{"id":35206,"date":"2025-08-11T22:59:44","date_gmt":"2025-08-11T14:59:44","guid":{"rendered":"https:\/\/www.kdjingpai.com\/?p=35206"},"modified":"2025-08-11T22:59:44","modified_gmt":"2025-08-11T14:59:44","slug":"coagents","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/coagents\/","title":{"rendered":"CoAgents\uff1a\u901a\u8fc7\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u5b66\u4e60\u4f7f\u7528\u5de5\u5177\u7684\u6846\u67b6"},"content":{"rendered":"<p>CoAgents \u662f\u4e00\u4e2a\u521b\u65b0\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6846\u67b6\uff0c\u65e8\u5728\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u548cAPI\u7684\u80fd\u529b\u3002\u8fd9\u4e2a\u6846\u67b6\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u590d\u6742\u7684\u5de5\u5177\u4f7f\u7528\u4efb\u52a1\u5206\u89e3\u7ed9\u4e09\u4e2a\u4e13\u95e8\u7684\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u5206\u522b\u662f\uff1a\u8d1f\u8d23\u751f\u6210\u5de5\u5177\u4f7f\u7528\u6307\u4ee4\u7684\u201c\u57fa\u7840\u4ee3\u7406\u201d\uff08Grounding Agent\uff09\u3001\u8d1f\u8d23\u6267\u884c\u5177\u4f53\u5de5\u5177\u64cd\u4f5c\u7684\u201c\u6267\u884c\u4ee3\u7406\u201d\uff08Execution Agent\uff09\uff0c\u4ee5\u53ca\u8d1f\u8d23\u4ece\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u7684\u201c\u89c2\u5bdf\u4ee3\u7406\u201d\uff08Observing Agent\uff09\u3002\u8fd9\u4e09\u4e2a\u667a\u80fd\u4f53\u901a\u8fc7\u4e92\u52a8\u548c\u534f\u4f5c\uff0c\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u53cd\u9988\u5faa\u73af\u3002\u5f53\u5de5\u5177\u73af\u5883\u8fd4\u56de\u9519\u8bef\u6216\u53cd\u9988\u65f6\uff0c\u6267\u884c\u4ee3\u7406\u548c\u89c2\u5bdf\u4ee3\u7406\u80fd\u591f\u8fdb\u884c\u8fed\u4ee3\u8c03\u6574\u548c\u81ea\u6211\u4fee\u6b63\uff0c\u4ece\u800c\u8ba9\u6a21\u578b\u5b66\u4f1a\u5982\u4f55\u66f4\u7cbe\u786e\u3001\u66f4\u6709\u6548\u5730\u4f7f\u7528\u5de5\u5177\u6765\u5b8c\u6210\u4efb\u52a1\u3002\u8be5\u9879\u76ee\u7684\u5b9e\u73b0\u4ee3\u7801\u5df2\u5728GitHub\u5f00\u6e90\uff0c\u5e76\u63d0\u4f9b\u4e86\u57fa\u4e8eTMDB\uff08\u7535\u5f71\u6570\u636e\u5e93\uff09API\u7684\u6f14\u793a\uff0c\u5e2e\u52a9\u7528\u6237\u7406\u89e3\u548c\u5e94\u7528\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-35207\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/a265656506c7dcd.png\" alt=\"\" width=\"994\" height=\"497\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/a265656506c7dcd.png 994w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/08\/a265656506c7dcd-18x9.png 18w\" sizes=\"auto, (max-width: 994px) 100vw, 994px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6846\u67b6<\/strong>\uff1a\u521b\u65b0\u6027\u5730\u91c7\u7528\u4e09\u4e2a\u72ec\u7acb\u7684\u667a\u80fd\u4f53\uff08\u57fa\u7840\u3001\u6267\u884c\u3001\u89c2\u5bdf\uff09\u534f\u540c\u5de5\u4f5c\uff0c\u5c06\u5de5\u5177\u4f7f\u7528\u7684\u6d41\u7a0b\u5206\u89e3\u4e3a\u6307\u4ee4\u751f\u6210\u3001\u6267\u884c\u548c\u7ed3\u679c\u5206\u6790\u4e09\u4e2a\u6b65\u9aa4\u3002<\/li>\n<li><strong>\u8fed\u4ee3\u5b66\u4e60\u4e0e\u9002\u5e94<\/strong>\uff1a\u5f53\u5de5\u5177\u6267\u884c\u51fa\u9519\u6216\u7ed3\u679c\u4e0d\u7406\u60f3\u65f6\uff0c\u6846\u67b6\u80fd\u591f\u63a5\u6536\u6765\u81ea\u73af\u5883\u7684\u53cd\u9988\uff0c\u5e76\u9a71\u52a8\u6267\u884c\u4ee3\u7406\u548c\u89c2\u5bdf\u4ee3\u7406\u8fdb\u884c\u81ea\u6211\u8c03\u6574\u548c\u4f18\u5316\u3002<\/li>\n<li><strong>\u5de5\u5177\u6307\u4ee4\u751f\u6210<\/strong>\uff1a\u57fa\u7840\u4ee3\u7406\uff08Grounding Agent\uff09\u8d1f\u8d23\u7406\u89e3\u7528\u6237\u610f\u56fe\uff0c\u5e76\u5c06\u5176\u8f6c\u5316\u4e3a\u5177\u4f53\u3001\u53ef\u6267\u884c\u7684\u5de5\u5177\u4f7f\u7528\u6307\u4ee4\u3002<\/li>\n<li><strong>\u5de5\u5177\u6267\u884c\u4e0e\u7ed3\u679c\u63d0\u53d6<\/strong>\uff1a\u6267\u884c\u4ee3\u7406\uff08Execution Agent\uff09\u8c03\u7528\u6307\u5b9a\u7684\u5de5\u5177\u6216API\uff0c\u800c\u89c2\u5bdf\u4ee3\u7406\uff08Observing Agent\uff09\u5219\u4ece\u8fd4\u56de\u7684\u539f\u59cb\u6570\u636e\u4e2d\u7cbe\u51c6\u63d0\u53d6\u51fa\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002<\/li>\n<li><strong>\u652f\u6301OpenAI\u6a21\u578b<\/strong>\uff1a\u6846\u67b6\u96c6\u6210\u4e86OpenAI\u7684API\uff0c\u7528\u6237\u53ef\u4ee5\u914d\u7f6e\u4f7f\u7528<code>gpt-3.5-turbo<\/code>\u7b49\u591a\u79cd\u6a21\u578b\u4f5c\u4e3a\u667a\u80fd\u4f53\u7684\u9a71\u52a8\u6838\u5fc3\u3002<\/li>\n<li><strong>API\u5bc6\u94a5\u8f6e\u6362<\/strong>\uff1a\u652f\u6301\u5728\u914d\u7f6e\u4e2d\u6dfb\u52a0\u591a\u4e2aOpenAI API\u5bc6\u94a5\uff0c\u5e76\u901a\u8fc7\u968f\u673a\u9009\u62e9\u7b56\u7565\u8fdb\u884c\u8bf7\u6c42\uff0c\u4ee5\u89c4\u907f\u5355\u4e2a\u5bc6\u94a5\u7684\u901f\u7387\u9650\u5236\u3002<\/li>\n<li><strong>\u81ea\u5b9a\u4e49API\u7aef\u70b9<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u7075\u6d3b\u914d\u7f6eOpen-AI API\u7684\u8bf7\u6c42\u5730\u5740\uff08Base URL\uff09\uff0c\u65b9\u4fbf\u63a5\u5165\u7b2c\u4e09\u65b9\u6216\u81ea\u5efa\u7684LLM\u670d\u52a1\u3002<\/li>\n<li><strong>TMDB\u6f14\u793a\u6848\u4f8b<\/strong>\uff1a\u63d0\u4f9b\u4e86\u4e00\u4e2a\u57fa\u4e8eTMDB\u7535\u5f71\u6570\u636e\u5e93API\u7684\u5b8c\u6574\u6f14\u793a\u811a\u672c<code>run_tmdb.py<\/code>\uff0c\u5c55\u793a\u4e86\u667a\u80fd\u4f53\u5982\u4f55\u534f\u4f5c\u67e5\u8be2\u7535\u5f71\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<p>CoAgents \u662f\u4e00\u4e2a\u57fa\u4e8ePython\u7684\u5b9e\u9a8c\u6027\u6846\u67b6\uff0c\u65e8\u5728\u63a2\u7d22\u5982\u4f55\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\u4f7f\u7528\u5de5\u5177\u3002\u4e0b\u9762\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u914d\u7f6e\u548c\u8fd0\u884c\u8be5\u9879\u76ee\u3002<\/p>\n<h3><strong>1. \u73af\u5883\u51c6\u5907\u4e0e\u5b89\u88c5<\/strong><\/h3>\n<p>\u9996\u5148\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u5b89\u88c5\u4e86Python\u7684\u73af\u5883\u3002\u7136\u540e\uff0c\u901a\u8fc7<code>pip<\/code>\u547d\u4ee4\u5b89\u88c5\u9879\u76ee\u6240\u9700\u7684\u6838\u5fc3\u4f9d\u8d56\u5e93\u3002\u8fd9\u4e9b\u5e93\u4e3a\u6846\u67b6\u63d0\u4f9b\u4e86\u57fa\u7840\u80fd\u529b\uff0c\u4f8b\u5982<code>langchain<\/code>\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u4f53\u5e94\u7528\uff0c<code>openai<\/code>\u7528\u4e8e\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u4ea4\u4e92\u3002<\/p>\n<p>\u6253\u5f00\u4f60\u7684\u7ec8\u7aef\uff08\u547d\u4ee4\u884c\u5de5\u5177\uff09\uff0c\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>pip install langchain==0.0.338 openai==1.7.1 tiktoken==0.5.1 colorama==0.4.6\r\n<\/code><\/pre>\n<p><em>\u6ce8\uff1a\u867d\u7136\u5b98\u65b9\u6587\u6863\u5efa\u8bae<code>langchain<\/code>\u4f7f\u7528<code>0.0.338<\/code>\u7248\u672c\uff0c\u4f46\u540c\u6837\u517c\u5bb9\u66f4\u65b0\u7684\u7248\u672c\u3002<\/em><\/p>\n<h3><strong>2. \u83b7\u53d6\u5e76\u914d\u7f6eAPI\u5bc6\u94a5<\/strong><\/h3>\n<p>CoAgents\u7684\u8fd0\u884c\u4f9d\u8d56\u4e24\u7c7b\u5916\u90e8API\uff1a<strong>OpenAI API<\/strong>\u00a0\u548c\u00a0<strong>TMDB API<\/strong>\u3002<\/p>\n<h4><strong>\u914d\u7f6eOpenAI API\u5bc6\u94a5<\/strong><\/h4>\n<ol>\n<li>\u4f60\u9700\u8981\u62e5\u6709\u4e00\u4e2a\u6216\u591a\u4e2aOpenAI API\u5bc6\u94a5\u3002<\/li>\n<li>\u5728\u9879\u76ee\u7684\u6839\u76ee\u5f55\u4e2d\uff0c\u627e\u5230\u5e76\u6253\u5f00\u6587\u4ef6<code>.\/utilize\/apis.py<\/code>\u3002<\/li>\n<li>\u5728\u8be5\u6587\u4ef6\u4e2d\uff0c\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u540d\u4e3a<code>api_keys_list<\/code>\u7684Python\u5217\u8868\u3002\u5c06\u4f60\u7684OpenAI\u5bc6\u94a5\u5b57\u7b26\u4e32\u6dfb\u52a0\u5230\u8fd9\u4e2a\u5217\u8868\u4e2d\u3002\n<pre><code># \u6587\u4ef6\u8def\u5f84\uff1a.\/utilize\/apis.py\r\napi_keys_list = [\r\n'sk-xxxxxxxxxxxxxxxxxxxxxxxxxxxxxx', # \u5728\u8fd9\u91cc\u66ff\u6362\u6210\u4f60\u7684\u7b2c\u4e00\u4e2aAPI\u5bc6\u94a5\r\n'sk-yyyyyyyyyyyyyyyyyyyyyyyyyyyyyy', # \u5982\u679c\u6709\u591a\u4e2a\uff0c\u53ef\u4ee5\u7ee7\u7eed\u6dfb\u52a0\r\n]\r\n<\/code><\/pre>\n<p>\u8be5\u6846\u67b6\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u5de7\u5999\u7684\u673a\u5236\uff1a\u6bcf\u6b21\u8bf7\u6c42\u65f6\uff0c\u5b83\u4f1a\u4ece\u5217\u8868\u4e2d\u968f\u673a\u9009\u62e9\u4e00\u4e2a\u5bc6\u94a5\u3002\u8fd9\u6837\u505a\u53ef\u4ee5\u6709\u6548\u5206\u6563\u8bf7\u6c42\u538b\u529b\uff0c\u907f\u514d\u56e0\u5355\u4e2a\u5bc6\u94a5\u8fbe\u5230\u9891\u7387\u9650\u5236\u800c\u5bfc\u81f4\u7a0b\u5e8f\u4e2d\u65ad\u3002<\/li>\n<li>\u5982\u679c\u4f60\u4f7f\u7528\u7b2c\u4e09\u65b9\u4ee3\u7406\u670d\u52a1\u6216\u81ea\u5efa\u7684LLM\u670d\u52a1\uff0c\u53ef\u4ee5\u4fee\u6539<code>BASE_URL<\/code>\u53d8\u91cf\u6765\u6307\u5b9aAPI\u7684\u8bf7\u6c42\u5730\u5740\u3002\u5982\u679c\u4f7f\u7528\u5b98\u65b9API\uff0c\u5219\u65e0\u9700\u4fee\u6539\u3002\n<pre><code># \u6587\u4ef6\u8def\u5f84\uff1a.\/utilize\/apis.py\r\nBASE_URL = 'https:\/\/api.openai.com\/v1' # \u5982\u679c\u9700\u8981\uff0c\u53ef\u4fee\u6539\u4e3a\u4f60\u7684\u4ee3\u7406\u5730\u5740\r\n<\/code><\/pre>\n<\/li>\n<\/ol>\n<h4><strong>\u914d\u7f6eTMDB API\u8bbf\u95ee\u4ee4\u724c<\/strong><\/h4>\n<ol>\n<li>\u8bbf\u95ee\u00a0TMDB (The Movie Database)\u00a0\u5b98\u65b9\u7f51\u7ad9\u5e76\u6ce8\u518c\u4e00\u4e2a\u8d26\u6237\u3002<\/li>\n<li>\u6839\u636eTMDB\u7684\u6307\u5f15\uff0c\u7533\u8bf7\u4e00\u4e2aAPI\u8bbf\u95ee\u4ee4\u724c\uff08Access Token\uff09\u3002<\/li>\n<li>\u5728CoAgents\u9879\u76ee\u7684\u6839\u76ee\u5f55\u4e0b\uff0c<strong>\u624b\u52a8\u521b\u5efa\u4e00\u4e2a\u65b0\u6587\u4ef6<\/strong>\uff0c\u5e76\u5c06\u5176\u547d\u540d\u4e3a<code>access_token.txt<\/code>\u3002<\/li>\n<li>\u5c06\u4f60\u83b7\u53d6\u7684TMDB\u8bbf\u95ee\u4ee4\u724c\u7c98\u8d34\u5230\u8fd9\u4e2a\u65b0\u5efa\u7684\u6587\u4ef6\u4e2d\u5e76\u4fdd\u5b58\u3002<\/li>\n<\/ol>\n<h3><strong>3. \u8fd0\u884c\u6f14\u793a\u7a0b\u5e8f<\/strong><\/h3>\n<p>\u5b8c\u6210\u4ee5\u4e0a\u6240\u6709\u914d\u7f6e\u540e\uff0c\u4f60\u5c31\u53ef\u4ee5\u8fd0\u884c\u9879\u76ee\u81ea\u5e26\u7684\u6f14\u793a\u7a0b\u5e8f<code>run_tmdb.py<\/code>\u4e86\u3002\u8fd9\u4e2a\u7a0b\u5e8f\u5c06\u5c55\u793aCoAgents\u5982\u4f55\u4f7f\u7528TMDB\u7684API\u6765\u67e5\u8be2\u7535\u5f71\u6570\u636e\u3002<\/p>\n<p>\u6253\u5f00\u7ec8\u7aef\uff0c\u8fdb\u5165\u9879\u76ee\u7684\u6839\u76ee\u5f55\uff0c\u7136\u540e\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4\uff1a<\/p>\n<pre><code>python run_tmdb.py\r\n--model_name 'gpt-3.5-turbo'\r\n--log_file '.\/log_file.json'\r\n--data_file &lt;your_dataset_file&gt;\r\n--access_token_file '.\/access_token.txt'\r\n<\/code><\/pre>\n<p>\u4e0b\u9762\u8be6\u7ec6\u89e3\u91ca\u4e00\u4e0b\u6bcf\u4e2a\u547d\u4ee4\u884c\u53c2\u6570\u7684\u542b\u4e49\uff1a<\/p>\n<ul>\n<li><code>model_name<\/code>: \u6307\u5b9a\u9a71\u52a8\u667a\u80fd\u4f53\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u9ed8\u8ba4\u4e3a<code>gpt-3.5-turbo<\/code>\uff0c\u4f60\u53ef\u4ee5\u6839\u636e\u9700\u8981\u5728\u4ee3\u7801\u4e2d\u8fdb\u884c\u8c03\u6574\u3002<\/li>\n<li><code>log_file<\/code>: \u6307\u5b9a\u4e00\u4e2a\u6587\u4ef6\u8def\u5f84\uff0c\u7528\u4e8e\u8bb0\u5f55\u7a0b\u5e8f\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u667a\u80fd\u4f53\u4e4b\u95f4\u7684\u4ea4\u4e92\u65e5\u5fd7\u3002\u8fd9\u5bf9\u4e8e\u8c03\u8bd5\u548c\u5206\u6790\u975e\u5e38\u6709\u7528\u3002<\/li>\n<li><code>data_file<\/code>: \u6307\u5b9a\u5305\u542b\u4efb\u52a1\u6570\u636e\u7684\u6570\u636e\u96c6\u6587\u4ef6\u3002\u4f60\u9700\u8981\u63d0\u4f9b\u4e00\u4e2a\u7b26\u5408\u683c\u5f0f\u8981\u6c42\u7684\u6570\u636e\u6587\u4ef6\uff0c\u5176\u4e2d\u5305\u542b\u4e86\u9700\u8981\u67e5\u8be2\u7684\u4efb\u52a1\u6307\u4ee4\u3002<\/li>\n<li><code>access_token_file<\/code>: \u6307\u5b9a\u5b58\u50a8TMDB\u8bbf\u95ee\u4ee4\u724c\u7684\u6587\u4ef6\u8def\u5f84\u3002\u8fd9\u91cc\u6211\u4eec\u6307\u5411\u521a\u521a\u521b\u5efa\u7684<code>access_token.txt<\/code>\u3002<\/li>\n<\/ul>\n<p>\u6267\u884c\u8be5\u547d\u4ee4\u540e\uff0cCoAgents\u6846\u67b6\u5c06\u5f00\u59cb\u5de5\u4f5c\u3002\u57fa\u7840\u4ee3\u7406\u4f1a\u6839\u636e\u6570\u636e\u96c6\u4e2d\u7684\u4efb\u52a1\u751f\u6210\u5de5\u5177\u4f7f\u7528\u8ba1\u5212\uff0c\u6267\u884c\u4ee3\u7406\u4f1a\u8c03\u7528TMDB API\uff0c\u800c\u89c2\u5bdf\u4ee3\u7406\u4f1a\u4ece\u8fd4\u56de\u7684JSON\u6570\u636e\u4e2d\u63d0\u53d6\u6240\u9700\u4fe1\u606f\uff0c\u6700\u7ec8\u5b8c\u6210\u67e5\u8be2\u4efb\u52a1\u5e76\u5c06\u7ed3\u679c\u8f93\u51fa\u3002\u6574\u4e2a\u8fc7\u7a0b\u7684\u8be6\u7ec6\u65e5\u5fd7\u5c06\u88ab\u8bb0\u5f55\u5728\u4f60\u6307\u5b9a\u7684<code>log_file.json<\/code>\u6587\u4ef6\u4e2d\u3002<\/p>\n<h2>\u5e94\u7528\u573a\u666f<\/h2>\n<ol>\n<li><strong>\u667a\u80fdAPI\u8c03\u7528<\/strong><br \/>\n\u5728\u9700\u8981\u4e0e\u590d\u6742\u7684\u5916\u90e8API\uff08\u5982\u793e\u4ea4\u5a92\u4f53\u3001\u5929\u6c14\u3001\u91d1\u878d\u6570\u636e\u7b49\uff09\u8fdb\u884c\u4ea4\u4e92\u7684\u573a\u666f\u4e2d\uff0cCoAgents\u53ef\u4ee5\u81ea\u52a8\u5b66\u4e60\u5982\u4f55\u6784\u5efa\u8bf7\u6c42\u3001\u53d1\u9001\u8bf7\u6c42\uff0c\u5e76\u4ece\u8fd4\u56de\u7684\u6570\u636e\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u800c\u65e0\u9700\u5f00\u53d1\u8005\u4e3a\u6bcf\u4e00\u79cdAPI\u7f16\u5199\u56fa\u5b9a\u7684\u89e3\u6790\u4ee3\u7801\u3002<\/li>\n<li><strong>\u81ea\u52a8\u5316\u6570\u636e\u67e5\u8be2\u4e0e\u5206\u6790<\/strong><br \/>\n\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u51fa\u67e5\u8be2\u9700\u6c42\uff08\u4f8b\u5982\u201c\u5e2e\u6211\u67e5\u627e2023\u5e74\u4e0a\u6620\u7684\u79d1\u5e7b\u7535\u5f71\u4e2d\u8bc4\u5206\u6700\u9ad8\u7684\u4e94\u90e8\u201d\uff09\uff0cCoAgents\u80fd\u591f\u5c06\u8be5\u9700\u6c42\u5206\u89e3\uff0c\u901a\u8fc7\u8c03\u7528\u6570\u636e\u5e93\u67e5\u8be2\u5de5\u5177\uff08\u5982TMDB API\uff09\u6765\u6267\u884c\u67e5\u8be2\uff0c\u5e76\u6574\u5408\u7ed3\u679c\uff0c\u6700\u7ec8\u751f\u6210\u7cbe\u51c6\u7684\u7b54\u6848\u3002<\/li>\n<li><strong>\u590d\u6742\u4efb\u52a1\u62c6\u89e3\u4e0e\u6267\u884c<\/strong><br \/>\n\u5bf9\u4e8e\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\u548c\u591a\u4e2a\u5de5\u5177\u624d\u80fd\u5b8c\u6210\u7684\u590d\u6742\u4efb\u52a1\uff0c\u4f8b\u5982\u201c\u89c4\u5212\u4e00\u6b21\u4ece\u5317\u4eac\u5230\u4e0a\u6d77\u7684\u65c5\u884c\uff0c\u9700\u8981\u8003\u8651\u5929\u6c14\u3001\u4ea4\u901a\u548c\u4f4f\u5bbf\u201d\uff0cCoAgents\u7684\u534f\u4f5c\u6846\u67b6\u53ef\u4ee5\u5c06\u4efb\u52a1\u62c6\u89e3\u4e3a\u5929\u6c14\u67e5\u8be2\u3001\u673a\u7968\u9884\u8ba2\u3001\u9152\u5e97\u67e5\u8be2\u7b49\u5b50\u4efb\u52a1\uff0c\u5e76\u4f9d\u6b21\u8c03\u7528\u76f8\u5e94\u7684\u5de5\u5177\u6765\u5b8c\u6210\u3002<\/li>\n<li><strong>\u8f6f\u4ef6\u6216\u7cfb\u7edf\u64cd\u4f5c\u81ea\u52a8\u5316<\/strong><br \/>\nCoAgents\u53ef\u4ee5\u5b66\u4e60\u64cd\u4f5c\u5e26\u6709API\u63a5\u53e3\u7684\u8f6f\u4ef6\u6216\u64cd\u4f5c\u7cfb\u7edf\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5b66\u4e60\u6587\u4ef6\u7cfb\u7edf\u7684API\uff0c\u5b83\u53ef\u4ee5\u5b9e\u73b0\u6587\u4ef6\u7684\u521b\u5efa\u3001\u79fb\u52a8\u548c\u5220\u9664\uff1b\u901a\u8fc7\u5b66\u4e60\u65e5\u5386API\uff0c\u5b83\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u81ea\u52a8\u5b89\u6392\u4f1a\u8bae\u3002<\/li>\n<\/ol>\n<h2>QA<\/h2>\n<ol>\n<li><strong>CoAgents\u6846\u67b6\u5305\u542b\u54ea\u51e0\u4e2a\u6838\u5fc3\u667a\u80fd\u4f53\uff1f\u5b83\u4eec\u5404\u81ea\u7684\u804c\u8d23\u662f\u4ec0\u4e48\uff1f<\/strong><br \/>\nCoAgents\u6846\u67b6\u5305\u542b\u4e09\u4e2a\u6838\u5fc3\u667a\u80fd\u4f53\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u7840\u4ee3\u7406 (Grounding Agent)<\/strong>: \u5b83\u7684\u4e3b\u8981\u804c\u8d23\u662f\u7406\u89e3\u7528\u6237\u7684\u4efb\u52a1\u9700\u6c42\uff0c\u5e76\u751f\u6210\u4f7f\u7528\u7279\u5b9a\u5de5\u5177\u7684\u8be6\u7ec6\u6307\u4ee4\u6216\u8ba1\u5212\u3002<\/li>\n<li><strong>\u6267\u884c\u4ee3\u7406 (Execution Agent)<\/strong>: \u8d1f\u8d23\u6839\u636e\u57fa\u7840\u4ee3\u7406\u751f\u6210\u7684\u6307\u4ee4\uff0c\u5b9e\u9645\u8c03\u7528\u5e76\u6267\u884c\u76f8\u5e94\u7684\u5de5\u5177\u6216API\u3002<\/li>\n<li><strong>\u89c2\u5bdf\u4ee3\u7406 (Observing Agent)<\/strong>: \u5728\u5de5\u5177\u6267\u884c\u5b8c\u6bd5\u540e\uff0c\u5b83\u8d1f\u8d23\u5206\u6790\u8fd4\u56de\u7684\u7ed3\u679c\uff08\u901a\u5e38\u662fJSON\u6216\u6587\u672c\uff09\uff0c\u5e76\u4ece\u4e2d\u63d0\u53d6\u51fa\u5bf9\u7528\u6237\u6709\u7528\u7684\u5173\u952e\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5982\u679c\u5de5\u5177\u6267\u884c\u5931\u8d25\uff0cCoAgents\u4f1a\u5982\u4f55\u5904\u7406\uff1f<\/strong><br \/>\n\u8fd9\u662fCoAgents\u6846\u67b6\u7684\u4e00\u4e2a\u6838\u5fc3\u4f18\u52bf\u3002\u5f53\u6267\u884c\u4ee3\u7406\u8c03\u7528\u5de5\u5177\u540e\u6536\u5230\u9519\u8bef\u53cd\u9988\uff08\u4f8b\u5982API\u8fd4\u56de\u9519\u8bef\u7801\uff09\uff0c\u8fd9\u4e2a\u53cd\u9988\u4f1a\u88ab\u7cfb\u7edf\u6355\u6349\u3002\u6267\u884c\u4ee3\u7406\u548c\u89c2\u5bdf\u4ee3\u7406\u4f1a\u6839\u636e\u8fd9\u4e2a\u53cd\u9988\u8fdb\u884c\u8fed\u4ee3\u8c03\u6574\u3002\u5b83\u4eec\u4f1a\u5c1d\u8bd5\u4fee\u6b63\u8bf7\u6c42\u53c2\u6570\u6216\u6539\u53d8\u7b56\u7565\uff0c\u7136\u540e\u518d\u6b21\u5c1d\u8bd5\u6267\u884c\uff0c\u4ece\u800c\u5b9e\u73b0\u4e00\u79cd\u81ea\u6211\u4fee\u6b63\u7684\u5b66\u4e60\u8fc7\u7a0b\u3002<\/li>\n<li><strong>\u8fd0\u884cCoAgents\u9879\u76ee\u524d\uff0c\u6211\u9700\u8981\u51c6\u5907\u54ea\u4e9bAPI\u5bc6\u94a5\uff1f<\/strong><br \/>\n\u4f60\u9700\u8981\u51c6\u5907\u4e24\u7c7bAPI\u51ed\u8bc1\uff1a<\/p>\n<ul>\n<li><strong>OpenAI API\u5bc6\u94a5<\/strong>: \u7528\u4e8e\u9a71\u52a8\u667a\u80fd\u4f53\uff08Agent\uff09\u7684\u601d\u8003\u548c\u51b3\u7b56\u80fd\u529b\uff0c\u652f\u6301<code>gpt-3.5-turbo<\/code>\u7b49\u6a21\u578b\u3002<\/li>\n<li><strong>TMDB API\u8bbf\u95ee\u4ee4\u724c<\/strong>: \u7528\u4e8e\u8bbf\u95ee\u9879\u76ee\u6f14\u793a\u6848\u4f8b\u4e2d\u6240\u4f7f\u7528\u7684\u7535\u5f71\u6570\u636e\u5e93\uff08The Movie Database\uff09API\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6211\u662f\u5426\u53ef\u4ee5\u66f4\u6362\u6216\u6dfb\u52a0\u65b0\u7684\u5de5\u5177\uff1f<\/strong><br \/>\n\u53ef\u4ee5\u3002CoAgents\u662f\u4e00\u4e2a\u6846\u67b6\uff0c\u5176\u8bbe\u8ba1\u672c\u8eab\u5c31\u662f\u4e3a\u4e86\u65b9\u4fbf\u5730\u63a5\u5165\u548c\u4f7f\u7528\u5404\u79cd\u5de5\u5177\u3002\u867d\u7136\u6f14\u793a\u6848\u4f8b\u4f7f\u7528\u7684\u662fTMDB API\uff0c\u4f46\u5f00\u53d1\u8005\u53ef\u4ee5\u901a\u8fc7\u6269\u5c55\u4ee3\u7801\uff0c\u5b9a\u4e49\u65b0\u7684\u5de5\u5177\u5e76\u5c06\u5176\u63d0\u4f9b\u7ed9\u667a\u80fd\u4f53\u3002\u53ea\u9700\u8ba9\u57fa\u7840\u4ee3\u7406\u5b66\u4f1a\u751f\u6210\u4f7f\u7528\u65b0\u5de5\u5177\u7684\u6307\u4ee4\uff0c\u5e76\u8ba9\u89c2\u5bdf\u4ee3\u7406\u5b66\u4f1a\u89e3\u6790\u65b0\u5de5\u5177\u7684\u8fd4\u56de\u7ed3\u679c\u5373\u53ef\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>CoAgents \u662f\u4e00\u4e2a\u521b\u65b0\u7684\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u6846\u67b6\uff0c\u65e8\u5728\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u548cAPI\u7684\u80fd\u529b\u3002\u8fd9\u4e2a\u6846\u67b6\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u590d\u6742\u7684\u5de5\u5177\u4f7f\u7528\u4efb\u52a1\u5206\u89e3\u7ed9\u4e09\u4e2a\u4e13\u95e8\u7684\u667a\u80fd\u4f53\uff0c\u5b83\u4eec\u5206\u522b\u662f\uff1a\u8d1f\u8d23\u751f\u6210\u5de5\u5177\u4f7f\u7528\u6307\u4ee4\u7684\u201c\u57fa\u7840\u4ee3\u7406\u201d\uff08Grounding Ag&#8230;<\/p>\n","protected":false},"author":1,"featured_media":32782,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[425,20,476],"tags":[230,201],"class_list":["post-35206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-professional","category-tool","category-agent-development","tag-aikaiyuanxiangmu","tag-aizhinengti"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/35206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=35206"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/35206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media\/32782"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=35206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=35206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=35206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}