{"id":535,"date":"2025-01-10T14:34:03","date_gmt":"2025-01-10T14:34:03","guid":{"rendered":"https:\/\/smolagents.org\/?p=535"},"modified":"2025-01-10T14:34:04","modified_gmt":"2025-01-10T14:34:04","slug":"embracing-smolagents-a-new-era-in-ai-agent-development","status":"publish","type":"post","link":"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/","title":{"rendered":"\u8fce\u63a5 smolagents - AI \u4ee3\u7406\u958b\u767c\u7684\u65b0\u6642\u4ee3"},"content":{"rendered":"<p>\u4eba\u5de5\u667a\u6167\u6301\u7e8c\u6539\u8b8a\u5404\u884c\u5404\u696d\uff0c\u5176\u4e2d AI \u4ee3\u7406\u5728\u81ea\u52d5\u5316\u6d41\u7a0b\u548c\u5f37\u5316\u6c7a\u7b56\u65b9\u9762\u626e\u6f14\u95dc\u9375\u89d2\u8272\u3002\u5118\u7ba1\u4eba\u5de5\u667a\u6167\u5177\u5099\u6f5b\u529b\uff0c\u4f46\u5efa\u7acb\u6709\u6548\u7684\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u50b3\u7d71\u4e0a\u662f\u4e00\u9805\u8907\u96dc\u7684\u4efb\u52d9\u3002\u9032\u5165 <strong>smolagents<\/strong>-\u9019\u662f Hugging Face \u63a8\u51fa\u7684\u7c21\u7d04 AI \u4ee3\u7406\u7a0b\u5f0f\u5eab\uff0c\u65e8\u5728\u7c21\u5316\u958b\u767c\u6d41\u7a0b\uff0c\u4e26\u958b\u5275 AI \u4ee3\u7406\u7a0b\u5f0f\u5275\u4f5c\u7684\u65b0\u6642\u4ee3\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u63db\u5167\u5bb9\u8868\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u63db<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Background_of_smolagents\" title=\"smolagents \u7684\u80cc\u666f\">smolagents \u7684\u80cc\u666f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Why_Choose_smolagents\" title=\"\u70ba\u4ec0\u9ebc\u9078\u64c7 smolagents\uff1f\">\u70ba\u4ec0\u9ebc\u9078\u64c7 smolagents\uff1f<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#1_Simplified_Development_Process\" title=\"1.\u7c21\u5316\u958b\u767c\u6d41\u7a0b\">1.\u7c21\u5316\u958b\u767c\u6d41\u7a0b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#2_Powerful_Code_Agent_Support\" title=\"2.\u5f37\u5927\u7684\u7a0b\u5f0f\u78bc\u4ee3\u7406\u652f\u63f4\">2.\u5f37\u5927\u7684\u7a0b\u5f0f\u78bc\u4ee3\u7406\u652f\u63f4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#3_Extensive_Model_Compatibility\" title=\"3.\u5ee3\u6cdb\u7684\u6a5f\u578b\u76f8\u5bb9\u6027\">3.\u5ee3\u6cdb\u7684\u6a5f\u578b\u76f8\u5bb9\u6027<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Real-World_Application_of_smolagents\" title=\"smolagent \u7684\u5be6\u969b\u61c9\u7528\">smolagent \u7684\u5be6\u969b\u61c9\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#The_Future_with_smolagents\" title=\"smolagent \u7684\u672a\u4f86\">smolagent \u7684\u672a\u4f86<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/smolagents.org\/zh_tw\/embracing-smolagents-a-new-era-in-ai-agent-development\/#Conclusion\" title=\"\u7e3d\u7d50\">\u7e3d\u7d50<\/a><\/li><\/ul><\/nav><\/div>\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Background_of_smolagents\"><\/span><strong>smolagents \u7684\u80cc\u666f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u96a8\u8457\u5927\u578b\u8a9e\u8a00\u6a21\u578b (LLM) \u8b8a\u5f97\u8d8a\u4f86\u8d8a\u5f37\u5927\uff0c\u5c0d\u65bc\u80fd\u8b93\u9019\u4e9b\u6a21\u578b\u8207\u771f\u5be6\u4e16\u754c\u74b0\u5883\u6709\u6548\u4e92\u52d5\u7684\u6846\u67b6\u7684\u9700\u6c42\u4e5f\u65e5\u76ca\u589e\u52a0\u3002 <strong>smolagents<\/strong> \u900f\u904e\u63d0\u4f9b\u8f15\u91cf\u3001\u6613\u7528\u7684\u5e73\u53f0\uff0c\u964d\u4f4e AI \u4ee3\u7406\u958b\u767c\u7684\u969c\u7919\uff0c\u4f86\u6eff\u8db3\u6b64\u9700\u6c42\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Why_Choose_smolagents\"><\/span><strong>\u70ba\u4ec0\u9ebc\u9078\u64c7 smolagents\uff1f<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Simplified_Development_Process\"><\/span><strong>1.\u7c21\u5316\u958b\u767c\u6d41\u7a0b<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f15\u91cf\u5316\u6838\u5fc3<\/strong>:smolagents \u7684\u6838\u5fc3\u7a0b\u5f0f\u78bc\u7d04\u6709 1,000 \u884c\uff0c\u53ef\u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u8907\u96dc\u6027\uff0c\u8b93\u958b\u767c\u4eba\u54e1\u5c08\u6ce8\u65bc\u529f\u80fd\u800c\u975e\u8a2d\u5b9a\u3002<\/li>\n\n\n\n<li><strong>\u5feb\u901f\u5b78\u7fd2<\/strong>:\u7c21\u7d04\u7684\u8a2d\u8a08\u53ef\u78ba\u4fdd\u6eab\u548c\u7684\u5b78\u7fd2\u66f2\u7dda\uff0c\u4f7f\u958b\u767c\u4eba\u54e1\u80fd\u5feb\u901f\u4e0a\u624b\u4e26\u904b\u4f5c\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Powerful_Code_Agent_Support\"><\/span><strong>2.\u5f37\u5927\u7684\u7a0b\u5f0f\u78bc\u4ee3\u7406\u652f\u63f4<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6548\u7387\u63d0\u5347<\/strong>:\u900f\u904e\u5c08\u6ce8\u65bc\u00a0<strong>\u4ee3\u78bc\u4ee3\u7406<\/strong>smolagents \u5229\u7528 LLM \u76f4\u63a5\u7522\u751f\u548c\u57f7\u884c Python \u7a0b\u5f0f\u78bc\u7684\u80fd\u529b\uff0c\u4f7f\u4ee3\u7406\u7a0b\u5f0f\u7684\u52d5\u4f5c\u66f4\u5feb\u901f\u3001\u66f4\u7cbe\u6e96\u3002<\/li>\n\n\n\n<li><strong>\u964d\u4f4e\u7ba1\u7406\u8cbb\u7528<\/strong>:\u4ee3\u78bc\u4ee3\u7406\u5c07\u6240\u9700\u7684\u6b65\u9a5f\u548c LLM \u547c\u53eb\u6578\u91cf\u964d\u81f3\u6700\u4f4e\uff0c\u8207\u50b3\u7d71\u65b9\u6cd5\u76f8\u6bd4\uff0c\u6e1b\u5c11\u4e86\u7d04 30%\u3002<\/li>\n\n\n\n<li><strong>\u8907\u96dc\u4efb\u52d9\u8655\u7406<\/strong>:\u5b83\u5011\u64c5\u9577\u65bc\u7ba1\u7406\u8907\u96dc\u7684\u908f\u8f2f\u548c\u4f5c\u696d\uff0c\u800c\u50b3\u7d71\u7684 JSON \u6216\u6587\u5b57\u578b\u4ee3\u7406\u7a0b\u5f0f\u5247\u6703\u9020\u6210\u9ebb\u7169\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Extensive_Model_Compatibility\"><\/span><strong>3.\u5ee3\u6cdb\u7684\u6a5f\u578b\u76f8\u5bb9\u6027<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7121\u7e2b\u6574\u5408<\/strong>:smolagents \u53ef\u6beb\u4e0d\u8cbb\u529b\u5730\u8207 Hugging Face Hub\u3001OpenAI\u3001Anthropic \u7b49\u516c\u53f8\u7684\u6a21\u578b\u642d\u914d\u4f7f\u7528\u3002<\/li>\n\n\n\n<li><strong>\u9078\u64c7\u60a8\u7684\u578b\u865f<\/strong>:\u958b\u767c\u4eba\u54e1\u53ef\u81ea\u7531\u9078\u64c7\u6700\u9069\u5408\u5176\u5c08\u6848\u7684 LLM\uff0c\u800c\u7121\u9700\u64d4\u5fc3\u76f8\u5bb9\u6027\u554f\u984c\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Real-World_Application_of_smolagents\"><\/span><strong>smolagent \u7684\u5be6\u969b\u61c9\u7528<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>\u7bc4\u4f8b\uff1a<\/strong><\/p>\n\n\n\n<p>\u5047\u8a2d\u60a8\u60f3\u8981\u5efa\u7acb\u4e00\u500b\u53ef\u4ee5\u63d0\u4f9b\u5373\u6642\u5929\u6c23\u66f4\u65b0\u7684\u4ee3\u7406\u7a0b\u5f0f\u3002<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">python \u590d\u5236<code>from smolagents import CodeAgent, OpenWeatherMapTool, OpenAIModel\n\n# \u4f7f\u7528\u5929\u6c23\u5de5\u5177\u548c OpenAI \u6a21\u578b\u521d\u59cb\u5316\u4ee3\u7406\u7a0b\u5f0f\nagent = CodeAgent(tools=[OpenWeatherMapTool(api_key=\"your_api_key\")], model=OpenAIModel())\n\n# \u8a62\u554f\u4ee3\u7406\u6709\u95dc\u7d10\u7d04\u5e02\u76ee\u524d\u7684\u5929\u6c23\u60c5\u6cc1\nagent.run(\"What's the weather like in New York City today?\")\n<\/code><\/pre>\n\n\n\n<p><strong>\u9810\u671f\u6210\u679c\uff1a<\/strong><\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">vbnet \u590d\u5236<code>\u64f7\u53d6\u7d10\u7d04\u5e02\u76ee\u524d\u7684\u5929\u6c23...\n\u7d10\u7d04\u5e02\u76ee\u524d\u5929\u6c23\u6674\u6717\uff0c\u6eab\u5ea6\u70ba 75\u00b0F (24\u00b0C)\u3002\u5fae\u98a8\u5f90\u5f90\uff0c\u6fd5\u5ea6\u70ba 60%\u3002\n<\/code><\/pre>\n\n\n\n<p>\u672c\u7bc4\u4f8b\u5c55\u793a smolagents \u5982\u4f55\u4ee5\u6700\u5c11\u7684\u7a0b\u5f0f\u78bc\u7c21\u5316\u5efa\u7acb\u529f\u80fd\u6027 AI \u4ee3\u7406\u7684\u904e\u7a0b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Future_with_smolagents\"><\/span><strong>smolagent \u7684\u672a\u4f86<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u96a8\u8457 smolagents \u793e\u7fa4\u7684\u6210\u9577\uff0c\u5c07\u6703\u6709\u66f4\u591a\u7684\u5de5\u5177\u548c\u529f\u80fd\u53ef\u4f9b\u4f7f\u7528\u3002\u6211\u5011\u9f13\u52f5\u958b\u767c\u4eba\u54e1\u900f\u904e\u5728 Hugging Face Hub \u4e0a\u5206\u4eab\u81ea\u5df1\u7684\u5de5\u5177\u4f86\u8ca2\u737b\u9019\u500b\u751f\u614b\u7cfb\u7d71\uff0c\u4fc3\u9032\u5408\u4f5c\u8207\u6301\u7e8c\u6539\u5584\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span><strong>\u7e3d\u7d50<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>smolagents \u4ee3\u8868\u8457 AI \u4ee3\u7406\u958b\u767c\u5411\u524d\u9081\u9032\u4e86\u4e00\u5927\u6b65\u3002\u5b83\u4ee5\u7c21\u55ae\u548c\u9ad8\u6548\u70ba\u512a\u5148\u8003\u91cf\uff0c\u964d\u4f4e\u4e86\u5165\u9580\u9580\u6abb\uff0c\u8b93\u958b\u767c\u4eba\u54e1\u8f15\u9b06\u767c\u63ee LLM \u7684\u5168\u90e8\u6f5b\u529b\u3002\u7121\u8ad6\u60a8\u662f\u8981\u958b\u767c\u7c21\u55ae\u7684\u81ea\u52d5\u5316\u4efb\u52d9\u6216\u8907\u96dc\u7684 AI \u7cfb\u7d71\uff0csmolagents \u90fd\u80fd\u70ba\u60a8\u7684\u5275\u65b0\u63d0\u4f9b\u7a69\u56fa\u7684\u57fa\u790e\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u6167\u6301\u7e8c\u6539\u8b8a\u5404\u884c\u5404\u696d\uff0cAI \u4ee3\u7406\u5728\u81ea\u52d5\u5316\u6d41\u7a0b\u548c\u5f37\u5316\u6c7a\u7b56\u65b9\u9762\u626e\u6f14\u95dc\u9375\u89d2\u8272\u3002\u5118\u7ba1 AI \u4ee3\u7406\u5177\u6709\u6f5b\u529b\uff0c\u4f46\u5efa\u7acb\u6709\u6548\u7684 AI \u4ee3\u7406\u4e00\u76f4\u662f\u8907\u96dc\u7684\u4efb\u52d9\u3002\u4f86\u81ea Hugging Face \u7684 smolagents - \u4e00\u500b\u7c21\u7d04\u7684 AI \u4ee3\u7406\u7a0b\u5f0f\u5eab\uff0c\u65e8\u5728\u7c21\u5316\u958b\u767c\u6d41\u7a0b\u4e26\u958b\u555f AI \u7684\u65b0\u6642\u4ee3...<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-535","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/posts\/535","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/comments?post=535"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/posts\/535\/revisions"}],"predecessor-version":[{"id":536,"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/posts\/535\/revisions\/536"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/media?parent=535"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/categories?post=535"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smolagents.org\/zh_tw\/wp-json\/wp\/v2\/tags?post=535"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}