{"id":18183,"date":"2026-07-22T10:28:35","date_gmt":"2026-07-22T10:28:35","guid":{"rendered":"https:\/\/8657085.xyz\/?p=18183"},"modified":"2026-07-22T10:28:35","modified_gmt":"2026-07-22T10:28:35","slug":"ai-is-in-the-code-but-the-governance-isnt","status":"publish","type":"post","link":"https:\/\/8657085.xyz\/?p=18183","title":{"rendered":"AI is in the code, but the governance isn&#8217;t"},"content":{"rendered":"<p> <div style=\"display: grid; grid-template-columns: 300px 160px; gap: 2px; width: 460px; background: #eee; padding: 2px;\">\r\n\r\n  <!-- \u6574\u884c\u5bbd\u5e7f\u544a -->\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876674\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 90px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876676\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u5de6\u4fa7\u7ad6\u6392 -->\r\n  <div style=\"height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876672\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"height: 500px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876680\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u53f3\u4fa7\u6469\u5929\u697c\uff08\u548c\u5de6\u4fa7\u5b8c\u5168\u5bf9\u9f50\uff09 -->\r\n  <div style=\"grid-row: 3\/5; height: 750px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876678\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  \r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e6\" data-zoneid=\"5876682\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n<\/div><br \/>\n<\/p>\n<div style=\"padding-right:0;padding-left:0\">\n<p class=\"wp-block-paragraph\">Nearly every developer using AI says it makes them faster, but far fewer can say their team has rules for the code it writes.<\/p>\n<p class=\"wp-block-paragraph\">A new study is out from Info-Tech Research Group, based on 578 responses from applications, engineering, and product leaders already using AI across the software development lifecycle. Among them, 94% report meaningful productivity gains and 83% report fewer defects in shipped code. But only 37.4% describe their AI maturity at the build stage as formal or better.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The rest are running AI on production code without standard review procedures behind it.<\/p>\n<p class=\"wp-block-paragraph\">\u201cAI is no longer sitting at the edge of software development. It is becoming part of how teams build and deliver work every day,\u201d says Brian Jackson, principal research director at Info-Tech Research Group.<\/p>\n<p class=\"wp-block-paragraph\">The productivity figure makes for a splashy headline, but the number a technology leader should sit with is 67%, or the share of developers who say AI-generated code needs more testing than human-written code. Another 51% say AI breaks on complex or legacy code, the most common roadblock they hit.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">Veteran developers in the study report spending less time writing and more time reviewing and validating what AI produces, while less experienced developers report the speed gains.\u00a0<\/p>\n<p class=\"wp-block-paragraph\">The people best equipped to catch problems are the ones cleaning up after the tool.<\/p>\n<p class=\"wp-block-paragraph\">There\u2019s also a split over who believes what. Asked whether coding with AI guarantees faster releases with zero errors, product leaders were the most likely to agree. The applications practitioners closest to the code were the most skeptical.<\/p>\n<p class=\"wp-block-paragraph\">Delivery commitments get made before the people accountable for quality have looked at the work.<\/p>\n<p class=\"wp-block-paragraph\">\u201cThe challenge for leaders is that faster code creation does not reduce the need for disciplined delivery. It increases the need for clear review standards, security guardrails, and stronger measurement,\u201d says Jackson.<\/p>\n<p class=\"wp-block-paragraph\">Security and IP concerns already rank as the top barrier to adoption at 48%, ahead of output quality at 42%. For the person accountable for what ships, the productivity case is largely settled. The open question is how much of the AI-written code moving through the pipeline has a review standard behind it, and that\u2019s the answer a board will start asking for.<\/p>\n<h2 id=\"h-final-shots\" class=\"wp-block-heading\">Final Shots<\/h2>\n<ul class=\"wp-block-list\">\n<li>Adoption is broad, but maturity isn\u2019t. 84% of respondents use AI in the build phase, and 37.4% have formal review procedures for it.<\/li>\n<li>AI moves the work rather than removing it. 67% say its code needs more testing, and veterans now spend their time reviewing rather than writing.<\/li>\n<li>The people closest to the code trust it least. Product leaders were the most confident AI means faster, error-free releases; applications practitioners the most skeptical.<\/li>\n<\/ul>\n<\/div>\n<p><!-- \u603b\u5bb9\u5668\uff1a\u6700\u5927\u5bbd908px Grid\u7d27\u51d1\u5e03\u5c40 -->\r\n<div style=\"display: grid; grid-template-columns: 728px 160px; gap:2px; width:908px; background:#eee; padding:2px;\">\r\n\r\n  <!-- \u901a\u680f\u9876\u90e8\uff1a\u6700\u5927\u6a2a\u5e45 908x258 \u8de8\u6574\u884c -->\r\n  <div style=\"grid-column:1\/-1; height:258px; background:#ff6b6b; display:grid; place-items:center;\">\r\n    <!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114307\" data-width=\"908\" data-height=\"258\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114307});<\/script>\r\n<!--JuicyAds END-->\r\n  <\/div>\r\n\r\n  <!-- \u7b2c\u4e8c\u901a\u680f\uff1a728\u00d790 \u901a\u680f -->\r\n  <div style=\"grid-column:1\/-1; 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display:grid; place-items:center;\">\r\n\t<!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114302\" data-width=\"133\" data-height=\"139\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114302});<\/script>\r\n<!--JuicyAds END-->\r\n\t<\/div>\r\n    <div style=\"height:125px; background:#91e7ac; display:grid; place-items:center;\">\r\n\t\r\n<!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114303\" data-width=\"125\" data-height=\"125\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114303});<\/script>\r\n<!--JuicyAds END-->\r\n\t<\/div>\r\n  <\/div>\r\n\r\n  <!-- \u53f3\u4fa7\u7ad6\u680f\uff1a160\u00d7600 \u6574\u5217\u9ad8\u5e7f\u544a -->\r\n  <div style=\"grid-row:3\/8; height:600px;  display:grid; place-items:center;\">\r\n    <!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114301\" data-width=\"160\" data-height=\"600\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114301});<\/script>\r\n<!--JuicyAds END-->\r\n  <\/div>\r\n\r\n<\/div><br \/>\n<br \/> AI is in the code, but the governance isn&#8217;t<br \/>\n<br \/>#code #governance #isnt<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Nearly every developer using AI says it makes them faster, but far fewer can say&#8230;<\/p>\n","protected":false},"author":1,"featured_media":18184,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[363,13638,3734],"class_list":["post-18183","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-stories","tag-code","tag-governance","tag-isnt"],"featured_image_urls":{"full":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled.jpg",2560,1707,false],"thumbnail":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-150x150.jpg",150,150,true],"medium":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-300x200.jpg",300,200,true],"medium_large":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-768x512.jpg",640,427,true],"large":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-1024x683.jpg",640,427,true],"1536x1536":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-1536x1024.jpg",1536,1024,true],"2048x2048":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-2048x1366.jpg",2048,1366,true],"covernews-slider-full":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-1115x715.jpg",1115,715,true],"covernews-slider-center":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-800x500.jpg",800,500,true],"covernews-featured":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-1024x683.jpg",1024,683,true],"covernews-medium":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-540x340.jpg",540,340,true],"covernews-medium-square":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/07\/Photo-by-Compagnons-on-Unsplash-scaled-400x250.jpg",400,250,true]},"author_info":{"display_name":"admin","author_link":"https:\/\/8657085.xyz\/?author=1"},"category_info":"<a href=\"https:\/\/8657085.xyz\/?cat=7\" rel=\"category\">Stories<\/a>","tag_info":"Stories","comment_count":"0","_links":{"self":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts\/18183","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=18183"}],"version-history":[{"count":0,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts\/18183\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/media\/18184"}],"wp:attachment":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=18183"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=18183"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=18183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}