CINXE.COM
The enterprise guide to AI-powered DevSecOps - GitHub Resources
<!DOCTYPE html><html dir="ltr" lang="en-US"><head><meta charSet="utf-8"/><meta name="viewport" content="width=device-width"/><meta http-equiv="Content-Security-Policy" content="default-src 'none'; script-src 'self' analytics.githubassets.com ghcc.githubassets.com js.monitor.azure.com/scripts/c/ms.analytics-web-4.min.js www.youtube.com; style-src 'self' 'unsafe-inline'; connect-src 'self' browser.events.data.microsoft.com collector.githubapp.com edge.fullstory.com rs.fullstory.com; font-src 'self' data:; img-src 'self' data: github.githubassets.com images.ctfassets.net rs.fullstory.com ad.doubleclick.net pixel.quantserve.com sp.analytics.yahoo.com www.facebook.com px.ads.linkedin.com alb.reddit.com px4.ads.linkedin.com adservice.google.com; manifest-src 'self'; frame-src 'self' www.youtube.com player.vimeo.com play.vidyard.com octocaptcha.com; media-src 'self';"/><link rel="canonical" href="https://resources.github.com/security/the-enterprise-guide-to-ai-powered-devsecops/"/><meta name="ha-url" content="https://collector.githubapp.com/resources/collect"/><meta name="ghcc-locale" content="en-US"/><link rel="apple-touch-icon" sizes="180x180" href="/apple-touch-icon.png"/><link rel="icon" type="image/png" sizes="32x32" href="/favicon-32x32.png"/><link rel="icon" type="image/png" sizes="16x16" href="/favicon-16x16.png"/><link rel="manifest" href="/site.webmanifest"/><link rel="mask-icon" href="/safari-pinned-tab.svg" color="#ab3f8b"/><meta name="apple-mobile-web-app-title" content="GitHub Resources"/><meta name="application-name" content="GitHub Resources"/><meta name="msapplication-TileColor" content="#ab3f8b"/><meta name="theme-color" content="#151920"/><meta name="twitter:card" content="summary_large_image"/><meta name="twitter:site" content="@github"/><meta name="twitter:creator" content="@GitHub"/><meta property="og:url" content="https://resources.github.com/security/the-enterprise-guide-to-ai-powered-devsecops/"/><meta property="og:type" content="website"/><meta property="og:locale" content="en_US"/><meta property="og:site_name" content="GitHub Resources"/><title>The enterprise guide to AI-powered DevSecOps - GitHub Resources</title><meta name="robots" content="index,follow"/><meta name="description" content="DevSecOps is an approach to software development that integrates security throughout the software development life cycle (SDLC). In this guide, we鈥檒l share core challenges when it comes to implementing DevSecOps, and how you can start addressing them with AI and automation."/><meta property="og:title" content="The enterprise guide to AI-powered DevSecOps "/><meta property="og:description" content="DevSecOps is an approach to software development that integrates security throughout the software development life cycle (SDLC). In this guide, we鈥檒l share core challenges when it comes to implementing DevSecOps, and how you can start addressing them with AI and automation."/><meta property="og:image" content="https://images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png"/><meta property="og:image:alt" content="The enterprise guide to AI-powered DevSecOps "/><meta property="og:image:width" content="1200"/><meta property="og:image:height" content="630"/><meta name="ha-page-type" content="marketing"/><script type="application/ld+json">{"@context":"https://schema.org","@type":"Article","datePublished":"2023-12-13T00:00","description":"DevSecOps is an approach to software development that integrates security throughout the software development life cycle (SDLC). In this guide, we鈥檒l share core challenges when it comes to implementing DevSecOps, and how you can start addressing them with AI and automation.","mainEntityOfPage":{"@type":"WebPage","@id":"https://resources.github.com/security/the-enterprise-guide-to-ai-powered-devsecops"},"headline":"The enterprise guide to AI-powered DevSecOps ","image":["https://images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png"],"dateModified":"2023-12-13T00:00","author":{"@type":"Person","name":"GitHub"}}</script><meta name="next-head-count" content="33"/><link data-next-font="" rel="preconnect" href="/" crossorigin="anonymous"/><link rel="preload" href="/_next/static/css/238ca3e7f90c682f.css" as="style"/><link rel="stylesheet" href="/_next/static/css/238ca3e7f90c682f.css" data-n-g=""/><link rel="preload" href="/_next/static/css/c2a527101433f11d.css" as="style"/><link rel="stylesheet" href="/_next/static/css/c2a527101433f11d.css" data-n-p=""/><noscript data-n-css=""></noscript><script defer="" nomodule="" src="/_next/static/chunks/polyfills-78c92fac7aa8fdd8.js"></script><script src="https://ghcc.githubassets.com/ghcc.min.js" defer="" data-nscript="beforeInteractive"></script><script src="/_next/static/chunks/webpack-38cee4c0e358b1a3.js" defer=""></script><script src="/_next/static/chunks/framework-49c6cecf1f6d5795.js" defer=""></script><script src="/_next/static/chunks/main-43041a92397b9ba5.js" defer=""></script><script src="/_next/static/chunks/pages/_app-4918fa68b0b899e4.js" defer=""></script><script src="/_next/static/chunks/285-f0ec2e7d96e240db.js" defer=""></script><script src="/_next/static/chunks/pages/%5B...path%5D-4685a8a8e88aa8ea.js" defer=""></script><script src="/_next/static/ZokmF09g2SkORXwoG0TZr/_buildManifest.js" defer=""></script><script src="/_next/static/ZokmF09g2SkORXwoG0TZr/_ssgManifest.js" defer=""></script></head><body><div id="__next"><div data-color-mode="light" class="d-flex flex-column"><div id="site-navigation-container" data-color-mode="light" data-light-theme="light" style="z-index:999" class="site-navigation-container position-fixed top-0 width-full color-bg-transparent"><div class="position-relative site-navigation-container--background"><div class="position-absolute nav-dropdown color-bg-white" data-color-mode="light" data-light-theme="light"><div class="container-xl"><form class="d-flex flex-column"><button class="btn-link flex-self-end Link--muted" type="button" aria-label="Close dropdown" data-analytics-click="Search,search pane closed, query: "><svg aria-hidden="true" role="img" class="octicon octicon-x" viewBox="0 0 24 24" width="36" height="36" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path fill-rule="evenodd" d="M5.72 5.72a.75.75 0 011.06 0L12 10.94l5.22-5.22a.75.75 0 111.06 1.06L13.06 12l5.22 5.22a.75.75 0 11-1.06 1.06L12 13.06l-5.22 5.22a.75.75 0 01-1.06-1.06L10.94 12 5.72 6.78a.75.75 0 010-1.06z"></path></svg></button><div class="d-flex flex-column flex-md-row flex-items-center"><input type="text" class="search-input form-control input-lg color-bg-transparent color-fg-muted flex-1 width-full mb-3 mb-md-0 mr-0 mr-md-3" placeholder="What are you looking for?" autofocus="" value=""/><button class="btn-mktg arrow-target-mktg flex-shrink-0 width-full width-md-auto">Search</button></div></form></div></div><ul class="position-absolute nav-dropdown mobile-nav pt-8 pb-4 color-bg-dark color-fg-white d-lg-none" data-color-mode="dark" data-dark-theme="dark"><div class="container-sm px-6 overflow-auto height-full"><div class="d-flex flex-column color-bg-dark height-full flex-justify-between"><div></div><div class="d-flex flex-column d-md-none"></div></div></div></ul><header data-testid="site-navigation-mobile" class="site-navigation d-lg-none"><nav class="container-xl py-1" aria-label="Site navigation"><div class="d-flex flex-items-center flex-justify-between"><a title="Visit GitHub Resources" class="gh-icon Header-link" data-testid="navigation-home-link-mobile" href="/"><svg aria-hidden="true" role="img" class="octicon octicon-mark-github" viewBox="0 0 16 16" width="32" height="32" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path fill-rule="evenodd" d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.013 8.013 0 0016 8c0-4.42-3.58-8-8-8z"></path></svg></a><div class="d-none d-md-flex d-lg-none"></div></div></nav></header><header data-testid="site-navigation" class="site-navigation"><nav class="container-xl py-1 d-none d-lg-flex flex-items-center flex-justify-between" aria-label="Site navigation"><ul class="d-flex flex-items-center"><li><a href="https://github.com" target="_blank" rel="noreferrer" class="gh-icon Header-link d-none d-lg-block py-3 position-relative" aria-label="GitHub homepage"><svg aria-hidden="true" role="img" class="nav-back-arrow position-absolute" viewBox="0 0 24 24" width="32" height="32" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path fill-rule="evenodd" d="M15.28 5.22a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 000 1.06l6.25 6.25a.75.75 0 101.06-1.06L9.56 12l5.72-5.72a.75.75 0 000-1.06z"></path></svg><svg aria-hidden="true" role="img" class="octicon octicon-mark-github" viewBox="0 0 16 16" width="32" height="32" fill="currentColor" style="display:inline-block;user-select:none;vertical-align:text-bottom;overflow:visible"><path fill-rule="evenodd" d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.013 8.013 0 0016 8c0-4.42-3.58-8-8-8z"></path></svg></a></li><li class="d-flex flex-items-center"><span class="ml-3 f1-mktg f2-md-mktg opacity-30">/</span><a data-testid="navigation-home-link" data-analytics-click="Navigation, go to homepage" class="d-none d-lg-inline-block Header-link font-weight-semibold p-3 f2" aria-label="GitHub resources homepage" href="/">Resources</a></li></ul><ul class="d-flex flex-items-center"></ul><div class="site-navigation--background position-absolute top-0 bottom-0 left-0 right-0"></div></nav></header></div></div><main class="flex-1 position-relative"><header class="color-bg-dark color-fg-white text-center pb-10 pt-16 px-3 article-header" data-nav="blur-mode dark-mode"><div class="container-lg"><h1 class="h2-mktg mb-3">The enterprise guide to AI-powered DevSecOps </h1><div class="d-flex flex-justify-center"><p>December 13, 2023<!-- --> <!-- -->//<!-- --> <!-- -->1<!-- --> <!-- -->min read</p></div></div><div class="bg-image"><span style="box-sizing:border-box;display:block;overflow:hidden;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;position:absolute;top:0;left:0;bottom:0;right:0"><img alt="image" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="fill" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover"/><noscript><img alt="image" loading="lazy" decoding="async" data-nimg="fill" style="position:absolute;top:0;left:0;bottom:0;right:0;box-sizing:border-box;padding:0;border:none;margin:auto;display:block;width:0;height:0;min-width:100%;max-width:100%;min-height:100%;max-height:100%;object-fit:cover" sizes="100vw" srcSet="https://images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=544&q=75 544w, https://images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=768&q=75 768w, https://images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=1012&q=75 1012w, https://images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=1280&q=75 1280w" src="https://images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png?w=1280&q=75"/></noscript></span></div></header><section class="section bg-pixel-light bg-contain bg-top" data-nav="light-mode"><div class="container-md" data-nav="light-mode"><p class="f1-mktg font-weight-medium mb-8">DevSecOps is an approach to software development that integrates security throughout the software development life cycle (SDLC). In this guide, we鈥檒l share core challenges when it comes to implementing DevSecOps, and how you can start addressing them with AI and automation.</p><span class="border-top-dotted-fancy"></span><div class="markdown-body my-8"><p><strong>What鈥檚 inside:</strong></p> <ul> <li>Three core challenges to implementing DevSecOps and their main causes </li> <li>Tactical examples that show how AI and automation can help to seamlessly secure your software supply chain </li> <li>Three steps to augment your security intelligence with publicly available resources</li> <li>A quick-reference diagram to show howAI and automation can help power DevSecOps</li> </ul> <p>By baking security into every step of the SDLC, organizations take a proactive, rather than reactive, approach to security. Prioritizing security instead of making it an afterthought enables organizations to minimize security risks, improve compliance, save on increasingly expensive remediation costs by catching vulnerabilities earlier, and deliver value to their customers more quickly. </p> </div><p class="text-mono gradient-fg-purple-red f4-mktg mb-0 mr-4 float-left">Tags</p><nav class="d-flex flex-items-center flex-wrap"><a class="color-bg-dark color-fg-white text-mono px-3 py-2 rounded-full mr-2 f5 btn-mktg btn-small-mktg font-weight-normal mb-2" data-testid="tag-0" href="/topics/security/">Security</a></nav></div><div class="cta-bar position-sticky bottom-0 color-bg-white py-2 d-flex flex-items-center flex-justify-center mt-8"><a class="btn-mktg" target="" rel="noreferrer" href="#form">Download PDF</a></div><div class="container-md" data-nav="light-mode"><section id="form" class="section"><form method="POST" action="https://marketing-forms-api.github.com/forms/ContentReg_TemplateForm/submissions" style="max-width:416px" class="mx-auto d-flex flex-column flex-items-stretch" data-nav="light-mode" data-testid="form" aria-label="Read the ebook"><h2 class="h4-mktg font-weight-bold mb-2 text-center" data-testid="form-title">Read the ebook</h2><p class="f3-mktg color-fg-secondary text-center mb-6" data-testid="form-subtitle">Tell us a bit about you.</p><div class="Primer_Brand__Stack-module__Stack___tASKe Primer_Brand__Stack-module__Stack--vertical___CFzE7 Primer_Brand__Stack-module__Stack--gap-normal___JEO7_ Primer_Brand__Stack-module__Stack--padding-condensed___mo7Aq"><section id="FormControl--:Rgpt76:" class="Primer_Brand__FormControl-module__FormControl___ZJtXy Primer_Brand__FormControl-module__FormControl--fullWidth___QyLCS"><label for=":Rgpt76:" class="Primer_Brand__FormControl-module__FormControl-label___meeuB Primer_Brand__FormControl-module__FormControl-label--large___okLn6">First name<span aria-hidden="true"> <!-- -->*</span></label><span class="Primer_Brand__TextInput-module__TextInput-wrapper___HgxNu Primer_Brand__TextInput-module__TextInput-wrapper--large___lga4f Primer_Brand__TextInput-module__TextInput-wrapper--fullWidth___eclO4"><input type="text" class="Primer_Brand__TextInput-module__TextInput___EtKj3 TextInput Primer_Brand__TextInput-module__TextInput--large___zpUvY Primer_Brand__TextInput-module__TextInput--fullWidth___rbllM" placeholder="First name" aria-invalid="false" autoComplete="" id=":Rgpt76:" required="" name="firstName"/></span></section><section id="FormControl--:R10pt76:" class="Primer_Brand__FormControl-module__FormControl___ZJtXy Primer_Brand__FormControl-module__FormControl--fullWidth___QyLCS"><label for=":R10pt76:" class="Primer_Brand__FormControl-module__FormControl-label___meeuB Primer_Brand__FormControl-module__FormControl-label--large___okLn6">Last name<span aria-hidden="true"> <!-- -->*</span></label><span class="Primer_Brand__TextInput-module__TextInput-wrapper___HgxNu Primer_Brand__TextInput-module__TextInput-wrapper--large___lga4f Primer_Brand__TextInput-module__TextInput-wrapper--fullWidth___eclO4"><input type="text" class="Primer_Brand__TextInput-module__TextInput___EtKj3 TextInput Primer_Brand__TextInput-module__TextInput--large___zpUvY Primer_Brand__TextInput-module__TextInput--fullWidth___rbllM" placeholder="Last name" aria-invalid="false" autoComplete="" id=":R10pt76:" required="" name="lastName"/></span></section><section id="FormControl--:R1gpt76:" class="Primer_Brand__FormControl-module__FormControl___ZJtXy Primer_Brand__FormControl-module__FormControl--fullWidth___QyLCS"><label for=":R1gpt76:" class="Primer_Brand__FormControl-module__FormControl-label___meeuB Primer_Brand__FormControl-module__FormControl-label--large___okLn6">Work Email<span aria-hidden="true"> <!-- -->*</span></label><span class="Primer_Brand__TextInput-module__TextInput-wrapper___HgxNu Primer_Brand__TextInput-module__TextInput-wrapper--large___lga4f Primer_Brand__TextInput-module__TextInput-wrapper--fullWidth___eclO4"><input type="email" class="Primer_Brand__TextInput-module__TextInput___EtKj3 TextInput Primer_Brand__TextInput-module__TextInput--large___zpUvY Primer_Brand__TextInput-module__TextInput--fullWidth___rbllM" placeholder="you@company.com" aria-invalid="false" autoComplete="email" id=":R1gpt76:" required="" name="emailAddress"/></span></section><input type="hidden" class="test" name="elqCookieWrite" value="0"/><section id="FormControl--country" class="Primer_Brand__FormControl-module__FormControl___ZJtXy"><label for="country" class="Primer_Brand__FormControl-module__FormControl-label___meeuB Primer_Brand__FormControl-module__FormControl-label--large___okLn6">Country<span aria-hidden="true"> <!-- -->*</span></label><span class="Primer_Brand__Select-module__Select-wrapper___iV0Tg Primer_Brand__Select-module__Select-wrapper--large___Q4_2q"><select aria-invalid="false" class="Primer_Brand__Select-module__Select___Jqn1f Primer_Brand__Select-module__Select--large___A7u6F Select" name="country" required="" data-testid="countrySelect" id="country"><option value="" disabled="">Select your country</option><option value="AL">Albania</option><option value="AX">脜land Islands</option><option value="DZ">Algeria</option><option value="AS">American Samoa</option><option value="AD">Andorra</option><option value="AO">Angola</option><option value="AI">Anguilla</option><option value="AQ">Antarctica</option><option value="AG">Antigua and Barbuda</option><option value="AR">Argentina</option><option value="AM">Armenia</option><option value="AW">Aruba</option><option value="AU">Australia</option><option value="AT">Austria</option><option value="AZ">Azerbaijan</option><option value="BS">Bahamas (the)</option><option value="BH">Bahrain</option><option value="BD">Bangladesh</option><option value="BB">Barbados</option><option value="BE">Belgium</option><option value="BZ">Belize</option><option value="BJ">Benin</option><option value="BM">Bermuda</option><option value="BT">Bhutan</option><option value="BO">Bolivia (Plurinational State of)</option><option value="BQ">Bonaire, Sint Eustatius and Saba</option><option value="BA">Bosnia and Herzegovina</option><option value="BW">Botswana</option><option value="BV">Bouvet Island</option><option value="BR">Brazil</option><option value="IO">British Indian Ocean Territory (the)</option><option value="BN">Brunei Darussalam</option><option value="BG">Bulgaria</option><option value="BF">Burkina Faso</option><option value="BI">Burundi</option><option value="CV">Cabo Verde</option><option value="KH">Cambodia</option><option value="CM">Cameroon</option><option value="CA">Canada</option><option value="KY">Cayman Islands (the)</option><option value="CF">Central African Republic (the)</option><option value="TD">Chad</option><option value="CL">Chile</option><option value="CN">China</option><option value="CX">Christmas Island</option><option value="CC">Cocos (Keeling) Islands (the)</option><option value="CO">Colombia</option><option value="KM">Comoros (the)</option><option value="CD">Congo (the Democratic Republic of the)</option><option value="CG">Congo (the)</option><option value="CK">Cook Islands (the)</option><option value="CR">Costa Rica</option><option value="HR">Croatia</option><option value="CW">Cura莽ao</option><option value="CY">Cyprus</option><option value="CZ">Czechia</option><option value="CI">C么te d'Ivoire</option><option value="DK">Denmark</option><option value="DJ">Djibouti</option><option value="DM">Dominica</option><option value="DO">Dominican Republic (the)</option><option value="EC">Ecuador</option><option value="EG">Egypt</option><option value="SV">El Salvador</option><option value="GQ">Equatorial Guinea</option><option value="ER">Eritrea</option><option value="EE">Estonia</option><option value="SZ">Eswatini</option><option value="ET">Ethiopia</option><option value="FK">Falkland Islands (the) [Malvinas]</option><option value="FO">Faroe Islands (the)</option><option value="FJ">Fiji</option><option value="FI">Finland</option><option value="FR">France</option><option value="GF">French Guiana</option><option value="PF">French Polynesia</option><option value="TF">French Southern Territories (the)</option><option value="GA">Gabon</option><option value="GM">Gambia (the)</option><option value="GE">Georgia</option><option value="DE">Germany</option><option value="GH">Ghana</option><option value="GI">Gibraltar</option><option value="GR">Greece</option><option value="GL">Greenland</option><option value="GD">Grenada</option><option value="GP">Guadeloupe</option><option value="GU">Guam</option><option value="GT">Guatemala</option><option value="GG">Guernsey</option><option value="GN">Guinea</option><option value="GW">Guinea-Bissau</option><option value="GY">Guyana</option><option value="HT">Haiti</option><option value="HM">Heard Island and McDonald Islands</option><option value="VA">Holy See (the)</option><option value="HN">Honduras</option><option value="HK">Hong Kong</option><option value="HU">Hungary</option><option value="IS">Iceland</option><option value="IN">India</option><option value="ID">Indonesia</option><option value="IE">Ireland</option><option value="IM">Isle of Man</option><option value="IL">Israel</option><option value="IT">Italy</option><option value="JM">Jamaica</option><option value="JP">Japan</option><option value="JE">Jersey</option><option value="JO">Jordan</option><option value="KZ">Kazakhstan</option><option value="KE">Kenya</option><option value="KI">Kiribati</option><option value="KR">Korea (the Republic of)</option><option value="KW">Kuwait</option><option value="KG">Kyrgyzstan</option><option value="LA">Lao People's Democratic Republic (the)</option><option value="LV">Latvia</option><option value="LB">Lebanon</option><option value="LS">Lesotho</option><option value="LR">Liberia</option><option value="LI">Liechtenstein</option><option value="LT">Lithuania</option><option value="LU">Luxembourg</option><option value="MO">Macao</option><option value="MG">Madagascar</option><option value="MW">Malawi</option><option value="MY">Malaysia</option><option value="MV">Maldives</option><option value="ML">Mali</option><option value="MT">Malta</option><option value="MH">Marshall Islands (the)</option><option value="MQ">Martinique</option><option value="MR">Mauritania</option><option value="MU">Mauritius</option><option value="YT">Mayotte</option><option value="MX">Mexico</option><option value="FM">Micronesia (Federated States of)</option><option value="MD">Moldova (the Republic of)</option><option value="MC">Monaco</option><option value="MN">Mongolia</option><option value="ME">Montenegro</option><option value="MS">Montserrat</option><option value="MA">Morocco</option><option value="MZ">Mozambique</option><option value="NA">Namibia</option><option value="NR">Nauru</option><option value="NP">Nepal</option><option value="NL">Netherlands (the)</option><option value="NC">New Caledonia</option><option value="NZ">New Zealand</option><option value="NI">Nicaragua</option><option value="NE">Niger (the)</option><option value="NG">Nigeria</option><option value="NU">Niue</option><option value="NF">Norfolk Island</option><option value="MP">Northern Mariana Islands (the)</option><option value="NO">Norway</option><option value="OM">Oman</option><option value="PK">Pakistan</option><option value="PW">Palau</option><option value="PS">Palestine, State of</option><option value="PA">Panama</option><option value="PG">Papua New Guinea</option><option value="PY">Paraguay</option><option value="PE">Peru</option><option value="PH">Philippines (the)</option><option value="PN">Pitcairn</option><option value="PL">Poland</option><option value="PT">Portugal</option><option value="PR">Puerto Rico</option><option value="QA">Qatar</option><option value="MK">Republic of North Macedonia</option><option value="RO">Romania</option><option value="RW">Rwanda</option><option value="RE">R茅union</option><option value="BL">Saint Barth茅lemy</option><option value="SH">Saint Helena, Ascension and Tristan da Cunha</option><option value="KN">Saint Kitts and Nevis</option><option value="LC">Saint Lucia</option><option value="MF">Saint Martin (French part)</option><option value="PM">Saint Pierre and Miquelon</option><option value="VC">Saint Vincent and the Grenadines</option><option value="WS">Samoa</option><option value="SM">San Marino</option><option value="ST">Sao Tome and Principe</option><option value="SA">Saudi Arabia</option><option value="SN">Senegal</option><option value="RS">Serbia</option><option value="SC">Seychelles</option><option value="SL">Sierra Leone</option><option value="SG">Singapore</option><option value="SX">Sint Maarten (Dutch part)</option><option value="SK">Slovakia</option><option value="SI">Slovenia</option><option value="SB">Solomon Islands</option><option value="SO">Somalia</option><option value="ZA">South Africa</option><option value="GS">South Georgia and the South Sandwich Islands</option><option value="SS">South Sudan</option><option value="ES">Spain</option><option value="LK">Sri Lanka</option><option value="SD">Sudan (the)</option><option value="SR">Surilabel</option><option value="SJ">Svalbard and Jan Mayen</option><option value="SE">Sweden</option><option value="CH">Switzerland</option><option value="SY">Syrian Arab Republic</option><option value="TW">Taiwan</option><option value="TJ">Tajikistan</option><option value="TZ">Tanzania, United Republic of</option><option value="TH">Thailand</option><option value="TL">Timor-Leste</option><option value="TG">Togo</option><option value="TK">Tokelau</option><option value="TO">Tonga</option><option value="TT">Trinidad and Tobago</option><option value="TN">Tunisia</option><option value="TR">Turkey</option><option value="TM">Turkmenistan</option><option value="TC">Turks and Caicos Islands (the)</option><option value="TV">Tuvalu</option><option value="UG">Uganda</option><option value="UA">Ukraine</option><option value="AE">United Arab Emirates (the)</option><option value="GB">United Kingdom of Great Britain and Northern Ireland (the)</option><option value="UM">United States Minor Outlying Islands (the)</option><option value="US" selected="">United States of America (the)</option><option value="UY">Uruguay</option><option value="UZ">Uzbekistan</option><option value="VU">Vanuatu</option><option value="VE">Venezuela (Bolivarian Republic of)</option><option value="VN">Viet Nam</option><option value="VG">Virgin Islands (British)</option><option value="VI">Virgin Islands (U.S.)</option><option value="WF">Wallis and Futuna</option><option value="YE">Yemen</option><option value="ZM">Zambia</option><option value="ZW">Zimbabwe</option></select></span></section><section id="FormControl--:R1pt76:" class="Primer_Brand__FormControl-module__FormControl___ZJtXy Primer_Brand__FormControl-module__FormControl--checkbox___R2ng7" data-testid="marketingConsentContainer"><label for=":R1pt76:" class="Primer_Brand__FormControl-module__FormControl-label___meeuB Primer_Brand__FormControl-module__FormControl-label--large___okLn6 Primer_Brand__FormControl-module__FormControl-label--checkbox___x2U9X" data-testid="consent-label-default">Yes please, I鈥檇 like GitHub and affiliates to use my information for personalized communications, targeted advertising and campaign effectiveness. See the<!-- --> <a href="https://docs.github.com/en/site-policy/privacy-policies/github-privacy-statement">GitHub Privacy Statement</a> <!-- -->for more details.</label><span class="Primer_Brand__Checkbox-module__Checkbox-wrapper___qo8KL"><input id=":R1pt76:" aria-invalid="false" aria-required="false" class="Primer_Brand__Checkbox-module__Checkbox-input___sux6s" name="marketingConsent" type="checkbox" data-testid="marketingConsent" value="optInExplicit"/><label for=":R1pt76:" class="Primer_Brand__Checkbox-module__Checkbox___T8FJa"><svg viewBox="0 0 100 100" class="Primer_Brand__Checkbox-module__Checkbox-checkmark___atiwt"><path class="Primer_Brand__Checkbox-module__Checkbox-checkmark-path___qgsjb" fill="none" stroke="#000" stroke-width="13" stroke-linecap="round" stroke-linejoin="round" stroke-miterlimit="10" d="M12.1 52.1l24.4 24.4 53-53"></path></svg></label></span></section><div class="mb-3 mt-3 d-flex position-relative" style="min-height:310px"><div class="d-flex flex-justify-center flex-items-center border rounded-1 js-octocaptcha-spinner width-full"><img alt="octocaptcha spinner" loading="lazy" width="64" height="64" decoding="async" data-nimg="1" style="color:transparent" srcSet="/assets/images/octocat-spinner-128.gif?w=64&q=75 1x, /assets/images/octocat-spinner-128.gif?w=128&q=75 2x" src="/assets/images/octocat-spinner-128.gif?w=128&q=75"/></div><div class="js-octocaptcha-frame-container octocaptcha-element width-full v-hidden zero-height position-absolute top-0 bottom-0"><iframe title="Octocaptcha iframe" src="https://octocaptcha.com?origin=&origin_page=marketing_forms&responsive=true" class="js-octocaptcha-frame border-0 width-full height-full octocaptcha-frame d-block"></iframe></div><input class="d-none" name="octocaptcha-token" required="" value=""/></div><input name="elqSiteId" type="hidden" value="88570519"/><input name="elqFormName" type="hidden" value="ContentReg_TemplateForm"/><input name="sfcampaignid" id="sfcampaignid" type="hidden"/><input id="redirect_url" name="redirect_url" type="hidden"/><input type="hidden" name="elqCampaignId" id="elqCampaignId"/><input name="cDLProgramName" type="hidden" data-testid="cDLProgramName" value="445013"/><input name="source" type="hidden" data-testid="source" value="Paid Media: Content Syndication"/><button class="Primer_Brand__Button-module__Button___lDruK Primer_Brand__Button-module__Button--primary___xIC7G Primer_Brand__Button-module__Button--size-medium___EyCyw Primer_Brand__Button-module__Button--disabled___Ba17E mt-4" disabled="" type="submit"><span class="Primer_Brand__Button-module__Button__text___Z3ocU"><span class="Primer_Brand__Text-module__Text___pecHN Primer_Brand__Text-module__Text-font--mona-sans___GpzSG Primer_Brand__Text-module__Text--default___DChoE Primer_Brand__Text-module__Text--200___XAIGT Primer_Brand__Text-module__Text--weight-semibold___Ns19j Primer_Brand__Button-module__Button--label___lUBc0 Primer_Brand__Button-module__Button--label-primary___Leisi Primer_Brand__Button-module__Button-label--disabled___ZBpbj">Download PDF</span></span><span class="Primer_Brand__Button-module__Button__trailing-visual___zg8jd"><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___rkfek Primer_Brand__Button-module__Button-arrow___SkJXQ Primer_Brand__Button-module__Button-arrow--disabled____UgPq" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true" focusable="false" data-testid="Button-expandable-arrow"><path fill="currentColor" d="M7.28033 3.21967C6.98744 2.92678 6.51256 2.92678 6.21967 3.21967C5.92678 3.51256 5.92678 3.98744 6.21967 4.28033L7.28033 3.21967ZM11 8L11.5303 8.53033C11.8232 8.23744 11.8232 7.76256 11.5303 7.46967L11 8ZM6.21967 11.7197C5.92678 12.0126 5.92678 12.4874 6.21967 12.7803C6.51256 13.0732 6.98744 13.0732 7.28033 12.7803L6.21967 11.7197ZM6.21967 4.28033L10.4697 8.53033L11.5303 7.46967L7.28033 3.21967L6.21967 4.28033ZM10.4697 7.46967L6.21967 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="Primer_Brand__ExpandableArrow-module__ExpandableArrow-stem___g4mdy" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></span></button></div></form></section></div></section></main></div></div><script id="__NEXT_DATA__" type="application/json">{"props":{"pageProps":{"page":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"1p3n1oSrA5YTtPey1jsrfK","type":"Entry","createdAt":"2024-01-04T13:08:04.865Z","updatedAt":"2024-02-21T16:27:42.501Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":11,"revision":4,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"page"}}},"fields":{"path":"/security/the-enterprise-guide-to-ai-powered-devsecops","content":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5iQed2YYec1tsf2bWnc4Iz","type":"Entry","createdAt":"2024-01-04T13:08:05.010Z","updatedAt":"2024-10-03T12:41:25.981Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":35,"revision":10,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"resourceContainer"}}},"fields":{"internalTitle":"Resource Page for /security/the-enterprise-guide-to-ai-powered-devsecops","path":"/security/the-enterprise-guide-to-ai-powered-devsecops","title":"The enterprise guide to AI-powered DevSecOps ","description":"DevSecOps is an approach to software development that integrates security throughout the software development life cycle (SDLC). In this guide, we鈥檒l share core challenges when it comes to implementing DevSecOps, and how you can start addressing them with AI and automation.","body":"__What鈥檚 inside:__\n- Three core challenges to implementing DevSecOps and their main causes \n- Tactical examples that show how AI and automation can help to seamlessly secure your software supply chain \n- Three steps to augment your security intelligence with publicly available resources\n- A quick-reference diagram to show howAI and automation can help power DevSecOps \n\nBy baking security into every step of the SDLC, organizations take a proactive, rather than reactive, approach to security. Prioritizing security instead of making it an afterthought enables organizations to minimize security risks, improve compliance, save on increasingly expensive remediation costs by catching vulnerabilities earlier, and deliver value to their customers more quickly. \n","resource":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3X85awR2KGnPvf4bjmrGqM","type":"Entry","createdAt":"2024-01-04T13:03:06.926Z","updatedAt":"2024-01-04T13:03:06.926Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":3,"revision":1,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"article"}}},"fields":{"attachment":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"Le180kBdRnKrIfQzZ1UJr","type":"Asset","createdAt":"2024-01-04T13:02:58.856Z","updatedAt":"2024-05-23T21:10:42.879Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":15,"revision":3},"fields":{"title":"Github-Devops-ebook-TheEnterpriseGuideToAI-poweredDevSecOpsEbook","description":"Github-Devops-ebook-TheEnterpriseGuideToAI-poweredDevSecOpsEbook","file":{"url":"//assets.ctfassets.net/wfutmusr1t3h/Le180kBdRnKrIfQzZ1UJr/2c99e162e4d0425985897b7c75e5585d/github-ebook-the-enterprise-guide-to-ai-powered-devsecops.pdf","details":{"size":7670541},"fileName":"github-ebook-the-enterprise-guide-to-ai-powered-devsecops.pdf","contentType":"application/pdf"}}}}},"gated":true,"sfCampaignID":"7015c000001iiDdAAI","campaign":"2024q1-site-www-eBook-AI-powered DevSecOps","contentForm":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"7sccq1wUFJ3K695PVHo559","type":"Entry","createdAt":"2023-09-07T09:51:54.846Z","updatedAt":"2024-11-21T19:16:17.798Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":54,"revision":25,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"form"}}},"fields":{"name":"Form_Gated_PDF - \"Read the ebook\"","title":"Read the ebook","subtitle":"Tell us a bit about you.","eloquaFormName":"ContentReg_TemplateForm","formCTA":"Download PDF","formElements":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6FMPEpNvfZnVg5o5pNdmAz","type":"Entry","createdAt":"2023-04-04T12:27:23.053Z","updatedAt":"2024-11-21T18:50:31.728Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":365,"revision":182,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}}},"fields":{"label":"First name","htmlName":"firstName","type":"text","placeholder":"First name","required":true}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3Euizanl72D7hjUPBu1cz4","type":"Entry","createdAt":"2023-04-04T12:27:44.815Z","updatedAt":"2024-11-21T18:50:24.686Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":364,"revision":182,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}}},"fields":{"label":"Last name","htmlName":"lastName","type":"text","placeholder":"Last name","required":true}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6s0zB2lwQZz6ZhWkZQd5r0","type":"Entry","createdAt":"2022-09-29T18:54:51.900Z","updatedAt":"2024-11-21T18:50:59.400Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":226,"revision":108,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}}},"fields":{"label":"Work Email","htmlName":"emailAddress","type":"email","placeholder":"you@company.com","required":true}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"5zNCZ4hVsez1AWpp6Fga7h","type":"Entry","createdAt":"2022-03-12T20:23:32.191Z","updatedAt":"2024-11-20T14:58:44.487Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":16,"revision":10,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}}},"fields":{"htmlName":"elqCustomerGUID","type":"hidden","required":false}},{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"7a3HDjJcLkWmsPKHATLvna","type":"Entry","createdAt":"2022-03-12T20:24:00.556Z","updatedAt":"2024-11-20T14:58:44.527Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":18,"revision":10,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"formElement"}}},"fields":{"htmlName":"elqCookieWrite","type":"hidden","required":false,"defaultValue":"0"}}]}},"headerImage":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"1Lp1iXfQeQ3VE3IOE578rk","type":"Asset","createdAt":"2024-01-04T13:08:04.834Z","updatedAt":"2024-01-04T13:08:04.834Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":14,"revision":1},"fields":{"title":"security GitHub logo with ball and shield with a checkmark","description":"GitHub logo with ball and shield with a checkmark","file":{"url":"//images.ctfassets.net/wfutmusr1t3h/1Lp1iXfQeQ3VE3IOE578rk/839fcb217cf6f7c8ae7e4a5e8fc395ab/290327022-96b47c64-07a8-48fa-8575-12098888dac8.png","details":{"size":24895,"image":{"width":1200,"height":630}},"fileName":"290327022-96b47c64-07a8-48fa-8575-12098888dac8.png","contentType":"image/png"}}},"headerCTA":"Download PDF","buttonCTA":"Download PDF","publicationDate":"2023-12-13T00:00","hidden":false,"rendersRichText":false,"marketoCampaign":{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"6ae9yy7FqzTWLRM7IOVroX","type":"Entry","createdAt":"2023-12-21T00:06:36.762Z","updatedAt":"2024-07-05T20:59:49.980Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":9,"revision":4,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"marketoCampaign"}}},"fields":{"title":"CO-GHDO-CNTNT-FY24-12Dec-13-The-Enterprise-Guide-to-AI-Powered-DevSecOps/420790","cDLProgramName":"445013","source":"Paid Media: Content Syndication","active":true}}}},"topics":[{"metadata":{"tags":[],"concepts":[]},"sys":{"space":{"sys":{"type":"Link","linkType":"Space","id":"wfutmusr1t3h"}},"id":"3eooBSzENNTxGyphoW95TR","type":"Entry","createdAt":"2024-01-11T21:00:28.899Z","updatedAt":"2024-11-21T18:58:04.176Z","environment":{"sys":{"id":"master","type":"Link","linkType":"Environment"}},"publishedVersion":142,"revision":73,"contentType":{"sys":{"type":"Link","linkType":"ContentType","id":"topic"}}},"fields":{"slug":"security","label":"Security"}}]}},"path":"/security/the-enterprise-guide-to-ai-powered-devsecops","indexData":null,"type":"resourceContainer","featureFlags":{"featureEnabledNewFormsService":false,"featureEnabledNewAppNavigation":true,"featureEnableSearch":false},"config":{"formsEndpoint":"https://marketing-forms-api.github.com/"}},"__N_SSP":true},"page":"/[...path]","query":{"path":["security","the-enterprise-guide-to-ai-powered-devsecops"]},"buildId":"ZokmF09g2SkORXwoG0TZr","isFallback":false,"isExperimentalCompile":false,"gssp":true,"locale":"en-US","locales":["en-US","ja","pt-BR","es-419","ko-KR"],"defaultLocale":"en-US","scriptLoader":[]}</script><div id="ghcc" style="position:sticky;bottom:0;z-index:99999"></div></body></html>