data-display-label=\"1\" data-show-count=\"1\" data-bookmark-label=\"\u66f8\u7c64\"  data-bookmarked-label=\"\u5df2\u52a0\u66f8\u7c64\"  data-loggedin=\"0\" data-type=\"post\" data-object_id=\"22703\" class=\"cbxwpbkmarktrig  cbxwpbkmarktrig-button-addto ld-ext-left\" title=\"\u5c07\u6b64\u52a0\u5165\u66f8\u7c64\" href=\"#\"><span class=\"cbxwpbkmarktrig-icon\"><\/span><span class=\"ld ld-ring ld-spin\"><\/span><span class=\"cbxwpbkmarktrig-label\" >\u66f8\u7c64 (<i class=\"cbxwpbkmarktrig-count\">0<\/i>)<\/span><\/a> <div  data-type=\"post\" data-object_id=\"22703\" class=\"cbxwpbkmarkguestwrap\" id=\"cbxwpbkmarkguestwrap-22703\"><div class=\"cbxwpbkmarkguest-message\"><div class=\"cbxwpbkmarkguest-message-head\"><span class=\"cbxwpbkmarkguest-message-head-label\">\u8acb\u767b\u5165\u5f8c\u624d\u80fd\u52a0\u5165\u66f8\u7c64<\/span><a class=\"cbxwpbkmarkguesttrig_close\" role=\"button\" title=\"\u6309\u4e00\u4e0b\u4ee5\u95dc\u9589\u66f8\u7c64\u9762\u677f\/\u6a21\u5f0f\" href=\"#\" ><i class=\"cbx-icon\"><?xml version=\"1.0\" encoding=\"utf-8\"?>\n<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><line x1=\"18\" y1=\"6\" x2=\"6\" y2=\"18\"><\/line><line x1=\"6\" y1=\"6\" x2=\"18\" y2=\"18\"><\/line><\/svg><\/i><i class=\"sr-only\">\u95dc\u9589<\/i><\/a><\/div><div class=\"cbxwpbkmarkguest-content\">\n<div class=\"cbx-chota\"><div class=\"container\"><div class=\"row\"><div class=\"col-12\"><div class=\"cbx-guest-wrap cbxwpbookmark-guest-wrap\"><div class=\"cbx-guest-login-wrap cbxwpbookmark-guest-login-wrap\"><form name=\"loginform\" id=\"loginform\" action=\"https:\/\/intelligent-shop.com\/shop\/wp-login.php\" method=\"post\"><p class=\"login-username\">\n\t\t\t\t<label for=\"user_login\">\u4f7f\u7528\u8005\u540d\u7a31\u6216\u96fb\u5b50\u90f5\u4ef6\u5730\u5740<\/label>\n\t\t\t\t<input type=\"text\" name=\"log\" id=\"user_login\" autocomplete=\"username\" class=\"input\" value=\"\" size=\"20\" \/>\n\t\t\t<\/p><p class=\"login-password\">\n\t\t\t\t<label for=\"user_pass\">\u5bc6\u78bc<\/label>\n\t\t\t\t<input type=\"password\" name=\"pwd\" id=\"user_pass\" autocomplete=\"current-password\" spellcheck=\"false\" class=\"input\" value=\"\" size=\"20\" \/>\n\t\t\t<\/p><p class=\"login-remember\"><label><input name=\"rememberme\" type=\"checkbox\" id=\"rememberme\" value=\"forever\" \/> \u4fdd\u6301\u767b\u5165<\/label><\/p><p class=\"login-submit\">\n\t\t\t\t<input type=\"submit\" name=\"wp-submit\" id=\"wp-submit\" class=\"button button-primary\" value=\"\u767b\u5165\" \/>\n\t\t\t\t<input type=\"hidden\" name=\"redirect_to\" 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