{"id":54511,"date":"2026-10-20T01:44:46","date_gmt":"2026-10-19T17:44:46","guid":{"rendered":"https:\/\/wiz.cn\/blog\/?p=54511"},"modified":"2026-10-20T01:44:46","modified_gmt":"2026-10-19T17:44:46","slug":"ai-engineering-analytics-tools-2026-guide","status":"publish","type":"post","link":"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide","title":{"rendered":"2026\u5e74\u4e3b\u6d41AI\u5de5\u7a0b\u5206\u6790\u5de5\u5177\u9009\u578b\u6307\u5357\uff1a7\u6b3e\u5e73\u53f0\u6df1\u5ea6\u5bf9\u6bd4"},"content":{"rendered":"<p>\u5de5\u7a0b\u56e2\u961f\u5728\u8ffd\u6c42\u4ea4\u4ed8\u901f\u5ea6\u7684\u540c\u65f6\uff0c\u8d8a\u6765\u8d8a\u4f9d\u8d56\u6570\u636e\u800c\u975e\u76f4\u89c9\u6765\u505a\u51b3\u7b56\u30022026\u5e74\uff0cAI\u9a71\u52a8\u7684\u5de5\u7a0b\u5206\u6790\u5de5\u5177\u5df2\u6210\u4e3a\u6280\u672f\u7ec4\u7ec7\u7684\u6807\u51c6\u914d\u7f6e\u2014\u2014\u5b83\u4eec\u4ece\u4ee3\u7801\u4ed3\u5e93\u3001CI\/CD\u6d41\u6c34\u7ebf\u548c\u4e8b\u4ef6\u7cfb\u7edf\u4e2d\u63d0\u53d6\u4fe1\u53f7\uff0c\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684\u6d1e\u5bdf\u3002<\/p>\n<p>\u672c\u6587\u5c06\u4ecb\u7ecd7\u6b3e\u503c\u5f97\u5173\u6ce8\u7684AI\u5de5\u7a0b\u5206\u6790\u5e73\u53f0\uff1a<strong>ONES\u3001Entelligence AI\u3001LinearB\u3001Harness SEI\u3001Code Climate Velocity\u3001Jellyfish\u3001Allstacks<\/strong>\u3002\u6211\u4eec\u5c06\u4ece\u96c6\u6210\u80fd\u529b\u3001\u5206\u6790\u6df1\u5ea6\u3001\u9002\u7528\u573a\u666f\u4e09\u4e2a\u7ef4\u5ea6\u5c55\u5f00\u5bf9\u6bd4\uff0c\u5e2e\u52a9\u6280\u672f\u8d1f\u8d23\u4eba\u627e\u5230\u4e0e\u81ea\u8eab\u6808\u5339\u914d\u7684\u65b9\u6848\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/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=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#AI%E5%B7%A5%E7%A8%8B%E5%88%86%E6%9E%90%E5%B7%A5%E5%85%B7%E7%9A%84%E6%A0%B8%E5%BF%83%E4%BB%B7%E5%80%BC\" >AI\u5de5\u7a0b\u5206\u6790\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#AI%E5%A6%82%E4%BD%95%E9%87%8D%E5%A1%91%E5%B7%A5%E7%A8%8B%E5%88%86%E6%9E%90%E5%B7%A5%E4%BD%9C%E6%B5%81\" >AI\u5982\u4f55\u91cd\u5851\u5de5\u7a0b\u5206\u6790\u5de5\u4f5c\u6d41<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#2026%E5%B9%B47%E6%AC%BEAI%E5%B7%A5%E7%A8%8B%E5%88%86%E6%9E%90%E5%B9%B3%E5%8F%B0%E8%AF%A6%E8%A7%A3\" >2026\u5e747\u6b3eAI\u5de5\u7a0b\u5206\u6790\u5e73\u53f0\u8be6\u89e3<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#1_ONES\" >1. ONES<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#2_Entelligence_AI\" >2. Entelligence AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#3_LinearB\" >3. LinearB<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#4_Harness_SEI%EF%BC%88Software_Engineering_Insights%EF%BC%89\" >4. Harness SEI\uff08Software Engineering Insights\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#5_Code_Climate_Velocity\" >5. Code Climate Velocity<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#6_Jellyfish\" >6. Jellyfish<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#7_Allstacks\" >7. Allstacks<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#%E9%80%89%E5%9E%8B%E5%85%B3%E9%94%AE%E8%80%83%E9%87%8F\" >\u9009\u578b\u5173\u952e\u8003\u91cf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#%E5%AE%9E%E6%96%BD%E4%B8%AD%E7%9A%84%E5%B8%B8%E8%A7%81%E6%8C%91%E6%88%98%E4%B8%8E%E5%BA%94%E5%AF%B9\" >\u5b9e\u65bd\u4e2d\u7684\u5e38\u89c1\u6311\u6218\u4e0e\u5e94\u5bf9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#%E7%BB%93%E8%AE%BA\" >\u7ed3\u8bba<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/wiz.cn\/blog\/tools-curated\/ai-engineering-analytics-tools-2026-guide\/#%E5%B8%B8%E8%A7%81%E9%97%AE%E9%A2%98\" >\u5e38\u89c1\u95ee\u9898<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"AI%E5%B7%A5%E7%A8%8B%E5%88%86%E6%9E%90%E5%B7%A5%E5%85%B7%E7%9A%84%E6%A0%B8%E5%BF%83%E4%BB%B7%E5%80%BC\"><\/span>AI\u5de5\u7a0b\u5206\u6790\u5de5\u5177\u7684\u6838\u5fc3\u4ef7\u503c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u8fd9\u7c7b\u5de5\u5177\u7684\u672c\u8d28\u662f<strong>\u5de5\u7a0b\u6570\u636e\u7684\u8bed\u4e49\u5c42<\/strong>\u3002\u5b83\u4eec\u4e0d\u66ff\u4ee3GitHub\u6216Jenkins\uff0c\u800c\u662f\u5750\u5728\u73b0\u6709\u5de5\u5177\u94fe\u4e4b\u4e0a\uff0c\u5c06\u5206\u6563\u7684\u539f\u59cb\u4fe1\u53f7\u2014\u2014\u63d0\u4ea4\u8bb0\u5f55\u3001\u6784\u5efa\u65e5\u5fd7\u3001\u4e8b\u4ef6\u5de5\u5355\u2014\u2014\u5173\u8054\u6210\u6709\u610f\u4e49\u7684\u53d9\u4e8b\uff1a\u54ea\u4e9bPR\u5b58\u5728\u56de\u5f52\u98ce\u9669\u3001\u54ea\u6761\u6d41\u6c34\u7ebf\u53cd\u590d\u963b\u585e\u3001\u54ea\u4e2a\u670d\u52a1\u6a21\u5757\u9700\u8981\u91cd\u6784\u3002<\/p>\n<p>\u5178\u578b\u80fd\u529b\u8fb9\u754c\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u5b9e\u65f6\u5de5\u7a0b\u6d1e\u5bdf<\/strong>\uff1a\u6301\u7eed\u76d1\u63a7\u4ee3\u7801\u63d0\u4ea4\u3001\u6784\u5efa\u4e0e\u53d1\u5e03\u72b6\u6001\uff0c\u8ffd\u8e2a\u8d28\u91cf\u4e0e\u8fdb\u5ea6<\/li>\n<li><strong>\u9884\u6d4b\u6027\u98ce\u9669\u8bc6\u522b<\/strong>\uff1a\u5728\u5408\u5e76\u524d\u6807\u8bb0\u9ad8\u98ce\u9669\u53d8\u66f4\uff0c\u9884\u5224\u90e8\u7f72\u5931\u8d25\u6216\u6d41\u7a0b\u74f6\u9888<\/li>\n<li><strong>\u81ea\u52a8\u5316\u6a21\u5f0f\u5206\u6790<\/strong>\uff1a\u68c0\u6d4b\u53cd\u6a21\u5f0f\u3001\u6d4b\u8bd5\u7f3a\u5931\u6216\u5b89\u5168\u7f3a\u53e3<\/li>\n<li><strong>\u4e8b\u4ef6\u5173\u8054\u4e0e\u6839\u56e0\u5b9a\u4f4d<\/strong>\uff1a\u901a\u8fc7\u5386\u53f2\u4e8b\u4ef6\u5206\u6790\u53d1\u73b0\u91cd\u590d\u6545\u969c\u6a21\u5f0f\uff0c\u7f29\u77ed\u6062\u590d\u65f6\u95f4<\/li>\n<li><strong>\u60c5\u5883\u5316\u6548\u80fd\u6307\u6807<\/strong>\uff1a\u5c06\u6570\u636e\u4e0e\u8fed\u4ee3\u76ee\u6807\u3001\u56e2\u961f\u901f\u7387\u53caDORA\u6307\u6807\u5bf9\u9f50<\/li>\n<li><strong>\u65e0\u4fb5\u5165\u96c6\u6210<\/strong>\uff1a\u76f4\u63a5\u5bf9\u63a5GitHub\u3001GitLab\u3001Jira\u3001CI\/CD\u53ca\u4e8b\u4ef6\u7ba1\u7406\u5e73\u53f0<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"AI%E5%A6%82%E4%BD%95%E9%87%8D%E5%A1%91%E5%B7%A5%E7%A8%8B%E5%88%86%E6%9E%90%E5%B7%A5%E4%BD%9C%E6%B5%81\"><\/span>AI\u5982\u4f55\u91cd\u5851\u5de5\u7a0b\u5206\u6790\u5de5\u4f5c\u6d41<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4f20\u7edf\u65b9\u5f0f\u4f9d\u8d56\u9759\u6001\u4eea\u8868\u76d8\u548c\u4e8b\u540e\u590d\u76d8\u3002AI\u7684\u4ecb\u5165\u8ba9\u5206\u6790\u4ece<strong>\u88ab\u52a8\u54cd\u5e94\u8f6c\u5411\u4e3b\u52a8\u9884\u9632<\/strong>\uff1a<\/p>\n<p><strong>PR\u98ce\u9669\u9884\u5224<\/strong>\uff1a\u6a21\u578b\u7efc\u5408\u53d8\u66f4\u5386\u53f2\u3001\u6587\u4ef6\u5f52\u5c5e\u5173\u7cfb\u548c\u4fee\u6539\u89c4\u6a21\uff0c\u5728\u5408\u5e76\u524d\u6807\u8bb0\u6f5c\u5728\u95ee\u9898\uff0c\u964d\u4f4e\u56de\u6eda\u7387\u3002<strong>\u6d41\u6c34\u7ebf\u5ef6\u8fdf\u9884\u6d4b<\/strong>\uff1a\u57fa\u4e8e\u6784\u5efa\u65e5\u5fd7\u5b66\u4e60\u6b63\u5e38\u6a21\u5f0f\uff0c\u63d0\u524d\u8bc6\u522b\u5373\u5c06\u53d8\u6162\u6216\u5931\u8d25\u7684\u4f5c\u4e1a\u3002<strong>\u4e8b\u4ef6\u6a21\u5f0f\u6316\u6398<\/strong>\uff1a\u5173\u8054\u5386\u53f2\u4e8b\u4ef6\u4e0e\u4ee3\u7801\/\u57fa\u7840\u8bbe\u65bd\u53d8\u66f4\uff0c\u53d1\u73b0\u5982\u4f9d\u8d56\u9879\u4e0d\u7a33\u5b9a\u6216\u914d\u7f6e\u6f02\u79fb\u7b49\u91cd\u590d\u6839\u56e0\u3002<strong>DORA\u8d8b\u52bf\u9884\u6d4b<\/strong>\uff1a\u8ddf\u8e2a\u5e76\u9884\u6d4b\u524d\u7f6e\u65f6\u95f4\u3001\u90e8\u7f72\u9891\u7387\u3001\u53d8\u66f4\u5931\u8d25\u7387\u548c\u6062\u590d\u65f6\u95f4\uff0c\u66b4\u9732\u5f71\u54cd\u4ea4\u4ed8\u6548\u80fd\u7684\u957f\u671f\u8d8b\u52bf\u3002<strong>\u4ee3\u7801\u70ed\u70b9\u5b9a\u4f4d<\/strong>\uff1a\u7ed3\u5408\u4ed3\u5e93\u6d3b\u8dc3\u5ea6\u3001\u63d0\u4ea4\u9891\u7387\u548c\u6a21\u5757\u5f52\u5c5e\uff0c\u8bc6\u522b\u9700\u8981\u91cd\u6784\u6216\u8865\u5145\u6d4b\u8bd5\u7684\u9ad8\u98ce\u9669\u533a\u57df\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2026%E5%B9%B47%E6%AC%BEAI%E5%B7%A5%E7%A8%8B%E5%88%86%E6%9E%90%E5%B9%B3%E5%8F%B0%E8%AF%A6%E8%A7%A3\"><\/span>2026\u5e747\u6b3eAI\u5de5\u7a0b\u5206\u6790\u5e73\u53f0\u8be6\u89e3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"1_ONES\"><\/span>1. ONES<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/ones.cn\/\">ONES<\/a> \u662f\u4f01\u4e1a\u7ea7\u7814\u53d1\u7ba1\u7406\u5e73\u53f0\uff0c\u8986\u76d6\u9879\u76ee\u7ba1\u7406\u3001\u9700\u6c42\u7ba1\u7406\u3001\u77e5\u8bc6\u5e93\u3001\u6d4b\u8bd5\u7ba1\u7406\u3001\u6d41\u6c34\u7ebf\u4e0e\u4ee3\u7801\u7ba1\u7406\u7684\u5b8c\u6574\u94fe\u8def\u3002\u5176\u6838\u5fc3\u8bbe\u8ba1\u76ee\u6807\u662f<strong>\u6d88\u9664\u5de5\u5177\u5272\u88c2<\/strong>\u2014\u2014\u8ba9\u4e2d\u5927\u578b\u7ec4\u7ec7\u5728\u7edf\u4e00\u5e73\u53f0\u4e0a\u5b8c\u6210\u4ece\u9700\u6c42\u5230\u4ea4\u4ed8\u7684\u5168\u751f\u547d\u5468\u671f\u6cbb\u7406\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9700\u8981\u590d\u6742\u6d41\u7a0b\u914d\u7f6e\u3001\u7cbe\u7ec6\u5316\u6743\u9650\u6a21\u578b\u548c\u8de8\u56e2\u961f\u534f\u4f5c\u6cbb\u7406\u7684\u4e2d\u5927\u578b\u6280\u672f\u7ec4\u7ec7\uff1b\u91cd\u89c6\u4ee5\u6570\u636e\u9a71\u52a8\u6539\u8fdb\u4ea4\u4ed8\u8d28\u91cf\u4e0e\u6548\u7387\u7684\u4f01\u4e1a\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1a<\/p>\n<ul>\n<li>\u4e00\u4f53\u5316\u7814\u53d1\u7ba1\u7406\uff1a\u9879\u76ee\u3001\u9700\u6c42\u3001\u6d4b\u8bd5\u3001\u77e5\u8bc6\u5e93\u3001\u6d41\u6c34\u7ebf\u3001\u4ee3\u7801\u4ed3\u5e93\u5728\u540c\u4e00\u5e73\u53f0\u6d41\u8f6c<\/li>\n<li>\u4f01\u4e1a\u7ea7\u6cbb\u7406\uff1a\u652f\u6301\u591a\u5c42\u7ea7\u6743\u9650\u3001\u81ea\u5b9a\u4e49\u5de5\u4f5c\u6d41\u3001\u8de8\u9879\u76ee\u8d44\u6e90\u534f\u8c03<\/li>\n<li>\u7814\u53d1\u6548\u80fd\u5ea6\u91cf\uff1a\u5185\u7f6eDORA\u6307\u6807\u8ffd\u8e2a\u4e0e\u6548\u80fd\u5206\u6790\uff0c\u652f\u6301\u4ece\u7ec4\u7ec7\u5230\u4e2a\u4eba\u7684\u591a\u7ef4\u5ea6\u6570\u636e\u4e0b\u94bb<\/li>\n<li>\u5f00\u653e\u96c6\u6210\uff1a\u4e0e\u4e3b\u6d41Git\u6258\u7ba1\u3001CI\/CD\u5de5\u5177\u53ca\u7b2c\u4e09\u65b9\u7cfb\u7edf\u5bf9\u63a5<\/li>\n<\/ul>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u7aef\u5230\u7aef\u8986\u76d6\u51cf\u5c11\u5de5\u5177\u5207\u6362\u6210\u672c\uff1b\u9762\u5411\u590d\u6742\u7ec4\u7ec7\u7684\u6cbb\u7406\u80fd\u529b\u5f3a\uff1b\u6548\u80fd\u5ea6\u91cf\u4f53\u7cfb\u6210\u719f\u3002<\/p>\n<p><strong>\u5c40\u9650<\/strong>\uff1a\u529f\u80fd\u5e7f\u5ea6\u610f\u5473\u7740\u5b9e\u65bd\u5468\u671f\u8f83\u957f\uff0c\u66f4\u9002\u5408\u6709\u660e\u786e\u6cbb\u7406\u8bc9\u6c42\u7684\u7ec4\u7ec7\u800c\u975e\u8f7b\u91cf\u56e2\u961f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/blogcdn.ones-ai.cn\/blog\/uploads\/2026\/04\/04f5ddf81ca3_ONES-\u4ea7\u54c1\u5168\u666f\u56fe.png\" alt=\"AI\u5de5\u7a0b\u5206\u6790\u5de5\u5177 ONES \u4ea7\u54c1\u5168\u666f\u56fe\" width=\"2612\" height=\"1336\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Entelligence_AI\"><\/span>2. Entelligence AI<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5b9a\u4f4d\u4e8e\u5de5\u7a0b\u751f\u4ea7\u529b\u4e0e\u5206\u6790\u7684\u7edf\u4e00\u5c42\uff0c\u76f4\u63a5\u53e0\u52a0\u5728GitHub\u3001CI\/CD\u53ca\u73b0\u6709\u5de5\u5177\u94fe\u4e4b\u4e0a\uff0c\u5c06\u4ee3\u7801\u8d28\u91cf\u3001PR\u5206\u6790\u3001DORA\u6307\u6807\u548c\u56e2\u961f\u6548\u80fd\u4fe1\u53f7\u6574\u5408\u4e3a\u5355\u4e00\u89c6\u56fe\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u5e0c\u671b\u5728\u4e00\u4e2a\u754c\u9762\u4e2d\u770b\u6e05\u4ee3\u7801\u3001\u90e8\u7f72\u3001\u4e8b\u4ef6\u548c\u56e2\u961f\u5b9e\u9645\u8868\u73b0\uff0c\u5e76\u80fd\u5728\u5de5\u4f5c\u6d41\u5185\u76f4\u63a5\u884c\u52a8\u7684\u6280\u672f\u56e2\u961f\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1a<\/p>\n<ul>\n<li>AI\u9a71\u52a8\u7684PR\u4e0eIDE\u5ba1\u67e5\uff1a\u6807\u8bb0\u98ce\u9669\u6a21\u5f0f\u3001\u6d4b\u8bd5\u7f3a\u5931\u548c\u6f5c\u5728\u5b89\u5168\u95ee\u9898<\/li>\n<li>\u81ea\u52a8\u5316\u8fed\u4ee3\u5065\u5eb7\u8bc4\u4f30\uff1a\u8bc6\u522b\u74f6\u9888\u3001\u963b\u585e\u5de5\u4f5c\u548c\u8001\u5316PR<\/li>\n<li>\u7edf\u4e00\u6548\u80fd\u6307\u6807\uff1a\u90e8\u7f72\u9891\u7387\u3001\u53d8\u66f4\u5931\u8d25\u7387\u3001\u6062\u590d\u65f6\u95f4\u3001\u56e2\u961f\u8d8b\u52bf<\/li>\n<li>\u6301\u7eed\u5b89\u5168\u4e0e\u4f9d\u8d56\u76d1\u63a7\uff1a\u4e0e\u5de5\u7a0b\u5de5\u4f5c\u6d41\u7ed1\u5b9a<\/li>\n<\/ul>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u4e13\u4e3a\u5de5\u7a0b\u5206\u6790\u573a\u666f\u6784\u5efa\uff0c\u975e\u901a\u7528BI\uff1b\u8de8\u4ed3\u5e93\u3001\u56e2\u961f\u3001\u670d\u52a1\u7684\u96c6\u4e2d\u89c6\u56fe\uff1b\u81ea\u7136\u5d4c\u5165GitHub\u3001Jira\u548cCI\u6808\u3002<\/p>\n<p><strong>\u5c40\u9650<\/strong>\uff1a\u529f\u80fd\u4e30\u5bcc\u5ea6\u9ad8\u4e8e\u7b80\u5355\u4eea\u8868\u76d8\u5de5\u5177\uff0c\u9002\u5408\u9700\u8981\u5b8c\u6574\u5de5\u7a0b\u6d1e\u5bdf\u5c42\u7684\u56e2\u961f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_LinearB\"><\/span>3. LinearB<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ea4\u4ed8\u667a\u80fd\u5e73\u53f0\uff0c\u5229\u7528AI\u53ef\u89c6\u5316\u5e76\u4f18\u5316\u8f6f\u4ef6\u4ea4\u4ed8\u8868\u73b0\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u805a\u7126PR\u5468\u671f\u65f6\u95f4\u548c\u4ea4\u4ed8\u6548\u7387\u4f18\u5316\u7684\u5de5\u7a0b\u56e2\u961f\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1aDORA\u6307\u6807\u4e0e\u6d41\u7a0b\u74f6\u9888\u7684\u81ea\u52a8\u5316\u8ffd\u8e2a\uff1b\u8d1f\u8f7d\u5747\u8861\u4e0e\u5ba1\u67e5\u901f\u5ea6\u7684AI\u5efa\u8bae\uff1b\u4e0eGitHub\u3001GitLab\u3001Bitbucket\u96c6\u6210\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u4ea4\u4ed8\u5065\u5eb7\u4e0e\u6548\u7387\u8d8b\u52bf\u7684\u53ef\u89c6\u5316\u6e05\u6670\uff1b\u5404\u89c4\u6a21\u56e2\u961f\u5747\u6613\u4e8e\u4e0a\u624b\u3002<\/p>\n<p><strong>\u5c40\u9650<\/strong>\uff1a\u4fa7\u91cd\u4ea4\u4ed8\u6307\u6807\uff0c\u4e0d\u8986\u76d6\u4e8b\u4ef6\u6216\u4ee3\u7801\u5065\u5eb7\u7ef4\u5ea6\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Harness_SEI%EF%BC%88Software_Engineering_Insights%EF%BC%89\"><\/span>4. Harness SEI\uff08Software Engineering Insights\uff09<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Harness\u751f\u6001\u5185\u7684AI\u5206\u6790\u6a21\u5757\uff0c\u5ea6\u91cfCI\/CD\u8868\u73b0\u4e0e\u90e8\u7f72\u5065\u5eb7\u5ea6\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9700\u8981\u5b9e\u65f6\u6d1e\u5bdf\u6784\u5efa\u7a33\u5b9a\u6027\u3001\u53d1\u5e03\u901f\u5ea6\u548c\u90e8\u7f72\u98ce\u9669\u7684\u6280\u672f\u56e2\u961f\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1a\u57fa\u4e8eCI\/CD\u9065\u6d4b\u7684DORA\u6307\u6807\u81ea\u52a8\u8ba1\u7b97\uff1b\u6545\u969c\u6a21\u5f0f\u4e0e\u53d1\u5e03\u5f02\u5e38\u7684\u9884\u6d4b\u68c0\u6d4b\uff1b\u90e8\u7f72\u9891\u7387\u4e0e\u7a33\u5b9a\u6027\u7684\u53ef\u89c6\u5316\u4eea\u8868\u76d8\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong>\uff1aDevOps\u4e0e\u53ef\u9760\u6027\u8ffd\u8e2a\u80fd\u529b\u5f3a\uff1b\u4e0eCI\/CD\u6d41\u6c34\u7ebf\u6df1\u5ea6\u96c6\u6210\u3002<\/p>\n<p><strong>\u5c40\u9650<\/strong>\uff1a\u5bf9\u5df2\u4f7f\u7528Harness\u5e73\u53f0\u7684\u56e2\u961f\u4ef7\u503c\u6700\u5927\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"5_Code_Climate_Velocity\"><\/span>5. Code Climate Velocity<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ee5AI\u589e\u5f3a\u7684\u4ee3\u7801\u4e0e\u6d41\u7a0b\u6307\u6807\u5ea6\u91cf\u5f00\u53d1\u8005\u8868\u73b0\u7684\u5de5\u7a0b\u5206\u6790\u5e73\u53f0\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9700\u8981\u900f\u660e\u4e86\u89e3PR\u6a21\u5f0f\u3001\u4ee3\u7801\u6ce2\u52a8\u548c\u56e2\u961f\u6548\u7387\u7684\u7ec4\u7ec7\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1aPR\u4e0e\u5408\u5e76\u7684\u5468\u671f\u65f6\u95f4\u5206\u6790\uff1b\u4ee3\u7801\u6ce2\u52a8\u4e0e\u5ba1\u67e5\u541e\u5410\u91cf\u7684AI\u9a71\u52a8\u6307\u6807\uff1b\u4ee3\u7801\u6d3b\u52a8\u4e0e\u8fed\u4ee3\u7ed3\u679c\u7684\u5173\u8054\u5206\u6790\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong>\uff1aPR\u5c42\u7ea7\u4e0e\u5f00\u53d1\u8005\u6d1e\u5bdf\u805a\u7126\uff1b\u8bbe\u7f6e\u4e0e\u62a5\u544a\u7b80\u6d01\u76f4\u89c2\u3002<\/p>\n<p><strong>\u5c40\u9650<\/strong>\uff1a\u4e8b\u4ef6\u6216CI\/CD\u9065\u6d4b\u8986\u76d6\u6709\u9650\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"6_Jellyfish\"><\/span>6. Jellyfish<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\u9a71\u52a8\u7684\u5de5\u7a0b\u7ba1\u7406\u5e73\u53f0\uff0c\u8fde\u63a5\u6280\u672f\u6295\u5165\u4e0e\u4e1a\u52a1\u6210\u679c\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9700\u8981\u5c06\u5de5\u7a0b\u6295\u8d44\u4e0e\u4ea4\u4ed8\u5f71\u54cd\u3001\u4e8b\u4ef6\u89e3\u51b3\u5173\u8054\u8d77\u6765\u7684\u6280\u672f\u7ba1\u7406\u8005\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1a\u5de5\u4f5c\u7c7b\u578b\u7684AI\u5206\u7c7b\uff08\u529f\u80fd\u3001\u91cd\u6784\u3001\u7ef4\u62a4\uff09\uff1b\u4e0e\u4e1a\u52a1\u76ee\u6807\u5bf9\u9f50\u7684\u6295\u5165\u5206\u6790\uff1b\u8de8\u56e2\u961f\u4e0e\u9879\u76ee\u7684\u8d8b\u52bf\u62a5\u544a\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u6218\u7565\u53ef\u89c1\u6027\u51fa\u8272\uff1b\u5e2e\u52a9\u5bf9\u9f50\u5de5\u7a0b\u4f18\u5148\u7ea7\u4e0e\u516c\u53f8\u76ee\u6807\u3002<\/p>\n<p><strong>\u5c40\u9650<\/strong>\uff1a\u5b9e\u65f6CI\/CD\u4e0e\u4ee3\u7801\u5c42\u7ea7\u6307\u6807\u975e\u5176\u91cd\u70b9\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"7_Allstacks\"><\/span>7. Allstacks<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5de5\u7a0b\u667a\u80fd\u5e73\u53f0\uff0c\u901a\u8fc7AI\u5206\u6790\u6574\u5408\u591a\u6e90\u6570\u636e\u4ee5\u9884\u6d4b\u4ea4\u4ed8\u98ce\u9669\u5e76\u652f\u6491\u4e1a\u52a1\u51b3\u7b56\u3002<\/p>\n<p><strong>\u9002\u7528\u573a\u666f<\/strong>\uff1a\u9700\u8981\u5411\u975e\u6280\u672f\u5229\u76ca\u76f8\u5173\u8005\u4f20\u8fbe\u5de5\u7a0b\u8fdb\u5c55\uff0c\u540c\u65f6\u4fdd\u6301\u6280\u672f\u4fe1\u53f7\u5b8c\u6574\u6027\u7684\u7ec4\u7ec7\u3002<\/p>\n<p><strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1a\u591a\u6e90\u6570\u636e\u6574\u5408\u4e0e\u98ce\u9669\u9884\u6d4b\uff1b\u81ea\u5b9a\u4e49\u4ef7\u503c\u6d41\u5206\u6790\uff1b\u9762\u5411\u9ad8\u7ba1\u5c42\u7684\u5de5\u7a0b\u6548\u80fd\u62a5\u544a\u751f\u6210\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u4e1a\u52a1-\u6280\u672f\u7ffb\u8bd1\u80fd\u529b\u5f3a\uff1b\u62a5\u544a\u5b9a\u5236\u7075\u6d3b\u3002<\/p>\n<p><strong>\u5c40\u9650<\/strong>\uff1a\u6df1\u5ea6\u6280\u672f\u8bca\u65ad\u80fd\u529b\u5f31\u4e8e\u7eaf\u5de5\u7a0b\u4fa7\u5de5\u5177\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E9%80%89%E5%9E%8B%E5%85%B3%E9%94%AE%E8%80%83%E9%87%8F\"><\/span>\u9009\u578b\u5173\u952e\u8003\u91cf<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9009\u62e9AI\u5de5\u7a0b\u5206\u6790\u5de5\u5177\u65f6\uff0c\u5efa\u8bae\u4ece\u56db\u4e2a\u7ef4\u5ea6\u8bc4\u4f30\uff1a<\/p>\n<p><strong>\u6808\u96c6\u6210\u6df1\u5ea6<\/strong>\uff1a\u5de5\u5177\u662f\u5426\u76f4\u63a5\u5bf9\u63a5\u4f60\u7684Git\u6258\u7ba1\u3001CI\/CD\u548c\u4e8b\u4ef6\u7ba1\u7406\u7cfb\u7edf\uff1f\u5b9e\u65f6\u4fe1\u53f7\uff08PR\u6d3b\u52a8\u3001\u6784\u5efa\u7ed3\u679c\u3001\u90e8\u7f72\u8868\u73b0\uff09\u7684\u83b7\u53d6\u8d28\u91cf\u53d6\u51b3\u4e8e\u6b64\u3002<\/p>\n<p><strong>\u5de5\u7a0b\u8bed\u5883\u7406\u89e3<\/strong>\uff1a\u5e73\u53f0\u662f\u5426\u8bc6\u522b\u6280\u672f\u56e2\u961f\u7684\u6210\u529f\u5ea6\u91cf\u65b9\u5f0f\uff1f\u80fd\u5426\u5c06\u524d\u7f6e\u65f6\u95f4\u3001\u90e8\u7f72\u9891\u7387\u3001\u53d8\u66f4\u5931\u8d25\u7387\u548c\u6062\u590d\u65f6\u95f4\u7b49 raw data \u8f6c\u5316\u4e3a\u4e0e\u4ea4\u4ed8\u76ee\u6807\u5bf9\u9f50\u7684\u6d1e\u5bdf\uff1f<\/p>\n<p><strong>\u5de5\u4f5c\u6d41\u5d4c\u5165\u5ea6<\/strong>\uff1a\u5206\u6790\u7ed3\u679c\u662f\u5426\u81ea\u7136\u6d41\u5165\u5f00\u53d1\u8005\u65e5\u5e38\u2014\u2014IDE\u3001PR\u754c\u9762\u3001Slack\u901a\u77e5\u2014\u2014\u800c\u975e\u505c\u7559\u5728\u72ec\u7acb\u4eea\u8868\u76d8\uff1f<\/p>\n<p><strong>\u53ef\u89e3\u91ca\u6027\u4e0e\u53ef\u4fe1\u5ea6<\/strong>\uff1aAI\u8f93\u51fa\u662f\u5426\u9644\u5e26\u63a8\u7406\u8def\u5f84\uff1f\u662f\u5426\u652f\u6301\u4eba\u5de5\u5ba1\u6838\u540e\u518d\u6267\u884c\u81ea\u52a8\u5316\u5efa\u8bae\uff1f<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9E%E6%96%BD%E4%B8%AD%E7%9A%84%E5%B8%B8%E8%A7%81%E6%8C%91%E6%88%98%E4%B8%8E%E5%BA%94%E5%AF%B9\"><\/span>\u5b9e\u65bd\u4e2d\u7684\u5e38\u89c1\u6311\u6218\u4e0e\u5e94\u5bf9<span 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consent\u3001\u52a0\u5bc6\u548c\u5ba1\u8ba1\u65e5\u5fd7\u4ee5\u6ee1\u8db3\u76d1\u7ba1\u8981\u6c42<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"%E7%BB%93%E8%AE%BA\"><\/span>\u7ed3\u8bba<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>2026\u5e74\u7684AI\u5de5\u7a0b\u5206\u6790\u5e02\u573a\u5df2\u5206\u5316\u51fa\u4e0d\u540c\u5b9a\u4f4d\uff1aONES \u4ee3\u8868\u4e00\u4f53\u5316\u4f01\u4e1a\u7ea7\u7814\u53d1\u7ba1\u7406\u8def\u7ebf\uff0c\u9002\u5408\u9700\u8981\u7aef\u5230\u7aef\u6cbb\u7406\u7684\u4e2d\u5927\u578b\u7ec4\u7ec7\uff1bEntelligence AI\u3001LinearB \u7b49\u4e13\u6ce8\u5de5\u7a0b\u4fe1\u53f7\u7684\u6df1\u5ea6\u89e3\u6790\uff1bJellyfish\u3001Allstacks 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