{"id":19648,"date":"2025-10-12T19:41:58","date_gmt":"2025-10-12T11:41:58","guid":{"rendered":"https:\/\/www.orczhou.com\/?p=19648"},"modified":"2025-12-16T14:48:49","modified_gmt":"2025-12-16T06:48:49","slug":"build-llm-based-agent-to-answer","status":"publish","type":"post","link":"https:\/\/www.orczhou.com\/index.php\/2025\/10\/build-llm-based-agent-to-answer\/","title":{"rendered":"\u95ee\u7b54 Agent \u6784\u5efa\u8fc7\u7a0b\u5b9e\u8df5\u4e0e\u7ecf\u9a8c"},"content":{"rendered":"\n\n\n\n<p>LLM \u5f3a\u5927\u7684\u8bed\u8a00\u3001\u77e5\u8bc6\u4e0e\u63a8\u7406\u80fd\u529b\u5728\u6539\u53d8\u5f88\u591a\u9886\u57df\uff0c\u4e5f\u5c06\u6301\u7eed\u3001\u6df1\u5165\u7684\u6539\u53d8\u66f4\u591a\u9886\u57df\u3002\u5728\u8f6f\u4ef6\u9886\u57df\uff0c\u201cAgent\u201d \u7684\u7f16\u7a0b\u6a21\u578b\u5df2\u7ecf\u662f\u4e00\u79cd\u65b0\u7684\u7f16\u7a0b\u6a21\u5f0f\uff0c\u901a\u8fc7\u8fd9\u79cd\u201c\u6a21\u5f0f\u201d\u53ef\u4ee5\u5c06 LLM \u7684\u80fd\u529b\uff0c\u8f6f\u4ef6\u63d0\u4f9b\u5546\u7684\u9886\u57df\u77e5\u8bc6\uff0c\u4ee5\u53ca\u5916\u90e8\u5de5\u5177\u7684\u80fd\u529b\u5f88\u597d\u7684\u7ed3\u5408\u8d77\u6765\uff0c\u5f62\u6210\u201c\u65b0\u7684\u201d\u8f6f\u4ef6\u4ea7\u54c1\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h3 class=\"wp-block-heading\">\u6982\u8ff0<\/h3>\n\n\n\n<p>GAIA Benchmark \u662f Agent \u65b9\u5411\u7684\u4e00\u4e2a\u6807\u51c6\u6d4b\u8bd5\uff0c\u7528\u4e8e\u5bf9 Agent \u7684\u901a\u7528\u80fd\u529b\u8fdb\u884c\u6d4b\u8bd5\uff0c\u56de\u7b54\u8be5 Benchmark \u7684\u95ee\u9898\u901a\u5e38\u9700\u8981\u5177\u5907\u4e00\u5b9a\u7684\u63a8\u7406\u80fd\u529b\u3001Web\u641c\u7d22\u80fd\u529b\u4ee5\u53ca\u8bed\u97f3\u3001\u56fe\u7247\u8bc6\u522b\uff0c\u6216\u8005\u662f\u8fd9\u4e9b\u80fd\u529b\u7684\u6df7\u5408\u3002\u8fd9\u91cc\u5b9e\u73b0\u4e00\u4e2a\u80fd\u591f\u89e3\u51b3\u5176\u4e2d60%\u7684Level 1\u7ea7\u522b\u95ee\u9898\u7684 Agent \u4f5c\u4e3a\u5b9e\u8df5\uff0c\u770b\u770b Agent \u6784\u5efa\u4e2d\u7684\u4e00\u4e9b\u6311\u6218\u548c\u5e94\u5bf9\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u5b8c\u6574\u7684\u4ee3\u7801\u53d1\u5e03\u5e76\u8fd0\u884c\u5728 &#x1f917; Hugging Face \u4e0a\uff1a<a href=\"https:\/\/huggingface.co\/spaces\/orczhou\/zex_agent\">Agent Answering Questions<\/a>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f7f\u7528LangGraph\u6784\u5efaAgent<\/h3>\n\n\n\n<p>\u8fd9\u91cc\u9009\u62e9\u4e86\u5de5\u5177\u4f53\u7cfb\u66f4\u52a0\u5b8c\u5584\u7684 LangGraph \u4f5c\u4e3a\u5b9e\u73b0\u6846\u67b6\u3002\u8be5\u6846\u67b6\u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u201c\u56fe\u201d\u7684\u65b9\u5f0f\u6765\u5b9e\u73b0\u6d41\u7a0b\u7684\u63a8\u8fdb\u3002\u5728\u5b9e\u9645\u7684\u95ee\u9898\u89e3\u51b3\u8fc7\u7a0b\u4e2d\uff0c\u7a0b\u5e8f\u6309\u7167 LLM \u7684\u63a8\u7406\u6765\u5728\u4e0d\u540c\u7684\u201cNode\u201d\u4e4b\u95f4\u63a8\u8fdb\uff0c\u4ece\u800c\u6700\u7ec8\u627e\u5230\u95ee\u9898\u7684\u7b54\u6848\u3002\u89e3\u51b3 Gaia \u7684 Level 1 \u7684\u95ee\u9898\uff0c\u5927\u90e8\u5206\u60c5\u51b5\uff0c\u53ea\u9700\u8981\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u548cLLM\u7684\u63a8\u7406\uff0c\u5c31\u53ef\u4ee5\u5b8c\u6210\u3002\u6240\u4ee5\u8fd9\u91cc\u4f7f\u7528\u7ecf\u5178\u7684\u5de5\u5177\u6a21\u578b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"410\" src=\"https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/fb19f531-de32-42ce-bbe8-22a000857616-1024x410.png\" alt=\"\" class=\"wp-image-19650\" style=\"width:769px;height:auto\" srcset=\"https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/fb19f531-de32-42ce-bbe8-22a000857616-1024x410.png 1024w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/fb19f531-de32-42ce-bbe8-22a000857616-300x120.png 300w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/fb19f531-de32-42ce-bbe8-22a000857616-768x308.png 768w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/fb19f531-de32-42ce-bbe8-22a000857616-1536x615.png 1536w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/fb19f531-de32-42ce-bbe8-22a000857616.png 1798w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u91cc\u7684\u5de5\u5177\u5305\u542b\u4e86\u5e38\u89c1\u7684\uff1a\u7f51\u9875\u8bbf\u95ee\u3001\u641c\u7d22\u5de5\u5177\u3002\u6b64\u5916\uff0c\u5728\u6700\u521d\u5b9e\u73b0 GAIA Benchmark \u4e2d\u8fd8\u4f1a\u6d89\u53ca\u90e8\u5206\u8bed\u97f3\u8bc6\u522b\u7684\u90e8\u5206\uff0c\u4e3a\u4e86\u7b80\u5316\uff0c\u8fd9\u91cc\u505a\u4e86\u5220\u51cf\u3002\u6240\u4ee5\uff0c\u57fa\u4e8e\u8fd9\u4e2a\u7a0b\u5e8f\uff0c\u8fd8\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6dfb\u52a0\u201c\u8bed\u97f3\u8bc6\u522b\u201d\u80fd\u529b\u3001\u201c\u56fe\u7247\u8bc6\u522b\u201d\u3001\u201c\u5b9e\u65f6\u6570\u636e\u83b7\u53d6\u201d\u7b49\u529f\u80fd\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6784\u5efaLangGraph\u7684\u201c\u56fe\u201d<\/h4>\n\n\n\n<p>\u9996\u5148\uff0c\u5728\u5f00\u59cb\u4e4b\u524d\uff0c\u9700\u8981\u8bbe\u8ba1\u4e00\u4e2a\u89e3\u51b3\u95ee\u9898\u7684\u4e0a\u8ff0\u7684\u201c\u56fe\u201d\u3002\u201c\u56fe\u201d\u4e2d\u9700\u8981\u5b9a\u4e49\u5404\u4e2a\u70b9\u201cNodes\u201d\uff1b\u7136\u540e\u6784\u5efa\u201cNodes\u201d\u4e4b\u95f4\u7684\u201c\u8fb9\u201d\uff08\u5373\u6d41\u8f6c\u65b9\u5411\uff09\uff1b\u6700\u540e\uff0c\u9700\u8981\u8bbe\u8ba1\u597d\u201c\u72b6\u6001\u201d\uff08State\uff09\uff0c\u7528\u4e8e\u5728\u5404\u4e2a\u201cNodes\u201d\u4e4b\u95f4\u4f20\u9012\u6570\u636e\uff08\u6216\u8fd0\u884c\u72b6\u6001\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6784\u5efa\u201c\u8282\u70b9\u201d<\/h4>\n\n\n\n<p>\u201c\u8282\u70b9\u201d\u901a\u5e38\u662f\u5b9a\u4e49\u7684\u67d0\u79cd\u529f\u80fd\uff0c\u6216\u8005\u662f\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7684\u51fd\u6570\u6216\u8005\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u5411\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u4e09\u4e2a\u5de5\u5177\uff1a\u641c\u7d22\u3001\u7f51\u9875\u8bbf\u95ee\uff08\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u6709\u8bed\u97f3\u8f6c\u6587\u672c\u3001\u56fe\u7247\u8bc6\u522b\u7b49\uff09\u3002\u5728\u8fd9\u91cc\uff0c\u4e3b\u8282\u70b9\u201canalysis\u201d\u662f\u95ee\u9898\u5904\u7406\u7684\u4e3b\u903b\u8f91\u90e8\u5206\uff0c\u4f1a\u6839\u636e\u5de5\u5177\u8c03\u7528\u7ed3\u679c\uff0c\u518d\u6b21\u8c03\u7528\u5927\u6a21\u578b\uff0c\u5e76\u83b7\u5f97\u5927\u6a21\u578b\u7684\u53cd\u9988\u3002\u5927\u6a21\u578b\u4f1a\u6839\u636e\u8fd9\u4e2a\u53cd\u9988\uff0c\u53bb\u7ee7\u7eed\u8c03\u7528\u5de5\u5177\u6216\u8005\u8fd4\u56de\u6700\u7ec8\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">#######  tools and tools node  #######\nfrom z_http_request import get_http_request\nfrom z_search import tool_google_search,search_information_from_web\nfrom z_extract_audio import extract_audio_from_url\n\ntools = [tool_google_search,get_http_request,extract_audio_from_url]\n\nbuilder.add_node(\"tools\", ToolNode(tools))\n\ndef analysis(state: AgentState):\n    ...\n    return {\"messages\": [response]}\n\nbuilder.add_node(\"analysis\", analysis)<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u6784\u5efa\u201c\u8fb9\u201d<\/h4>\n\n\n\n<p>\u201c\u8fb9\u201d\u4ee3\u8868\u4e86\u8282\u70b9\u4e4b\u95f4\u7684\u6d41\u8f6c\u3002\u4f8b\u5982\uff0c\u83b7\u5f97\u4e86\u641c\u7d22\u7ed3\u679c\u4e4b\u540e\u8be5\u600e\u4e48\u505a\u540e\u7eed\u5904\u7406\uff1f\u8fd9\u91cc\u5b9a\u4e49\u4e09\u6761\u8fb9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>builder.add_edge(START, \"analysis\")<\/code> \u8868\u793a\u603b\u662f\u4ece\u201canalysis\u201d\u5f00\u59cb\u4efb\u52a1\u7684\u5904\u7406\u3002START\u53ef\u4ee5\u7406\u89e3\u4e3a\u96f6\u53f7\u8282\u70b9<\/li>\n\n\n\n<li>\u7b2c\u4e8c\u4e2a\u201c\u8fb9\u201d\uff0c\u5219\u8868\u793a \u201canalysis\u201d \u5219\u9700\u8981\u6839\u636e\u6761\u4ef6\u8fdb\u884c\u5224\u65ad\uff0c\u8fdb\u5165\u54ea\u4e2a\u5de5\u5177\u8282\u70b9\uff1b\u6216\u8005\u8fdb\u5165END\u8282\u70b9\uff0c\u5373\u7ed3\u675f\u8c03\u7528<\/li>\n\n\n\n<li>\u7b2c\u4e09\u4e2a\u201c\u8fb9\u201d\uff0c\u8868\u793a\u5de5\u5177\u8c03\u7528\u540e\uff0c\u603b\u4f1a\u56de\u5230 \u201canalysis\u201d \u8282\u70b9<\/li>\n<\/ul>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">############  edges   ################\nbuilder.add_edge(START, \"analysis\")\nbuilder.add_conditional_edges(\n    \"analysis\",\n    # If the latest message requires a tool, route to tools\n    # Otherwise, provide a direct response\n    tools_condition,\n)\nbuilder.add_edge(\"tools\", \"analysis\")<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u72b6\u6001\u4fdd\u5b58\u4e0e\u6d41\u8f6c<\/h4>\n\n\n\n<p>\u8282\u70b9\u4e4b\u95f4\u7684\u8fd0\u884c\u72b6\u6001\u4e0e\u6570\u636e\u53ef\u4ee5\u901a\u8fc7\u201cAgentState\u201d\u8fdb\u884c\u6d41\u8f6c\uff0c\u8fd9\u91cc\u7684\u201cmessages\u201d\u5219\u7528\u4e8e\u4fdd\u5b58\u5386\u53f2\u6d88\u606f\uff0c\u4e3b\u8981\u662f\u5927\u6a21\u578b\u7684\u8f93\u5165\u4e0e\u8f93\u51fa\u6570\u636e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code lang=\"python\" class=\"language-python\">#############   state    #############\nclass AgentState(TypedDict):\n    task_id : str\n    question: str\n    file_name: str\n    file_url: str\n    messages: Annotated[list[AnyMessage], add_messages]<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\">\u7f16\u8bd1\u5e76\u201c\u5b9e\u4f8b\u5316\u201d\u8be5Agent<\/h4>\n\n\n\n<p>\u5982\u4e0b\u7684<code>builder.compile()<\/code>\u5219\u4f1a\u521b\u5efa\u5e76\u5b9e\u4f8b\u5316\u8be5 Agent \u3002\u8fd8\u53ef\u4ee5\u901a\u8fc7\u51fd\u6570<code>get_graph<\/code>\u6765\u751f\u6210\u4e00\u4e2a\u7531mermaid\u8868\u793a\u7684\u201c\u56fe\u201d\uff08\u5982\u679c\u4f60\u9700\u8981\u6253\u5370\u8fd9\u4e2a\u56fe\u7684\u8bdd\uff09\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code class=\"\">######### compile the agent ##########\nzex_vs_gaia_graph = builder.compile()\n\n######### print the graph   ##########\ndisplay(Image(zex_vs_gaia_graph.get_graph(xray=True).draw_mermaid_png()))<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\u5206\u6790<\/h3>\n\n\n\n<p>\u5f53\u6784\u5efa\u4e86\u4e0a\u8ff0\u7684\u201cAgent\u201d\u4e4b\u540e\uff0c\u6211\u4eec\u770b\u770b\u5b83\u662f\u5982\u4f55\u89e3\u51b3\u4e00\u4e2a\u5b9e\u9645\u7684\u95ee\u9898\u7684\u3002\u8fd9\u91cc\u7ed9\u51fa\u7684\u95ee\u9898\u662f\uff1a<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<pre class=\"wp-block-code\"><code class=\"\">what is the temperature of hangzhou on 18th August  2025?<\/code><\/pre>\n\n\n\n<p>Agent \u7ed9\u51fa\u56de\u7b54\u662f\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code class=\"\">34\u00b0C \/ 25\u00b0C<\/code><\/pre>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"890\" height=\"786\" src=\"https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-21.png\" alt=\"\" class=\"wp-image-19663\" srcset=\"https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-21.png 890w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-21-300x265.png 300w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-21-768x678.png 768w\" sizes=\"auto, (max-width: 890px) 100vw, 890px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<h4 class=\"wp-block-heading\">\u63a8\u7406\u8fc7\u7a0b<\/h4>\n\n\n\n<p>\u5728\u8fd9\u91cc\u4e3a\u4e86\u770b\u770b\u201cAgent\u201d\u5185\u90e8\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u6211\u4eec\u5c06\u5176\u8fc7\u7a0b\u5c55\u793a\u5982\u4e0b\uff0c\u5982\u4e0b\u4e3a\u6d88\u606f\u6d41\uff1a<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u7531\u4eba\u7c7b\u53d1\u8d77\u63d0\u95ee\uff1a\u676d\u5dde8\u670818\u65e5\u6c14\u6e29\u591a\u5c11\uff1f<\/li>\n\n\n\n<li>AI \u9996\u5148\u51b3\u5b9a\u4f7f\u7528\u5de5\u5177\u6267\u884c Google \u641c\u7d22<\/li>\n\n\n\n<li>Tool \u8fd4\u56de\u641c\u7d22\u7ed3\u679c\uff08\u53f3\u4fa7\u5c55\u793a\u6709\u622a\u65ad\uff09<\/li>\n\n\n\n<li>AI \u518d\u51b3\u5b9a\u8bbf\u95ee\u4e00\u4e2a\u5177\u4f53\u7684\u7f51\u9875<\/li>\n\n\n\n<li>Tool \u8fd4\u56de\u4e86\u9875\u9762\u7684\u5b8c\u6574\u5185\u5bb9<\/li>\n\n\n\n<li>AI \u6700\u540e\u51b3\u5b9a\u7ed9\u51fa\u6700\u7ec8\u7684\u56de\u7b54<\/li>\n<\/ul>\n\n\n\n<p>\u6ce8\uff1a\u8fd9\u91cc\u5448\u73b0\u7684\u6d88\u606f\u5e76\u4e0d\u662f\u5b8c\u6574\u7684\u548c\u5927\u6a21\u578b\u8c03\u7528\u65f6\u7684\u5b9e\u9645\u6d88\u606f\uff0c\u8bf8\u5982<code>system prompt<\/code>\u548c<code>function call<\/code>\u76f8\u5173\u7684\u90e8\u5206\u5e76\u6ca1\u6709\u5c55\u793a\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"659\" src=\"https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-22-1024x659.png\" alt=\"\" class=\"wp-image-19665\" srcset=\"https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-22-1024x659.png 1024w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-22-300x193.png 300w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-22-768x494.png 768w, https:\/\/www.orczhou.com\/wp-content\/uploads\/2025\/08\/image-22.png 1156w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Agent \u6784\u5efa\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e9b\u7ecf\u9a8c<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Token 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class=\"wp-block-heading\">\u591a\u6a21\u6a21\u578b\u8fd8\u662f\u591a\u4e2a\u6a21\u578b<\/h4>\n\n\n\n<p>\u5f53\u540c\u65f6\u9700\u8981\u5904\u7406\u6587\u672c\u3001\u8bed\u97f3\u3001\u56fe\u7247\u7b49\u591a\u79cd\u6570\u636e\u65f6\uff0c\u662f\u9009\u62e9\u4e00\u4e2a\u591a\u6a21\u6a21\u578b\u5904\u7406\uff0c\u8fd8\u662f\u9009\u62e9\u591a\u4e2a\u4e0d\u540c\u7684\u4e13\u6709\u6a21\u578b\u5904\u7406\uff1f\u8fd9\u91cc\u7ed9\u51fa\u7684\u7ecf\u9a8c\u662f\uff1a\u53ef\u4ee5\u9009\u62e9\u591a\u4e2a\u6a21\u578b\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u4e0d\u540c\u7684\u6a21\u578b\u5728\u8bad\u7ec3\u7684\u65f6\u5019\uff0c\u5c24\u5176\u662f\u5fae\u8c03\u9636\u6bb5\uff0c\u90fd\u662f\u9762\u5411\u7279\u5b9a\u7c7b\u578b\u4efb\u52a1\u7684\uff0c\u8fd9\u5c31\u5f88\u5927\u7a0b\u5ea6\u4e0a\u51b3\u5b9a\u4e86\u6a21\u578b\u9002\u5408\u7684\u573a\u666f\u3002\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u7531\u4e8e\u5404\u4e2a\u4e13\u6709\u6a21\u578b\u901a\u5e38\u90fd\u6709\u66f4\u597d\u7684\u51c6\u786e\u5ea6\uff0c\u66f4\u5f3a\u7684\u5782\u76f4\u573a\u666f\u9002\u914d\u80fd\u529b\u7b49\u3002\u5404\u4e2a\u6a21\u578b\u5e73\u53f0\u90fd\u63d0\u4f9b\u4e86\u975e\u5e38\u65b9\u4fbf\u7684\u6a21\u578b\u63a5\u53e3\u548c\u63a5\u5165\u80fd\u529b\uff0c\u6240\u4ee5\uff0c\u63a8\u8350\u4f7f\u7528\u591a\u4e2a\u6a21\u578b\u5904\u7406\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u6ca1\u6709\u5355\u72ec\u53bb\u505a\u6d4b\u8bd5\uff0c\u4f46\u4e13\u6709\u6a21\u578b\u5904\u7406\u901f\u5ea6\u66f4\u5feb\u3001\u6548\u679c\u66f4\u597d\u662f\u6709\u76f4\u89c2\u611f\u53d7\u7684\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u57fa\u7840\u7684\u6587\u672c\u751f\u6210\u3001\u63a8\u7406\u6a21\u578b\u6700\u597d\u8fd8\u662f\u4f7f\u7528\u201cOpenAI\u201d\u7684\u6a21\u578b\uff0c\u5728\u5f00\u53d1\u4e2d\u6ce8\u610f\u5230\uff0cLangGraph\u5bf9\u4e8e\u201cOpenAI\u201d\u6216\u5176\u517c\u5bb9\u63a5\u53e3\u7684\u6a21\u578b\u6709\u7740\u6700\u597d\u7684\u517c\u5bb9\u6027\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f7f\u7528HuggingFace 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