{"id":30643,"date":"2025-04-22T11:38:20","date_gmt":"2025-04-22T03:38:20","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=30643"},"modified":"2025-04-22T11:38:20","modified_gmt":"2025-04-22T03:38:20","slug":"llmanager","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/llmanager\/","title":{"rendered":"LLManager\uff1a\u667a\u80fd\u81ea\u52a8\u5316\u6d41\u7a0b\u5ba1\u6279\u4e0e\u4eba\u7c7b\u5ba1\u6838\u7ed3\u5408\u7684\u7ba1\u7406\u5de5\u5177"},"content":{"rendered":"<p>LLManager \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u667a\u80fd\u5ba1\u6279\u7ba1\u7406\u5de5\u5177\uff0c\u57fa\u4e8e LangChain \u7684 <a href=\"https:\/\/www.kdjingpai.com\/langgraph\/\">LangGraph<\/a> \u6846\u67b6\u5f00\u53d1\uff0c\u4e13\u6ce8\u4e8e\u81ea\u52a8\u5316\u5904\u7406\u5ba1\u6279\u8bf7\u6c42\uff0c\u540c\u65f6\u7ed3\u5408\u4eba\u7c7b\u5ba1\u6838\u4f18\u5316\u51b3\u7b56\u3002\u5b83\u901a\u8fc7\u8bed\u4e49\u641c\u7d22\u3001\u5c11\u6837\u672c\u5b66\u4e60\u548c\u53cd\u601d\u673a\u5236\uff0c\u4ece\u5386\u53f2\u5ba1\u6279\u4e2d\u5b66\u4e60\uff0c\u63d0\u5347\u5ba1\u6279\u51c6\u786e\u6027\u3002\u7528\u6237\u53ef\u901a\u8fc7 <a href=\"https:\/\/www.kdjingpai.com\/agent-inbox\/\">Agent Inbox<\/a> \u67e5\u770b\u548c\u54cd\u5e94\u8bf7\u6c42\uff0c\u652f\u6301\u81ea\u5b9a\u4e49\u5ba1\u6279\u548c\u62d2\u7edd\u6807\u51c6\uff0c\u9002\u914d\u591a\u79cd\u8bed\u8a00\u6a21\u578b\uff08\u5982 OpenAI\u3001Anthropic\uff09\u3002LLManager \u9002\u7528\u4e8e\u4f01\u4e1a\u9884\u7b97\u5ba1\u6279\u3001\u9879\u76ee\u7ba1\u7406\u548c\u5408\u89c4\u5ba1\u67e5\u7b49\u573a\u666f\uff0c\u4ee3\u7801\u6258\u7ba1\u4e8e GitHub\uff0c\u5f00\u53d1\u8005\u53ef\u81ea\u7531\u6269\u5c55\u529f\u80fd\u3002\u5de5\u5177\u5f3a\u8c03 AI \u4e0e\u4eba\u7c7b\u534f\u4f5c\uff0c\u517c\u987e\u6548\u7387\u548c\u53ef\u9760\u6027\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-30644\" title=\"LLManager\uff1a\u667a\u80fd\u81ea\u52a8\u5316\u6d41\u7a0b\u5ba1\u6279\u4e0e\u4eba\u7c7b\u5ba1\u6838\u7ed3\u5408\u7684\u7ba1\u7406\u5de5\u5177-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3122f9e4cadf5cc.jpg\" alt=\"LLManager\uff1a\u667a\u80fd\u81ea\u52a8\u5316\u6d41\u7a0b\u5ba1\u6279\u4e0e\u4eba\u7c7b\u5ba1\u6838\u7ed3\u5408\u7684\u7ba1\u7406\u5de5\u5177-1\" width=\"2473\" height=\"278\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3122f9e4cadf5cc.jpg 2473w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3122f9e4cadf5cc-768x86.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3122f9e4cadf5cc-1536x173.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3122f9e4cadf5cc-2048x230.jpg 2048w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/04\/3122f9e4cadf5cc-18x2.jpg 18w\" sizes=\"auto, (max-width: 2473px) 100vw, 2473px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u5ba1\u6279<\/strong>\uff1a\u6839\u636e\u7528\u6237\u5b9a\u4e49\u7684\u5ba1\u6279\u548c\u62d2\u7edd\u6807\u51c6\uff0c\u81ea\u52a8\u751f\u6210\u5ba1\u6279\u5efa\u8bae\u3002<\/li>\n<li><strong>\u4eba\u7c7b\u5ba1\u6838<\/strong>\uff1a\u652f\u6301\u4eba\u5de5\u63a5\u53d7\u3001\u4fee\u6539\u6216\u62d2\u7edd AI \u751f\u6210\u7684\u5ba1\u6279\u7ed3\u679c\uff0c\u786e\u4fdd\u51b3\u7b56\u51c6\u786e\u3002<\/li>\n<li><strong>\u8bed\u4e49\u641c\u7d22<\/strong>\uff1a\u4ece\u5386\u53f2\u8bf7\u6c42\u4e2d\u63d0\u53d6 10 \u4e2a\u8bed\u4e49\u76f8\u4f3c\u7684\u6837\u672c\uff0c\u63d0\u5347\u5ba1\u6279\u7684\u4e0a\u4e0b\u6587\u76f8\u5173\u6027\u3002<\/li>\n<li><strong>\u5c11\u6837\u672c\u5b66\u4e60<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u5ba1\u6279\u6570\u636e\uff0c\u4f18\u5316\u6a21\u578b\u7684\u672a\u6765\u51b3\u7b56\u80fd\u529b\u3002<\/li>\n<li><strong>\u53cd\u601d\u673a\u5236<\/strong>\uff1a\u5206\u6790\u88ab\u4fee\u6539\u7684\u5ba1\u6279\u7ed3\u679c\uff0c\u751f\u6210\u53cd\u601d\u62a5\u544a\uff0c\u6539\u8fdb\u6a21\u578b\u8868\u73b0\u3002<\/li>\n<li><strong>\u6a21\u578b\u81ea\u5b9a\u4e49<\/strong>\uff1a\u652f\u6301 OpenAI\u3001Anthropic \u7b49\u6a21\u578b\uff0c\u9700\u652f\u6301\u5de5\u5177\u8c03\u7528\u529f\u80fd\u3002<\/li>\n<li><strong>Agent Inbox \u4ea4\u4e92<\/strong>\uff1a\u63d0\u4f9b\u76f4\u89c2\u754c\u9762\uff0c\u7528\u4e8e\u67e5\u770b\u3001\u54cd\u5e94\u548c\u7ba1\u7406\u5ba1\u6279\u8bf7\u6c42\u3002<\/li>\n<li><strong>\u52a8\u6001\u63d0\u793a\u6784\u5efa<\/strong>\uff1a\u6839\u636e\u8bf7\u6c42\u52a8\u6001\u8c03\u6574\u63d0\u793a\uff0c\u9002\u914d\u591a\u6837\u5316\u7684\u5ba1\u6279\u573a\u666f\u3002<\/li>\n<li><strong>\u7aef\u5230\u7aef\u8bc4\u4f30<\/strong>\uff1a\u8fd0\u884c\u6d4b\u8bd5\u7528\u4f8b\uff0c\u9a8c\u8bc1\u5de5\u4f5c\u6d41\u7684\u53ef\u9760\u6027\u548c\u51c6\u786e\u6027\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<p>LLManager \u662f\u57fa\u4e8e LangChain \u548c LangGraph \u7684\u5f00\u6e90\u9879\u76ee\uff0c\u9700\u672c\u5730\u90e8\u7f72\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u5b89\u88c5\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u514b\u9686\u4ee3\u7801\u5e93<\/strong>\uff1a<br \/>\n\u5728\u7ec8\u7aef\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u83b7\u53d6 LLManager \u4ee3\u7801\uff1a<\/p>\n<pre><code>git clone https:\/\/github.com\/langchain-ai\/llmanager.git\r\ncd llmanager\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a<br \/>\n\u786e\u4fdd\u7cfb\u7edf\u5df2\u5b89\u88c5 Python 3.11 \u6216\u66f4\u9ad8\u7248\u672c\uff0c\u4ee5\u53ca Node.js\uff08\u7528\u4e8e Yarn\uff09\u3002\u521b\u5efa\u865a\u62df\u73af\u5883\u5e76\u5b89\u88c5\u4f9d\u8d56\uff1a<\/p>\n<pre><code>python3 -m venv venv\r\nsource venv\/bin\/activate\r\nyarn install\r\n<\/code><\/pre>\n<p>\u9ed8\u8ba4\u4f9d\u8d56\u5305\u62ec LangChain \u548c Anthropic\/OpenAI \u96c6\u6210\u5305\u3002\u82e5\u4f7f\u7528\u5176\u4ed6\u6a21\u578b\uff08\u5982 Google GenAI\uff09\uff0c\u9700\u989d\u5916\u5b89\u88c5\uff1a<\/p>\n<pre><code>yarn install @langchain\/google-genai\r\n<\/code><\/pre>\n<\/li>\n<li><strong>\u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong>\uff1a<br \/>\n\u590d\u5236\u793a\u4f8b\u73af\u5883\u6587\u4ef6\u5e76\u586b\u5199\u5fc5\u8981\u4fe1\u606f\uff1a<\/p>\n<pre><code>cp .env.example .env\r\n<\/code><\/pre>\n<p>\u7f16\u8f91\u00a0<code>.env<\/code>\u00a0\u6587\u4ef6\uff0c\u6dfb\u52a0 LangSmith API \u5bc6\u94a5\u548c <a href=\"https:\/\/www.kdjingpai.com\/claudeanquanfubai\/\">Anthropic<\/a> API \u5bc6\u94a5\uff08\u82e5\u4f7f\u7528 Anthropic \u6a21\u578b\uff09\uff1a<\/p>\n<pre><code>LANGCHAIN_PROJECT=\"default\"\r\nLANGCHAIN_API_KEY=\"lsv2_...\"\r\nLANGCHAIN_TRACING_V2=\"true\"\r\nLANGSMITH_TEST_TRACKING=\"true\"\r\nANTHROPIC_API_KEY=\"your_anthropic_key\"\r\n<\/code><\/pre>\n<p>LangSmith \u7528\u4e8e\u8ffd\u8e2a\u548c\u8c03\u8bd5\uff0c\u5efa\u8bae\u542f\u7528\u3002<\/li>\n<li><strong>\u542f\u52a8\u5f00\u53d1\u670d\u52a1\u5668<\/strong>\uff1a<br \/>\n\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u542f\u52a8 LangGraph \u670d\u52a1\u5668\uff1a<\/p>\n<pre><code>yarn dev\r\n<\/code><\/pre>\n<p>\u670d\u52a1\u5668\u9ed8\u8ba4\u8fd0\u884c\u5728\u00a0<code>http:\/\/localhost:2024<\/code>\u3002\u751f\u4ea7\u73af\u5883\u4e2d\uff0c\u9700\u90e8\u7f72\u5230\u4e91\u670d\u52a1\u5668\u5e76\u66f4\u65b0 URL\u3002<\/li>\n<\/ol>\n<h3>\u4f7f\u7528\u65b9\u6cd5<\/h3>\n<p>LLManager \u7684\u6838\u5fc3\u662f\u901a\u8fc7 Agent Inbox \u7ba1\u7406\u548c\u54cd\u5e94\u5ba1\u6279\u8bf7\u6c42\u3002\u4ee5\u4e0b\u662f\u8be6\u7ec6\u64cd\u4f5c\u6d41\u7a0b\uff1a<\/p>\n<ol>\n<li><strong>\u8fd0\u884c\u7aef\u5230\u7aef\u8bc4\u4f30<\/strong>\uff1a\n<ul>\n<li>\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff0c\u751f\u6210\u65b0\u5ba1\u6279\u52a9\u624b\u5e76\u8fd0\u884c 25 \u4e2a\u6d4b\u8bd5\u7528\u4f8b\uff1a\n<pre><code>yarn test:single evals\/e2e.int.test.ts\r\n<\/code><\/pre>\n<\/li>\n<li>\u7ec8\u7aef\u4f1a\u8f93\u51fa\u65b0\u52a9\u624b\u7684 UUID\uff0c\u8bb0\u5f55\u6b64 ID \u7528\u4e8e Agent Inbox \u914d\u7f6e\u3002<\/li>\n<li>\u82e5\u9700\u590d\u7528\u540c\u4e00\u52a9\u624b\uff0c\u53ef\u4fee\u6539\u00a0<code>evals\/e2e.int.test.ts<\/code>\uff0c\u4f7f\u7528\u56fa\u5b9a\u52a9\u624b ID\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u914d\u7f6e\u5ba1\u6279\u89c4\u5219<\/strong>\uff1a\n<ul>\n<li>\u5728\u00a0<code>config.json<\/code>\u00a0\u4e2d\u8bbe\u7f6e\u5ba1\u6279\u548c\u62d2\u7edd\u6807\u51c6\u3002\u4f8b\u5982\uff1a\n<pre><code>{\r\n\"approvalCriteria\": \"\u8bf7\u6c42\u9700\u5305\u542b\u8be6\u7ec6\u9884\u7b97\u548c\u65f6\u95f4\u8868\",\r\n\"rejectionCriteria\": \"\u7f3a\u5c11\u5fc5\u8981\u6587\u4ef6\u6216\u9884\u7b97\u8d85\u6807\",\r\n\"modelId\": \"anthropic\/claude-3-7-sonnet-latest\"\r\n}\r\n<\/code><\/pre>\n<\/li>\n<li>\u672a\u8bbe\u7f6e\u89c4\u5219\u65f6\uff0cLLManager \u4f1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u5b66\u4e60\uff0c\u4f46\u8bbe\u7f6e\u89c4\u5219\u53ef\u52a0\u901f\u6a21\u578b\u9002\u5e94\u3002<\/li>\n<li><code>modelId<\/code>\u00a0\u652f\u6301\u00a0<code>provider\/model_name<\/code>\u00a0\u683c\u5f0f\uff0c\u5982\u00a0<code>openai\/gpt-4o<\/code>\u00a0\u6216\u00a0<code>anthropic\/claude-3-5-sonnet-latest<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f7f\u7528 Agent Inbox<\/strong>\uff1a\n<ul>\n<li>\u8bbf\u95ee\u00a0dev.agentinbox.ai\uff0c\u70b9\u51fb\u201cAdd Inbox\u201d\u3002<\/li>\n<li>\u8f93\u5165\u4ee5\u4e0b\u4fe1\u606f\uff1a\n<ul>\n<li><strong>Assistant\/Graph ID<\/strong>\uff1a\u7aef\u5230\u7aef\u8bc4\u4f30\u751f\u6210\u7684 UUID\u3002<\/li>\n<li><strong>Deployment URL<\/strong>\uff1a<code>http:\/\/localhost:2024<\/code>\uff08\u5f00\u53d1\u73af\u5883\uff09\u3002<\/li>\n<li><strong>Name<\/strong>\uff1a\u81ea\u5b9a\u4e49\u540d\u79f0\uff0c\u5982\u00a0<code>LLManager<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u63d0\u4ea4\u540e\u5237\u65b0 Inbox\uff0c\u67e5\u770b\u5f85\u5904\u7406\u8bf7\u6c42\u3002<\/li>\n<li>\u5bf9\u4e8e\u6bcf\u4e2a\u8bf7\u6c42\uff0cAgent Inbox \u663e\u793a\uff1a\n<ul>\n<li>AI \u751f\u6210\u7684\u5ba1\u6279\u5efa\u8bae\u548c\u63a8\u7406\u62a5\u544a\u3002<\/li>\n<li>\u64cd\u4f5c\u9009\u9879\uff1a\u63a5\u53d7\u3001\u4fee\u6539\uff08\u7f16\u8f91\u5efa\u8bae\u6216\u8bf4\u660e\uff09\u6216\u62d2\u7edd\uff08\u63d0\u4f9b\u7406\u7531\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u4fee\u6539\u6216\u63a5\u53d7\u7684\u8bf7\u6c42\u4f1a\u81ea\u52a8\u5b58\u5165\u5c11\u6837\u672c\u793a\u4f8b\u5e93\uff0c\u7528\u4e8e\u4f18\u5316\u540e\u7eed\u5ba1\u6279\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u67e5\u770b\u548c\u4f18\u5316\u5ba1\u6279\u5386\u53f2<\/strong>\uff1a\n<ul>\n<li>\u5728 Agent Inbox \u4e2d\uff0c\u70b9\u51fb\u5df2\u5904\u7406\u8bf7\u6c42\uff0c\u53ef\u67e5\u770b\u5ba1\u6279\u8be6\u60c5\u3001AI \u63a8\u7406\u62a5\u544a\u548c\u4eba\u5de5\u4fee\u6539\u8bb0\u5f55\u3002<\/li>\n<li>\u7cfb\u7edf\u901a\u8fc7\u8bed\u4e49\u641c\u7d22\uff0c\u4ece\u5386\u53f2\u8bb0\u5f55\u4e2d\u63d0\u53d6\u76f8\u4f3c\u8bf7\u6c42\uff0c\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u8f93\u5165\u6a21\u578b\u3002<\/li>\n<li>\u88ab\u4fee\u6539\u7684\u8bf7\u6c42\u4f1a\u89e6\u53d1\u53cd\u601d\u673a\u5236\uff0c\u751f\u6210\u53cd\u601d\u62a5\u544a\uff0c\u5b58\u5165\u53cd\u601d\u5e93\uff0c\u7528\u4e8e\u6539\u8fdb\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u7279\u8272\u529f\u80fd\u64cd\u4f5c<\/h3>\n<ul>\n<li><strong>\u8bed\u4e49\u641c\u7d22<\/strong>\uff1a\u65b0\u8bf7\u6c42\u5230\u8fbe\u65f6\uff0c\u7cfb\u7edf\u4ece\u5386\u53f2\u8bb0\u5f55\u4e2d\u63d0\u53d6 10 \u4e2a\u8bed\u4e49\u76f8\u4f3c\u7684\u8bf7\u6c42\uff08\u5305\u62ec\u8bf7\u6c42\u5185\u5bb9\u3001\u6700\u7ec8\u7b54\u6848\u548c\u8bf4\u660e\uff09\uff0c\u4f5c\u4e3a\u63d0\u793a\u4e0a\u4e0b\u6587\uff0c\u63d0\u5347\u5ba1\u6279\u51c6\u786e\u6027\u3002<\/li>\n<li><strong>\u53cd\u601d\u673a\u5236<\/strong>\uff1a\n<ul>\n<li>\u82e5\u4eba\u5de5\u4ec5\u4fee\u6539\u8bf4\u660e\uff08\u7b54\u6848\u6b63\u786e\u4f46\u63a8\u7406\u6709\u8bef\uff09\uff0c\u89e6\u53d1\u00a0<code>explanation_reflection<\/code>\u00a0\u8282\u70b9\uff0c\u5206\u6790\u63a8\u7406\u9519\u8bef\u5e76\u751f\u6210\u65b0\u53cd\u601d\u3002<\/li>\n<li>\u82e5\u7b54\u6848\u548c\u8bf4\u660e\u5747\u88ab\u4fee\u6539\uff0c\u89e6\u53d1\u00a0<code>full_reflection<\/code>\u00a0\u8282\u70b9\uff0c\u5206\u6790\u6574\u4f53\u9519\u8bef\u5e76\u751f\u6210\u53cd\u601d\u3002<\/li>\n<li>\u53cd\u601d\u62a5\u544a\u5b58\u5165\u53cd\u601d\u5e93\uff0c\u4f18\u5316\u540e\u7eed\u63a8\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u52a8\u6001\u63d0\u793a\u6784\u5efa<\/strong>\uff1a\u6839\u636e\u8bf7\u6c42\u5185\u5bb9\u548c\u5386\u53f2\u6570\u636e\uff0c\u52a8\u6001\u8c03\u6574\u63d0\u793a\u5185\u5bb9\uff0c\u786e\u4fdd\u5ba1\u6279\u9002\u914d\u591a\u6837\u5316\u573a\u666f\u3002<\/li>\n<li><strong>\u6a21\u578b\u5207\u6362<\/strong>\uff1a\u901a\u8fc7\u4fee\u6539\u00a0<code>config.json<\/code>\u00a0\u4e2d\u7684\u00a0<code>modelId<\/code>\uff0c\u5207\u6362\u81f3\u652f\u6301\u5de5\u5177\u8c03\u7528\u7684\u6a21\u578b\uff08\u5982\u00a0<code>openai\/gpt-4o<\/code>\uff09\uff0c\u9700\u786e\u4fdd\u5df2\u5b89\u88c5\u5bf9\u5e94\u96c6\u6210\u5305\u3002<\/li>\n<\/ul>\n<h3>\u5de5\u4f5c\u6d41\u8be6\u89e3<\/h3>\n<p>LLManager 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\u5ba1\u6838\u3002<\/li>\n<li>\u4eba\u5de5\u53ef\u63a5\u53d7\u3001\u4fee\u6539\u6216\u62d2\u7edd\u5efa\u8bae\uff0c\u4fee\u6539\u5185\u5bb9\u5b58\u5165\u5c11\u6837\u672c\u793a\u4f8b\u5e93\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u53cd\u601d\uff08Reflection\uff09<\/strong>\uff1a\n<ul>\n<li>\u82e5\u5efa\u8bae\u88ab\u4fee\u6539\uff0c\u89e6\u53d1\u53cd\u601d\u673a\u5236\uff0c\u751f\u6210\u6539\u8fdb\u5efa\u8bae\u3002<\/li>\n<li>\u672a\u4fee\u6539\u7684\u8bf7\u6c42\u8df3\u8fc7\u6b64\u6b65\u9aa4\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h3>\u6ce8\u610f\u4e8b\u9879<\/h3>\n<ul>\n<li>\u786e\u4fdd LangSmith API \u5bc6\u94a5\u6709\u6548\uff0c\u5f00\u53d1\u548c\u751f\u4ea7\u73af\u5883\u5747\u9700\u7a33\u5b9a\u7f51\u7edc\u3002<\/li>\n<li>\u975e OpenAI\/Anthropic \u6a21\u578b\u9700\u5b89\u88c5\u989d\u5916\u96c6\u6210\u5305\uff0c\u53c2\u8003 LangChain \u6587\u6863\u3002<\/li>\n<li>\u751f\u4ea7\u90e8\u7f72\u9700\u5c06 LangGraph \u670d\u52a1\u5668\u8fc1\u79fb\u81f3\u4e91\u7aef\uff0c\u5e76\u66f4\u65b0 Agent Inbox \u7684 URL\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u4f01\u4e1a\u9884\u7b97\u5ba1\u6279<\/strong><br \/>\nLLManager \u81ea\u52a8\u5316\u5904\u7406\u5458\u5de5\u7684\u9884\u7b97\u7533\u8bf7\uff0c\u57fa\u4e8e\u9884\u8bbe\u89c4\u5219\uff08\u5982\u9884\u7b97\u4e0a\u9650\u3001\u9879\u76ee\u7c7b\u578b\uff09\u751f\u6210\u5efa\u8bae\u3002\u8d22\u52a1\u56e2\u961f\u901a\u8fc7 Agent Inbox \u5ba1\u6838\uff0c\u4fee\u6539\u6216\u786e\u8ba4\u7ed3\u679c\uff0c\u51cf\u5c11\u91cd\u590d\u6027\u5de5\u4f5c\u3002<\/li>\n<li><strong>\u9879\u76ee\u4efb\u52a1\u5206\u914d<\/strong><br \/>\n\u9879\u76ee\u7ecf\u7406\u4f7f\u7528 LLManager 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ID\uff0c\u907f\u514d\u751f\u6210\u65b0\u52a9\u624b\u3002<\/li>\n<li><strong>\u751f\u4ea7\u73af\u5883\u4e2d\u5982\u4f55\u90e8\u7f72\uff1f<\/strong><br \/>\n\u5c06 LangGraph \u90e8\u7f72\u81f3\u4e91\u670d\u52a1\u5668\uff0c\u66f4\u65b0 Agent Inbox \u7684 Deployment URL\u3002\u4f7f\u7528 LangSmith \u76d1\u63a7\u5de5\u4f5c\u6d41\u8868\u73b0\u3002<\/li>\n<li><strong>\u5982\u4f55\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41\uff1f<\/strong><br \/>\n\u7f16\u8f91\u63a8\u7406\u5b50\u56fe\uff08\u8c03\u6574\u63d0\u793a\u751f\u6210\u903b\u8f91\uff09\u6216\u53cd\u601d\u5b50\u56fe\uff08\u63a7\u5236\u53cd\u601d\u751f\u6210\u89c4\u5219\uff09\uff0c\u9002\u914d\u7279\u5b9a\u5ba1\u6279\u573a\u666f\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>LLManager \u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u667a\u80fd\u5ba1\u6279\u7ba1\u7406\u5de5\u5177\uff0c\u57fa\u4e8e LangChain \u7684 LangGraph 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