{"id":21972,"date":"2024-09-03T13:36:34","date_gmt":"2024-09-03T05:36:34","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=21972"},"modified":"2024-09-03T13:36:34","modified_gmt":"2024-09-03T05:36:34","slug":"%e4%b8%ba%e4%bb%80%e4%b9%88%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e6%97%a0%e6%b3%95%e8%a7%a3%e5%86%b3%e6%82%a8%e7%9a%84%e7%94%9f%e4%ba%a7%e9%97%ae%e9%a2%98","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/09\/03\/21972\/","title":{"rendered":"\u4e3a\u4ec0\u4e48\u4eba\u5de5\u667a\u80fd\u65e0\u6cd5\u89e3\u51b3\u60a8\u7684\u751f\u4ea7\u95ee\u9898"},"content":{"rendered":"<div><img data-dominant-color=\"b5bab5\" data-has-transparency=\"false\" style=\"--dominant-color: #b5bab5;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21974\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/421efd5897e23015cf1059d3ba9c4818bc48e3-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/421efd5897e23015cf1059d3ba9c4818bc48e3-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/09\/421efd5897e23015cf1059d3ba9c4818bc48e3-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u751f\u6210\u5f0f AI\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u663e\u8457\u63d0\u9ad8\u4e86\u5404\u4e2a\u884c\u4e1a\u548c\u9886\u57df\u7684\u751f\u4ea7\u529b\uff0c\u4ece\u8425\u9500\u5230\u5de5\u7a0b\u3002\u4f5c\u4e3a\u4e00\u540d\u65e9\u671f\u521b\u59cb\u4eba\uff0c\u6211\u4e2a\u4eba\u53d1\u73b0\u5b83\u4eec\u5728\u65e5\u5e38\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u975e\u5e38\u6709\u7528\uff0c\u4ece\u521b\u5efa\u7ba1\u7406\u6587\u6863\u6a21\u677f\u5230\u534f\u52a9\u4ee3\u7801\u8bed\u6cd5\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u4eba\u5de5\u667a\u80fd\u53ef\u4ee5\u9075\u5faa\u60a8\u7684\u6307\u793a\uff0c\u4f46\u4ecd\u7136\u65e0\u6cd5\u50cf\u60a8\u4e00\u6837\u8c03\u8bd5\u95ee\u9898\u3002<\/p>\n<p>\u8bd1\u81eaWhy AI Can&#8217;t Fix Your Production Issues\uff0c\u4f5c\u8005 Siddarth Jain\u3002<\/p>\n<p>\u751f\u6210\u5f0f AI\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b (LLM) \u663e\u8457\u63d0\u9ad8\u4e86\u5404\u4e2a\u884c\u4e1a\u548c\u9886\u57df\u7684\u751f\u4ea7\u529b\uff0c\u4ece\u8425\u9500\u5230\u5de5\u7a0b\u3002\u4f5c\u4e3a\u4e00\u540d\u65e9\u671f\u521b\u59cb\u4eba\uff0c\u6211\u4e2a\u4eba\u53d1\u73b0\u5b83\u4eec\u5728\u65e5\u5e38\u5de5\u4f5c\u6d41\u7a0b\u4e2d\u975e\u5e38\u6709\u7528\uff0c\u4ece\u521b\u5efa\u7ba1\u7406\u6587\u6863\u6a21\u677f\u5230\u534f\u52a9\u4ee3\u7801\u8bed\u6cd5\u3002<\/p>\n<p>\u5173\u4e8e AI 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data-id=\"ld70c578-eWoyGvLB\">Warp.Dev<\/li>\n<\/ul>\n<h4>\u6211\u7684\u80cc\u666f<\/h4>\n<p>\u6211\u5bf9\u673a\u5668\u5b66\u4e60\u7684\u7ecf\u9a8c\u59cb\u4e8e\u6211\u751a\u81f3\u6ca1\u6709\u5c06\u6211\u7684\u5de5\u4f5c\u79f0\u4e3a\u673a\u5668\u5b66\u4e60\u7684\u65f6\u5019\u3002\u4f5c\u4e3a\u4e00\u540d 2015 \u5e74\u7684\u5e74\u8f7b\u5f00\u53d1\u8005\uff0c\u6211\u82b1\u4e86\u4e00\u4e2a\u590f\u5929\u65f6\u95f4\u5f00\u53d1\u4e00\u4e2a\u5229\u7528 OpenCV \u5bf9\u6570\u767e\u4e07\u4efd\u79bb\u7ebf\u6587\u6863\u8fdb\u884c\u6570\u5b57\u5316\u548c\u89e3\u6790\u7684\u5e94\u7528\u7a0b\u5e8f\u3002\u4ece\u90a3\u65f6\u8d77\uff0c\u6211\u5728\u5404\u79cd\u89d2\u8272\u4e2d\u6d89\u8db3\u4e86\u76d1\u7763\/\u65e0\u76d1\u7763\u5b66\u4e60\u3001\u7ea6\u675f\u4f18\u5316\u95ee\u9898\u3001\u9884\u6d4b\u548c NLP\u3002<\/p>\n<p>\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u91cc\uff0c\u6211\u4e00\u76f4\u662f Doctor Droid \u7684\u8054\u5408\u521b\u59cb\u4eba\uff0c\u8fd9\u662f\u4e00\u5bb6\u4e13\u6ce8\u4e8e\u89e3\u51b3\u8f6e\u73ed\u5de5\u7a0b\u5e08\u751f\u6d3b\u4e2d\u6311\u6218\u7684\u516c\u53f8\u3002<\/p>\n<p>\u5de5\u7a0b\u5e08\u5bf9\u751f\u4ea7\u4e8b\u4ef6\u76d1\u63a7\u4e2d AI\/ML \u7684\u671f\u671b\uff1a<\/p>\n<p>\u4f5c\u4e3a\u4e00\u540d\u521b\u59cb\u4eba\uff0c\u6211\u5411\u5176\u4ed6\u5f00\u53d1\u8005\u63a8\u9500\u4e0d\u540c\u7684\u539f\u578b\uff0c\u4ee5\u89e3\u51b3\u4ed6\u4eec\u5728\u201c\u53ef\u89c2\u5bdf\u6027\u201d\u751f\u547d\u5468\u671f\u4e2d\u9047\u5230\u7684\u90e8\u5206\u95ee\u9898\u3002\u5728\u5411\u7528\u6237\u63a8\u9500\u65f6\uff0c\u6211\u7ecf\u5e38\u53d1\u73b0\uff0c\u6bcf\u5f53\u63d0\u5230\u4ee5\u4e0b\u4efb\u4f55\u7528\u4f8b\u65f6\uff0c\u5de5\u7a0b\u5e08\u7684\u5174\u594b\u7a0b\u5ea6\u90fd\u4f1a\u683c\u5916\u9ad8\uff1a<\/p>\n<ul data-id=\"u738a58b-TULBMh52\">\n<li data-id=\"ld70c578-gmWkaj9x\">\u5728\u4e8b\u4ef6\u53d1\u751f\u4e4b\u524d\u9884\u6d4b\/\u9884\u62a5\u4e8b\u4ef6<\/li>\n<li data-id=\"ld70c578-BNHzS30V\">\u5f02\u5e38\u68c0\u6d4b\uff0c\u65e0\u9700\u914d\u7f6e\u5373\u53ef\u83b7\u5f97\u8b66\u62a5<\/li>\n<li data-id=\"ld70c578-k0KumsV1\">\u4f7f\u7528 AI \u81ea\u52a8\u8c03\u67e5\u4e8b\u4ef6<\/li>\n<\/ul>\n<p>\u81ea\u7136\u5730\uff0c\u6211\u6784\u5efa\u4e86\u539f\u578b\u548c\u5de5\u5177\uff0c\u8bd5\u56fe\u89e3\u51b3\u5176\u4e2d\u4e00\u4e2a\u6216\u591a\u4e2a\u7528\u4f8b\u3002<\/p>\n<p>\u5728\u6211\u6df1\u5165\u63a2\u8ba8\u539f\u578b\u4e4b\u524d\uff0c\u6211\u60f3\u5206\u4eab\u4e00\u4e0b\u6211\u5bf9\u8c03\u8bd5\u7684\u770b\u6cd5\u3002<\/p>\n<h3>CAGE \u6846\u67b6\u7528\u4e8e\u8c03\u8bd5\u548c\u751f\u4ea7\u8c03\u67e5<\/h3>\n<p>\u8fd9\u4e2a\u6846\u67b6\u7684\u7075\u611f\u6765\u81ea\u4e8e\u6211\u5728\u4e4b\u524d\u5de5\u4f5c\u4e2d\u7684\u5de5\u7a0b\u7ecf\u9a8c\u4ee5\u53ca\u4e0e Doctor Droid 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src=\"https:\/\/s9.51cto.com\/oss\/202409\/03\/b8da6df46003bf018a1603c51cf5dd082d7e52.webp\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h4>\u5206\u6790\u6027\u601d\u7ef4<\/h4>\n<p>\u5de5\u7a0b\u5e08\u88ab\u671f\u671b\u63d0\u51fa\u5047\u8bbe\uff0c\u5e76\u4f7f\u7528\u76f8\u5173\u6027\u548c\u56e0\u679c\u5173\u7cfb\u6765\u9a8c\u8bc1\/\u53cd\u9a73\u8fd9\u4e9b\u5047\u8bbe\u3002\u5173\u8054\u65f6\u95f4\u7ebf\u548c\u5f02\u5e38\uff08\u901a\u5e38\u901a\u8fc7\u8089\u773c\u89c2\u5bdf\u53d1\u73b0\uff09\u662f\u9700\u8981\u5de5\u7a0b\u5e08\u8fdb\u884c\u90e8\u5206\u5206\u6790\u6027\u601d\u7ef4\u7684\u6280\u80fd\u2014\u2014\u65e0\u8bba\u662f\u89c2\u5bdf\u6307\u6807\u5e76\u8bc4\u4f30\u5b83\u662f\u5426\u662f\u5f02\u5e38\uff0c\u8fd8\u662f\u89c2\u5bdf\u5f02\u5e38\u5e76\u601d\u8003\u5176\u4ed6\u53ef\u80fd\u53d7\u5230\u5f71\u54cd\u7684\u4e1c\u897f\uff08\u4f7f\u7528\u4ed6\u4eec\u7684\u90e8\u843d\u77e5\u8bc6\uff09\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202409\/03\/f2f8cc75735491d2f1d952085f9edfaf3e29f3.webp\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<h4>\u76ee\u6807\u5b9a\u4e49\uff1a<\/h4>\n<p>\u5de5\u7a0b\u56e2\u961f\u7684\u8fd0\u8425\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7ec4\u7ec7\u7684\u4e1a\u52a1\u627f\u8bfa\u548c\u9700\u6c42\u3002\u4ec5\u4ec5\u62e5\u6709\u5206\u6790\u6027\u601d\u7ef4\u662f\u4e0d\u591f\u7684\u3002\u53bb\u5e74\uff0c\u6211\u4eec\u6b63\u5728\u6784\u5efa\u4e00\u4e2a\u5206\u6790\u5e73\u53f0- \u5373\u4f7f\u5728\u90e8\u7f72\u65f6\u53ea\u6709\u56db\u4e2a\u670d\u52a1\uff0c\u6211\u4eec\u4e5f\u4ea7\u751f\u4e86 2000 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data-id=\"ld70c578-IBfQTZ8k\">\u4ec5\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u9002\u7528\uff1a\u63a2\u7d22\u6027\u95ee\u9898\u9700\u8981\u7528\u6237\u8d85\u8d8a\u6846\u67b6\u3002<\/li>\n<\/ul>\n<p>\u5b9e\u9a8c 2 \u4e2d\u7684\u4eba\u5de5\u667a\u80fd\u4f7f\u7528\uff1a<\/p>\n<p>(a) \u4ece\u6587\u6863\u751f\u6210\u5267\u672c\uff1a\u6211\u4eec\u7f16\u5199\u4e86\u4e00\u4e2a\u5c0f\u578b\u4ee3\u7406\uff0c\u5b83\u8bfb\u53d6\u73b0\u6709\u6587\u6863\u5e76\u5c06\u5176\u6620\u5c04\u5230\u96c6\u6210\u5de5\u5177\u3002\u8be5\u5de5\u5177\u7684\u76ee\u6807\u662f\u51cf\u5c11\u914d\u7f6e\u5267\u672c\u7684\u5de5\u4f5c\u91cf\u3002<\/p>\n<p>\u6b64\u8f93\u51fa\u7c7b\u4f3c\u4e8e\u4e4b\u524d\u63d0\u5230\u7684\u5173\u4e8e Terraform Generator \u7684\u535a\u5ba2\u2014\u2014\u5b83\u4ecd\u7136\u4e0d\u662f\u81ea\u52a8\u6a21\u5f0f\uff0c\u9700\u8981\u7528\u6237\u5ba1\u67e5\u548c\u8fed\u4ee3\u3002<\/p>\n<p>(b) \u4ece\u6570\u636e\u751f\u6210\u6458\u8981<\/p>\n<p>\u6b64\u6458\u8981\u5668\u5e2e\u52a9\u7528\u6237\u9996\u5148\u9605\u8bfb\u6700\u76f8\u5173\u7684\u8981\u70b9\uff0c\u800c\u4e0d\u662f\u624b\u52a8\u6d4f\u89c8\u6240\u6709\u6570\u636e\u3002<\/p>\n<p>\u5982\u60a8\u6240\u89c1\uff0c\u8fd9\u4e9b\u662f\u8f85\u52a9\u5b9e\u73b0\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e2d\u5fc3\u6846\u67b6\u3002<\/p>\n<h3>\u5229\u7528 AI\/ML \u8fdb\u884c\u53ef\u89c2\u5bdf\u6027\u7684\u5b9e\u9645\u7528\u4f8b<\/h3>\n<p>AI\/ML \u5728\u53ef\u89c2\u5bdf\u6027\u9886\u57df\u5e26\u6765\u4e86\u5f88\u591a\u673a\u4f1a\uff0c\u4f46\u5b83\u4eec\u5c06\u9488\u5bf9\u7279\u5b9a\/\u72ed\u7a84\u7684\u4e0a\u4e0b\u6587\u8bbe\u8ba1\u3002\u201c\u751f\u4ea7\u8c03\u8bd5\u201d\u7684\u8303\u56f4\u5f88\u5e7f\uff0c\u4f46\u4ee5\u4e0b\u5217\u4e3e\u4e86\u4e09\u4e2a\u8303\u56f4\u66f4\u7a84\u7684\u793a\u4f8b\uff0c\u8fd9\u4e9b\u793a\u4f8b\u662f AI\/ML \u4eca\u5929\u6b63\u5728\u4f7f\u7528\u7684\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-h6YDUJj7\">\n<li data-id=\"ld70c578-ODlckoA9\">\u8c03\u67e5\u7684\u6458\u8981\u548c\u5206\u7c7b\uff1a<\/li>\n<\/ol>\n<ul data-id=\"u738a58b-pjHoUEdd\">\n<li data-id=\"ld70c578-l1AUSrNZ\">\u521b\u5efa\u4e00\u4e2a AI \u5c42\uff0c\u5206\u6790\u81ea\u52a8\u5316\u6846\u67b6\u63d0\u53d6\u7684\u6570\u636e\u5e76\u5c06\u6458\u8981\u53d1\u9001\u56de\u5de5\u7a0b\u5e08\uff0c\u53ef\u4ee5\u51cf\u5c11\u4ed6\u4eec\u8c03\u67e5\u95ee\u9898\u7684\u65f6\u95f4\u3002<\/li>\n<li data-id=\"ld70c578-juz6q2nm\">\u591a\u5bb6\u4f01\u4e1a\u5df2\u5728\u5185\u90e8\u5b9e\u65bd\u4e86\u6b64\u529f\u80fd\u3002\u5fae\u8f6f\u6709\u4e00\u7bc7\u5173\u4e8e\u6b64\u7684\u8bba\u6587\uff0c\u8ba8\u8bba\u4e86\u4ed6\u4eec\u7684\u4ea7\u54c1 RCACoPilot\uff08\u867d\u7136\u540d\u79f0\u662f CoPilot\uff0c\u4f46\u8be5\u5de5\u5177\u5728\u8c03\u8bd5\/\u8c03\u67e5\u65b9\u6cd5\u4e0a\u975e\u5e38\u786e\u5b9a\u6027\uff0c\u5e76\u4e14\u4ec5\u4f9d\u8d56\u4e8e LLM \u8fdb\u884c\u6458\u8981\u548c\u4e8b\u4ef6\u5206\u7c7b\uff09\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202409\/03\/a884464921ad7a44ac48278a4d5fc55517fb69.webp\" alt=\"\u56fe\u7247\" data-type=\"block\" \/><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<p>\uff08\u6536\u96c6\u9636\u6bb5\u7684\u201c\u5904\u7406\u7a0b\u5e8f\u201d\u662f\u9488\u5bf9\u6bcf\u4e2a\u8b66\u62a5\/\u4e8b\u4ef6\u7684\u7528\u6237\u7f16\u5199\u7684\u8fd0\u884c\u624b\u518c\u3002\uff09<\/p>\n<ol class=\"list-paddingleft-1\" start=\"2\" data-id=\"oe0300a2-mnoVadbj\">\n<li data-id=\"ld70c578-AIxNGly7\">\u90e8\u7f72\u76d1\u63a7\u548c\u81ea\u52a8\u56de\u6eda\uff1a<\/li>\n<\/ol>\n<ul data-id=\"u738a58b-Tr3Kq3b3\">\n<li data-id=\"ld70c578-bRfW7X2x\">\u5728\u9884\u6d4b\u4e0e\u5f02\u5e38\u68c0\u6d4b\u7684\u5b9e\u73b0\u4e2d\uff0c\u4e00\u79cd\u5e38\u89c1\u7684\u7528\u4f8b\u662f\u5728\u90e8\u7f72\u8bed\u5883\u4e2d\uff0c\u56e0\u4e3a\u5b83\u4eec\u901a\u5e38\u662f\u95ee\u9898\u7684\u6765\u6e90\u4e14\u662f\u4f17\u6240\u5468\u77e5<\/li>\n<li data-id=\"ld70c578-XTVESEOE\">\u8fd9\u79cd\u65b9\u5f0f\u5df2\u88ab\u591a\u5bb6\u4f01\u4e1a\u91c7\u7528\uff1b\u4ee5\u4e0b\u662f\u4e24\u4e2a\u516c\u5f00\u5df2\u77e5\u7684\u4f01\u4e1a\uff1aSlack \u548c Microsoft\u3002<\/li>\n<\/ul>\n<p><span class=\"data-image-title\">\u56fe\u7247<\/span><\/p>\n<ol class=\"list-paddingleft-1\" start=\"3\" data-id=\"o292e11f-YV9e4QAD\">\n<li data-id=\"ld70c578-fxkqVFZz\">\u8b66\u62a5\u5206\u7ec4\u548c\u964d\u566a\uff1a<\/li>\n<\/ol>\n<ul data-id=\"u738a58b-JSqxvIRe\">\n<li data-id=\"ld70c578-AmZBbYbW\">\u5c06\u4e0a\u4e0b\u6587\u7f29\u5c0f\u5230\u4ec5\u8b66\u62a5\u6709\u52a9\u4e8e\u5728\u5e73\u53f0\u5185\u5b9e\u73b0\u667a\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b AIOps \u5e73\u53f0\uff08\u4eca\u5929\uff09\u53ef\u4ee5\u5728\u7528\u6237\u8b66\u62a5\u6570\u636e\u4e4b\u4e0a\u63d0\u4f9b\u7684\u667a\u80fd\u89c1\u89e3\uff1a<\/li>\n<\/ul>\n<p>\u6839\u636e\u6807\u7b7e\u3001\u65f6\u95f4\u548c\u5386\u53f2\u8bb0\u5f55\u5bf9\u8b66\u62a5\u8fdb\u884c\u5206\u7ec4\u548c\u5173\u8054\u3002<\/p>\n<p>\u5206\u6790\u8b66\u62a5\u9891\u7387\u4ee5\u4e86\u89e3\u5b83\u662f\u5426\u662f\u4e00\u4e2a\u5608\u6742\u7684\u8b66\u62a5\u3002<\/p>\n<h3>\u7ed3\u8bba<\/h3>\n<p>\u7ecf\u8fc7\u6240\u6709\u8fd9\u4e9b\u5b9e\u9a8c\u548c\u539f\u578b\u8bbe\u8ba1\uff0c\u6211\u5f97\u51fa\u4e24\u4e2a\u4e3b\u8981\u7ed3\u8bba\uff1a<\/p>\n<ul data-id=\"u738a58b-Ax2PffbR\">\n<li 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