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card"><div class="d-block position-relative mb-3 rounded-2 tease-thumbnail overflow-hidden"><img width="800" height="425" src="https://github.blog/wp-content/uploads/2024/05/Enterprise-DarkMode-3.png?resize=800%2C425" class="tease-thumbnail__img d-block width-full height-auto aspect-ratio-1032-548 object-fit-cover" alt="" decoding="async" srcset="https://github.blog/wp-content/uploads/2024/05/Enterprise-DarkMode-3.png?w=300 300w, https://github.blog/wp-content/uploads/2024/05/Enterprise-DarkMode-3.png?w=800 800w, https://github.blog/wp-content/uploads/2024/05/Enterprise-DarkMode-3.png?w=400 400w, https://github.blog/wp-content/uploads/2024/05/Enterprise-DarkMode-3.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/05/Enterprise-DarkMode-3.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px" /></div><a href="https://docs.github.com/en/get-started" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">Get started with GitHub documentation</a><p 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</li> <li id="menu-item-78868" class="p-5 py-xl-7 px-xl-8 col-4 color-bg-subtle card"><div class="d-block position-relative mb-3 rounded-2 tease-thumbnail overflow-hidden"><img width="800" height="425" src="https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?resize=800%2C425" class="tease-thumbnail__img d-block width-full height-auto aspect-ratio-1032-548 object-fit-cover" alt="" decoding="async" srcset="https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=800 800w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=400 400w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.42.45 AM.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px" /></div><a href="https://github.blog/engineering/how-we-use-github-to-be-more-productive-collaborative-and-secure/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">How we use GitHub to be more productive, collaborative, and secure</a><p class="mb-3 f5 color-fg-muted">Our engineering and security teams do some incredible work. Let’s take a look at how we use GitHub to be more productive, build collaboratively, and shift security left.</p><span class="Link d-inline-flex flex-items-center" role="presentation">Learn more<svg xmlns="http://www.w3.org/2000/svg" class="octicon d-block ml-1 mt-1" viewBox="0 0 12 12" width="12" height="12"><path d="M4.7 10c-.2 0-.4-.1-.5-.2-.3-.3-.3-.8 0-1.1L6.9 6 4.2 3.3c-.3-.3-.3-.8 0-1.1.3-.3.8-.3 1.1 0l3.3 3.2c.3.3.3.8 0 1.1L5.3 9.7c-.2.2-.4.3-.6.3Z"></path></svg></span></li> </ul> </li> <li id="menu-item-78832"><a href="https://github.blog/enterprise-software/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78832-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Enterprise software<svg viewBox="0 0 16 16" width="16" height="16" class="octicon d-block ml-1 mt-1 color-fg-muted" role="presentation"><path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 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color-fg-muted">Explore how to write, build, and deploy enterprise software at scale.</p></div> <ul class="d-flex flex-wrap list-style-none" aria-label="Enterprise software sub-menu"> <li id="menu-item-78833" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/enterprise-software/automation/" class="d-block f4 color-fg-default text-bold">Automation</a><p class="mb-0 f5 color-fg-muted">Automating your way to faster and more secure ships.</p></li> <li id="menu-item-78834" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/enterprise-software/ci-cd/" class="d-block f4 color-fg-default text-bold">CI/CD</a><p class="mb-0 f5 color-fg-muted">Guides on continuous integration and delivery.</p></li> <li id="menu-item-78835" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right pt-2 pt-lg-4"><a 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https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.43.47 AM.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px" /></div><a href="https://resources.github.com/artificial-intelligence/how-enterprise-engineering-teams-can-successfully-adopt-ai/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">How enterprise engineering teams can successfully adopt AI</a><p class="mb-3 f5 color-fg-muted">Learn how to bring AI to your engineering teams and maximize the value that you get from it.</p><span class="Link d-inline-flex flex-items-center" role="presentation">Learn more<svg xmlns="http://www.w3.org/2000/svg" class="octicon d-block ml-1 mt-1" viewBox="0 0 12 12" width="12" height="12"><path d="M4.7 10c-.2 0-.4-.1-.5-.2-.3-.3-.3-.8 0-1.1L6.9 6 4.2 3.3c-.3-.3-.3-.8 0-1.1.3-.3.8-.3 1.1 0l3.3 3.2c.3.3.3.8 0 1.1L5.3 9.7c-.2.2-.4.3-.6.3Z"></path></svg></span></li> </ul> </li> <li id="menu-item-78840"><a href="https://github.blog/news-insights/" 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href="https://github.blog/enterprise-software/devsecops/">DevSecOps</a></span></span></div> <h1 class="h3-mktg lh-condensed mb-3 color-fg-default">5 ways to make your DevSecOps strategy developer-friendly</h1> <div class="f4-mktg"> <p>Developers care about security, but poorly integrated tools and other factors can cause frustration. Here are five best practices to reduce friction.</p> </div> </div> <div class="offset-lg-1 col-lg-10"> <div class="position-relative overflow-hidden rounded-2 z-1"> <svg aria-hidden="true" width="1032" height="548" class=" d-block width-full height-auto" role="presentation"></svg> <img width="1200" height="630" src="https://github.blog/wp-content/uploads/2024/01/Security-DarkMode-1.png?resize=1200%2C630" class="d-block cover-image wp-post-image" alt="" decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2024/01/Security-DarkMode-1.png?w=1200 1200w, https://github.blog/wp-content/uploads/2024/01/Security-DarkMode-1.png?w=300 300w, https://github.blog/wp-content/uploads/2024/01/Security-DarkMode-1.png?w=768 768w, https://github.blog/wp-content/uploads/2024/01/Security-DarkMode-1.png?w=1024 1024w" sizes="(max-width: 1200px) 100vw, 1200px" /> </div> </div> </div> </div> <div class="position-absolute bottom-0 width-full" style="background:#fff; height:80px;"></div> </header> <section class="container-xl mx-auto p-responsive-blog mt-4"> <div class="gutter-spacious"> <div class="col-12 offset-lg-1 col-lg-10"> <div class="d-lg-flex flex-justify-between flex-items-center"> <div class="mb-4 mb-lg-0"> <div class="mb-1"> <div class="d-flex flex-items-center mb-6px"> <span> <span class="text-bold"> <a href="https://github.blog/author/nickliffen/" title="Posts by Nick Liffen" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Nick Liffen</a><span class="mx-2">·</span><a target="_blank" href="https://github.com/nickliffen" class="Link--primary" aria-label="GitHub profile of nickliffen">@nickliffen</a> </span> </span> </div> </div> <div data-color-mode="auto" data-light-theme="light_tritanopia" class="d-flex flex-column flex-md-row text-mono color-fg-muted"> <time datetime="2024-01-05" class="d-block"> January 5, 2024 </time> <span class="d-none d-md-block mx-3">|</span> <time datetime="2024-02-07" class="d-block mt-1 mt-md-0"> Updated February 7, 2024 </time> <div class="d-flex flex-items-center mt-2 mt-md-0"> <span class="d-none d-md-block mx-3">|</span> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" width="16" height="16" class="mr-2"> <path fill="currentcolor" d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm7-3.25v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5a.75.75 0 0 1 1.5 0Z"></path> </svg> 9 minutes </div> </div> </div> <ul class="list-style-none d-flex flex-items-center"> <li> <span class="text-semibold"> Share: </span> </li> <li class="ml-3"> <a href="https://x.com/share?text=5%20ways%20to%20make%20your%20DevSecOps%20strategy%20developer-friendly&url=https%3A%2F%2Fgithub.blog%2Fenterprise-software%2Fdevsecops%2F5-ways-to-make-your-devsecops-strategy-developer-friendly%2F" target="_blank" rel="noopener noreferrer" class="d-flex flex-justify-center flex-items-center border circle px-2 py-2" 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</div> </section> <div class="container-xl mx-auto p-responsive-blog mt-4 mt-md-7 mb-7 mb-md-9"> <div class="d-flex flex-wrap flex-justify-center gutter-spacious"> <section class="col-12 col-md-8 col-lg-7 post__content post-75941 post type-post status-publish format-standard has-post-thumbnail hentry category-devsecops category-enterprise-software tag-ai-insights tag-devsecops tag-generative-ai tag-github-advanced-security tag-github-universe"> <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd"> <html><body><p>There are many benefits to implementing DevSecOps: minimized risk, <a href="https://newsroom.ibm.com/2023-07-24-IBM-Report-Half-of-Breached-Organizations-Unwilling-to-Increase-Security-Spend-Despite-Soaring-Breach-Costs" target="_blank" rel="noopener">reduced remediation costs</a>, and faster and more secure product releases. But from a developer’s perspective, there’s a lot to be desired from the day-to-day practice. <strong>Developers often experience fragmented tool integration and are forced to take on additional responsibilities</strong> that can make the software development lifecycle (SDLC) seem more complex and overwhelming. They can also face development delays while working to understand, prioritize, and resolve different kinds of security alerts.</p> <p>Evaluating and improving DevSecOps to make security a painless part of the current developer workflow is imperative to secure, fast delivery. Below, we’ll look at <strong>five tips for improving the experience and making security tools more usable for developers. </strong></p> <h2 id="but-first-what-is-devsecops">But first, what is DevSecOps?<a href="#but-first-what-is-devsecops" class="heading-link pl-2 text-italic text-bold" aria-label="But first, what is DevSecOps?"></a></h2> <p>The “Sec” in <a href="https://resources.github.com/devops/fundamentals/devsecops/" target="_blank" rel="noopener">DevSecOps</a> stands for security, and its addition to DevOps promotes security as a core component of the SDLC. The DevSecOps approach to software development puts the responsibility of security on everyone at an organization (as opposed to just the security team) by <strong>integrating security at the start of code production</strong>—or better yet, during the planning phase before the first line of code is written. This way, organizations can catch and fix vulnerabilities in the development process rather than in production or after release.</p> <p><strong>The result</strong>: security teams can use their expertise to set security policies, prioritize remediation focus areas, and foster the right behaviors and security teachings across the organization. Meanwhile, developers can interact with security tools, and are the first line of defense in reviewing, understanding, and remediating vulnerabilities.</p> <p>DevSecOps advantages include shipping secure software more quickly and reaping cost-savIng benefits. In fact, <a href="https://www.ibm.com/reports/data-breach?utm_content=SRCWW&p1=Search&p4=43700077724063991&p5=e&gclid=CjwKCAiAu9yqBhBmEiwAHTx5pxBHz4SuILQAVmxIm2_f4iWKGnZtXURRY1mZrnv7TSDLFH7vXUo7MxoCHMkQAvD_BwE&gclsrc=aw.ds" target="_blank" rel="noopener">IBM’s 2023 Cost of a Data Breach</a> report cites a <strong>$1.68M cost savings for organizations with high DevSecOps adoption compared to those with low or no adoption</strong>.</p> <div class="content-table-wrap"><table style="border: 1px black"> <tbody> <tr> <td><a href="https://resources.github.com/devops/fundamentals/devsecops/" target="_blank" rel="noopener">Check out our full guide to DevSecOps ></a></td> </tr> </tbody> </table></div> <h2 id="5-tips-for-improving-the-devsecops-experience">5 tips for improving the DevSecOps experience<a href="#5-tips-for-improving-the-devsecops-experience" class="heading-link pl-2 text-italic text-bold" aria-label="5 tips for improving the DevSecOps experience"></a></h2> <p>Improving the DevSecOps experience was top-of-mind for many speakers at <a href="https://githubuniverse.com/" target="_blank" rel="noopener">GitHub Universe 2023</a>. To catch you up, we pulled together the top five tips shared across various talks and interviews at the event.</p> <aside class="post-aside--small float-sm-right col-sm-5 col-md-6 col-lg-5 my-5 my-sm-2 ml-sm-4 ml-lg-6"><p class="h6-mktg gh-aside-title">GitHub Universe '23 is on demand </p><p>Check out our <a href="https://www.youtube.com/watch?v=NrQkdDVupQE&list=PL0lo9MOBetEGF_pCQVCc_3z36ihKSolLC" target="_blank" rel="noopener">playlist of recorded sessions</a>, and stay updated on the latest in AI, security, and the developer experience.</p> </aside> <h3 id="1-involve-developers-in-security-decisions">1. Involve developers in security decisions<a href="#1-involve-developers-in-security-decisions" class="heading-link pl-2 text-italic text-bold" aria-label="1. Involve developers in security decisions"></a></h3> <p>The more developers are involved in creating a security process and making policy decisions, the smoother the collaboration will be between engineering and security teams. So, before you purchase a new tool or change a policy, invite a developer champion into the conversation and ask for their feedback.</p> <p><strong>Here are some questions to get the conversation started:</strong></p> <ul> <li><em>What security practices and tools are currently in place?</em> Understanding what’s in use will help identify areas that need improvement.</li> <li><em>Do you find current security practices or tools help or hinder your workflow? How?</em> Reducing friction in the DevSecOps pipeline can improve productivity.</li> <li><em>What security tools or practices would you recommend? Why?</em> Developers may have fresh perspectives to offer on technologies or approaches.</li> <li><em>How comfortable are you integrating security into your work?</em> This could help to identify gaps in training and support.</li> <li><em>Are there any specific security measures you feel are redundant or unnecessary in your workflow?</em> This could reveal practices that consume resources without providing substantial benefits.</li> <li><em>Do you have sufficient communication and collaboration with the security team?</em> Evaluating cross-team interactions can help to create a more collaborative culture.</li> </ul> <h3 id="2-adapt-security-features-to-the-developer-environment">2. Adapt security features to the developer environment<a href="#2-adapt-security-features-to-the-developer-environment" class="heading-link pl-2 text-italic text-bold" aria-label="2. Adapt security features to the developer environment"></a></h3> <p>It’s important to acknowledge that many security tools are built for security professionals, and can create friction when bolted onto a developer’s workflow. When trying to integrate a security tool into the SDLC, it can be more effective to <strong>extract the desired data from the security tool and natively integrate it into the developer’s workflow</strong>—or, even better, use a security tool where the data is already directly embedded into the developer’s flow. Doing so <strong>reduces context switching</strong> and ultimately helps developers to detect and remediate vulnerabilities earlier.</p> <p>In 2019, we acquired <a href="https://docs.github.com/code-security/dependabot" target="_blank" rel="noopener">Dependabot</a> and Semmle, which developed <a href="https://codeql.github.com" target="_blank" rel="noopener">CodeQL</a>. While Dependabot was designed for developers, CodeQL was designed for security experts, which we knew would be a barrier to entry for developers. So, we went to work optimizing CodeQL for developers, incorporating its functionalities directly into their workflow.</p> <p>Today, developers don’t have to install or set up these tools separately. They can enable Dependabot alerts from repository settings. Once enabled, alerts go out if an outdated or vulnerable dependency needs to be updated, along with critical details about the vulnerabilities—all in a pull request. Developers can also <a href="https://docs.github.com/code-security/code-scanning/enabling-code-scanning/configuring-default-setup-for-code-scanning" target="_blank" rel="noopener">enable code scanning through CodeQL</a> from repository settings. Doing so will notify them about new and current static analysis alerts in their code.</p> <blockquote><p><a href="https://github.com/niroshan" target="_blank" rel="noopener">Niroshan Rajadurai</a>, senior director of GTM strategy for AI and DevSecOps, and I discuss the importance of designing security tools for developers in the age of shifting left:</p></blockquote> <div style="width: 1920px;" class="wp-video"> <video class="wp-video-shortcode" id="video-75941-1" width="1920" height="1080" preload="metadata" controls="controls"><source type="video/mp4" src="https://github.blog/wp-content/uploads/2024/01/GH_Blog_NickLiffen_NiroshanRajadurai_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001?_=1" /><a href="https://github.blog/wp-content/uploads/2024/01/GH_Blog_NickLiffen_NiroshanRajadurai_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001">https://github.blog/wp-content/uploads/2024/01/GH_Blog_NickLiffen_NiroshanRajadurai_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001</a></video></div> <p>Another way to <strong>reduce context switching and cognitive load is implementing AI tools</strong>, like GitHub Copilot. We’ll talk more about AI security capabilities below, but let’s first focus on how they can create a smoother DevSecOps experience within the IDE.</p> <p>When developers receive a security alert, they can use a tool like <a href="https://docs.github.com/copilot/github-copilot-chat/using-github-copilot-chat-in-your-ide" target="_blank" rel="noopener">GitHub Copilot Chat</a> <strong>directly in their IDE instead of having to navigate to another website to research what the alert is, and how to fix it</strong>. Beyond understanding the theory behind the alert, developers can prompt Copilot Chat to create examples of how to fix that vulnerability tailored to the code in their IDE. As a result, they get a practical, hands-on learning experience that shows how the vulnerability manifests in real code.</p> <blockquote><p><a href="https://github.com/jkcso" target="_blank" rel="noopener">Joseph Katsioloudes</a>, a developer advocate for GitHub Security Lab, shares how AI can reduce cognitive load for a developer who’s been notified about a secret injection:</p></blockquote> <div class="mod-vh position-relative" style="height: 0; padding-bottom: calc((9 / 16)*100%);"> <iframe loading="lazy" class="position-absolute top-0 left-0 width-full height-full" src="https://www.youtube.com/embed/mjjBVZvZDxA?version=3&rel=1&showsearch=0&showinfo=1&iv_load_policy=1&fs=1&hl=en-US&autohide=2&start=1183&wmode=transparent" title="YouTube video player" allow="accelerometer; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen="" frameborder="0"></iframe> </div> <h3 id="3-maintain-a-developers-trust-in-a-security-tool-with-an-effective-alert-system">3. Maintain a developer’s trust in a security tool with an effective alert system<a href="#3-maintain-a-developers-trust-in-a-security-tool-with-an-effective-alert-system" class="heading-link pl-2 text-italic text-bold" aria-label="3. Maintain a developer’s trust in a security tool with an effective alert system"></a></h3> <p>Bringing security into the development process ensures that remediating alerts becomes native to the developer’s workflow. However, developers still need to know what alerts to remediate and by when. <strong>Simply asking developers to remediate <em>all</em> alerts is untenable and unrealistic</strong>.</p> <p>When developers are shown a long PDF of 500+ alerts that they’re assigned to review and fix (a pain point I’ve <a href="https://nickliffen.dev/#:~:text=those%20around%20us.-,Why%20Advanced%20Security%3F,-6th%20Feb%202022" target="_blank" rel="noopener">written</a> about before), it’s probable that many of the alerts are false positives and only a portion are worth addressing. <strong>Why does this matter</strong>? For one, the developer has lost valuable time reviewing all of these alerts. Second, as the tool continues to produce these laundry lists, the developer will lose trust in the tool. That <strong>could result in the developer skimming past critical alerts because of low confidence in the tool’s data</strong>.</p> <p>A security tool that’s effectively integrated into the SDLC has an <strong>alert system that surfaces high-priority alerts directly to the developer</strong>. For instance, alert settings based on <a href="https://docs.github.com/code-security/code-scanning/managing-code-scanning-alerts/managing-code-scanning-alerts-for-your-repository" target="_blank" rel="noopener">custom and automated triage rules</a> ensures engineering teams address the most urgent security alerts first. Being able to <a href="https://docs.github.com/code-security/code-scanning/managing-code-scanning-alerts/managing-code-scanning-alerts-for-your-repository#filtering-code-scanning-alerts" target="_blank" rel="noopener">filter and search code scanning alerts</a> helps developers to sift through a large set of alerts to focus on a particular type. And providing the ability to dismiss an alert—either by fixing or closing it—will reduce noise by stopping the tool from repeatedly generating the same alert on the same code.</p> <p><strong>Combined with processes to address a percentage of critical and high-risk vulnerabilities over a period of time</strong>, an effective security alert system helps developers prioritize high-risk alerts and help to clean an organization’s security debt, that is, the vulnerabilities that accumulate over time and therefore become harder and more costly to fix.</p> <blockquote><p><a href="https://github.com/swannysec" target="_blank" rel="noopener">John Swanson</a>, director of security strategy at GitHub, shares how new technology is creating developer-first security processes that enable developers to fix vulnerabilities earlier in the SDLC:</p></blockquote> <div style="width: 1920px;" class="wp-video"><video class="wp-video-shortcode" id="video-75941-2" width="1920" height="1080" preload="metadata" controls="controls"><source type="video/mp4" src="https://github.blog/wp-content/uploads/2024/01/GH_Blog_JohnSwanson_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001?_=2" /><a href="https://github.blog/wp-content/uploads/2024/01/GH_Blog_JohnSwanson_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001">https://github.blog/wp-content/uploads/2024/01/GH_Blog_JohnSwanson_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001</a></video></div> <h3 id="4-use-ai-and-automation-to-help-developers-find-and-fix-vulnerabilities">4. Use AI and automation to help developers find and fix vulnerabilities<a href="#4-use-ai-and-automation-to-help-developers-find-and-fix-vulnerabilities" class="heading-link pl-2 text-italic text-bold" aria-label="4. Use AI and automation to help developers find and fix vulnerabilities"></a></h3> <p>Limited resources, rapid threat evolution, noisy false positive alerts, and the increasing complexity of systems—along with the continued use of legacy systems—can make it challenging to stay on top of the latest and most urgent vulnerabilities.</p> <p>But here’s some good news: AI and automation can help reduce false positives, enable developers to conduct consistent security checks, and scale security practices all at once.</p> <p>For instance, a feature like <a href="https://github.blog/2023-11-08-ai-powered-appsec/" target="_blank" rel="noopener">code scanning autofix</a> streamlines remediation into the developer workflow by providing, alongside a vulnerability alert, an AI-generated code fix for CodeQL JavaScript and TypeScript in a pull request. Additionally,<br> <a href="https://docs.github.com/code-security/code-scanning/introduction-to-code-scanning/about-code-scanning" target="_blank" rel="noopener">secret scanning</a> alerts developers if any secrets have been detected in code. This capability can be coupled with AI to <a href="https://github.blog/2023-11-08-ai-powered-appsec/#detect-leaked-passwords-with-secret-scanning" target="_blank" rel="noopener">detect generic or unstructured secrets</a> and <a href="https://github.blog/2023-11-08-ai-powered-appsec/#save-time-with-regular-expression-generator-for-custom-patterns" target="_blank" rel="noopener">auto-generate custom patterns</a>, which will detect token types unique to an organization.</p> <p>Additionally, <strong>AI has the potential to enhance the modeling of an extensive range of open source frameworks and libraries</strong>. Security teams traditionally model thousands of packages and APIs by hand. Considering the sheer number and diversity of packages, along with frequent library updates, deprecations, or replacements, it’s a daunting task to keep abreast these changes and scale this modeling capability efficiently.</p> <p>That’s where AI comes in. As the proportion of these frameworks are accurately modeled increases, the likelihood of diminishing false negatives also rises due to a <strong>better understanding of data flow within these systems</strong>. By turbocharging modeling efforts with AI, security experts can detect more vulnerabilities. In fact, <a href="https://github.blog/2023-09-12-codeql-team-uses-ai-to-power-vulnerability-detection-in-code/" target="_blank" rel="noopener">GitHub’s CodeQL team used AI modeling to discover a new security vulnerability</a>. Although this technology is still in the experimental phase at GitHub, we offered a glimpse into its potential during GitHub Universe 2023.</p> <blockquote><p>Rajadurai and I show how AI can address pressing security challenges, like modeling unknown packages, which could ultimately reduce the number of false positives:</p></blockquote> <div class="mod-vh position-relative" style="height: 0; padding-bottom: calc((9 / 16)*100%);"> <iframe loading="lazy" class="position-absolute top-0 left-0 width-full height-full" src="https://www.youtube.com/embed/fv5irk6CNNI?version=3&rel=1&showsearch=0&showinfo=1&iv_load_policy=1&fs=1&hl=en-US&autohide=2&start=1608&wmode=transparent" title="YouTube video player" allow="accelerometer; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen="" frameborder="0"></iframe> </div> <p>Other automation capabilities include:</p> <ul> <li><a href="https://docs.github.com/repositories/configuring-branches-and-merges-in-your-repository/managing-protected-branches/managing-a-branch-protection-rule" target="_blank" rel="noopener">Branch protection rules</a> that trigger code reviews when changes are made to important branches. </li> <li> <p><a href="https://docs.github.com/pull-requests/collaborating-with-pull-requests/collaborating-on-repositories-with-code-quality-features/about-status-checks" target="_blank" rel="noopener">Status checks</a> that require code to pass all security checks before it’s merged.</p> </li> <li> <p>Code scans in CI/CD pipelines with <a href="https://docs.github.com/code-security/code-scanning/introduction-to-code-scanning/about-code-scanning" target="_blank" rel="noopener">GitHub Actions</a>.</p> </li> </ul> <blockquote><p><a href="https://github.com/jar349" target="_blank" rel="noopener">John Ruiz</a>, security operations engineer at GitHub, emphasizes the importance of improving, then automating, basic security processes so developers can focus on what they do best, which is building great software:</p></blockquote> <div style="width: 1920px;" class="wp-video"><video class="wp-video-shortcode" id="video-75941-3" width="1920" height="1080" preload="metadata" controls="controls"><source type="video/mp4" src="https://github.blog/wp-content/uploads/2024/01/GH_Blog_JohnRuiz_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001?_=3" /><a href="https://github.blog/wp-content/uploads/2024/01/GH_Blog_JohnRuiz_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001">https://github.blog/wp-content/uploads/2024/01/GH_Blog_JohnRuiz_Excerpt_1920x1080_Caps_L3rds.mp4#t=0.001</a></video></div> <h3 id="5-create-clear-expectations-around-secure-coding-practices-and-communicate-them-through-champions">5. Create clear expectations around secure coding practices, and communicate them through champions<a href="#5-create-clear-expectations-around-secure-coding-practices-and-communicate-them-through-champions" class="heading-link pl-2 text-italic text-bold" aria-label="5. Create clear expectations around secure coding practices, and communicate them through champions"></a></h3> <p>A big part of improving the DevSecOps experience is not introducing more tooling, but getting clear on the process and expectations of how developers should use the tools they already have. Clear communication about policies ensures an organized and consistent approach to implementing security throughout the SDLC.</p> <p>Organizations should work with vendors to <strong>create guides for how to use a new tool or product, then select security champions to echo these expectations across engineering teams</strong>.</p> <p>Some principles that guide GitHub’s Product Security Engineering team when <a href="https://github.blog/2022-05-25-how-we-use-dependabot-to-secure-github/#how-we-approach-new-tools-and-processes" target="_blank" rel="noopener">evaluating tools and designing a rollout plan</a> include:</p> <ul> <li>Weighing the security benefits of a new process against the impact on engineering teams. </li> <li>How we can roll out a new process or tool incrementally and gather feedback.</li> <li>Getting clear on expectations for engineers and prioritizing clear communication of those expectations. </li> </ul> <p>Clear expectations for secure coding practices help to <strong>eliminate ambiguity and increase security consciousness among developers</strong>. Selecting champions who can clearly communicate those expectations can help to <strong>model desired behavior and drive a DevSecOps culture across the organization</strong>. As a result, secure coding standards are more likely to be understood and consistently implemented by developers, which enables organizations to quickly deliver more secure software.</p> <h2 id="continuously-improving-devsecops">Continuously improving DevSecOps<a href="#continuously-improving-devsecops" class="heading-link pl-2 text-italic text-bold" aria-label="Continuously improving DevSecOps"></a></h2> <p>As developers embrace more security responsibility under the DevSecOps and shift-left models, evaluating and improving their user experience needs to be a priority. Organizations that invest in understanding a developer’s DevSecOps pain points and iterating solutions to address them, will see improved collaboration between engineering and security teams and faster delivery of more secure code.</p> <h3 id="more-devsecops-resources">More DevSecOps resources<a href="#more-devsecops-resources" class="heading-link pl-2 text-italic text-bold" aria-label="More DevSecOps resources"></a></h3> <ul> <li><a href="https://reg.githubuniverse.com/flow/github/universe23/sessioncatalog/page/sessioncatalog?search.sessiontrack=option_1695679362283&search.deliveryformat=1692799009854004CQlx" target="_blank" rel="noopener">Learn from security leaders</a> about creating a safe but flexible developer experience, innovating faster by automating governance, securing the software supply chain with proven practices, and more. </li> <li>Check out our <a href="https://resources.github.com/devops/fundamentals/devsecops/" target="_blank" rel="noopener">comprehensive guide to DevSecOps</a>.</li> <li>Security training can be game-ified to increase retention. A free interactive training resource, like <a href="https://github.com/skills/secure-code-game" target="_blank" rel="noopener">Secure Code Game</a>, teaches developers how to spot and fix vulnerable patterns in real-world code, build security into workflows, and understand security alerts generated against code.</li> <li>Read more about why <a href="https://research.redhat.com/blog/article/dont-blame-the-developers-making-security-usable-for-it-professionals/" target="_blank" rel="noopener">making security tools usable for IT professionals</a> is critical to securing the software supply chain. </li> </ul> </body></html> <section class="my-6 my-md-8 mt-md-0"> <hr class="post-tags-separator border-0 mt-0 mb-2" /> <div class="d-flex flex-items-start"> <h2 class="text-mono f4-mktg py-1 mr-3">Tags:</h2> <ul class="d-flex flex-wrap px-0 my-0 list-style-none post-tags"> <li class="my-0"> <a href="https://github.blog/tag/ai-insights/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> AI Insights </a> </li> <li class="my-0"> <a href="https://github.blog/tag/devsecops/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> DevSecOps </a> </li> <li class="my-0"> <a href="https://github.blog/tag/generative-ai/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> generative AI </a> </li> <li class="my-0"> <a href="https://github.blog/tag/github-advanced-security/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> GitHub Advanced Security </a> </li> <li class="my-0"> <a href="https://github.blog/tag/github-universe/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> GitHub Universe </a> </li> </ul> </div> </section> <div class="mt-8 mb-8 mb-md-0"> <h2 class="h5-mktg"> Written by </h2> <div class="gradient-separator mt-3 mb-4"></div> <article class="author-bio mb-5 mb-md-4"> <div class="author-bio__content"> <div class="author-bio__avatar"> <picture> <source srcset="https://avatars.githubusercontent.com/u/6696451?v=4&s=200" width="120" height="120" media="(min-width: 768px)" /> <img class="d-block circle" src="https://avatars.githubusercontent.com/u/6696451?v=4&s=200" alt="Nick Liffen" width="80" height="80" loading="lazy" decoding="async" > </picture> </div> <header class="author-bio__header"> <h3 class="f3-mktg text-bold mb-1"> <a href="https://github.blog/author/nickliffen/" class="Link--primary color-fg-default">Nick Liffen</a> </h3> <p class="mb-0 f4 lh-condensed"> <a href="https://github.com/nickliffen" target="_blank">@nickliffen</a> </p> </header> </div> </article> </div> </section> <aside id="sidebar" class="col-12 col-md-4 col-lg-3 post__sidebar" aria-label="Sidebar"> <section aria-label="Tags"> <ul class="d-none d-md-flex flex-items-start flex-wrap list-style-none mt-4 mt-md-0 mb-6 mb-md-8 post-tags"> <li class="my-0"> <a 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class="d-none d-md-block"> </div> <section aria-labelledby="ai-insights-related-posts-title" class="mb-7 mb-md-8 mt-7 mt-md-0"><h2 class="h5-mktg aside-heading pb-3 border-bottom color-fg-muted color-border-muted" id="ai-insights-related-posts-title">More on <a href="https://github.blog/tag/ai-insights/" class="Link--primary">AI Insights</a></h2><article class="py-4 d-flex flex-column"><div class="col-12 tease-text"><h3 class="h6-mktg mb-12px"><a href="https://github.blog/news-insights/research/survey-ai-wave-grows/" class="Link--primary">Survey: The AI wave continues to grow on software development teams</a></h3><div class="f4-mktg color-fg-muted"><p>We surveyed 2,000 people on software development teams at enterprises in the U.S., Brazil, India, and Germany about the use, experience, and expectations around generative AI tools in software development. </p> </div><div class="d-flex flex-items-center mb-6px"> <span> <span class="text-bold"> <a href="https://github.blog/author/kdaigle/" title="Posts by Kyle Daigle" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Kyle Daigle</a> & <a href="https://github.blog/author/staff/" title="Posts by GitHub Staff" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">GitHub Staff</a> </span> </span> </div> </div></article><article class="py-4 d-flex flex-column border-top"><div class="col-12 tease-text"><h3 class="h6-mktg mb-12px"><a href="https://github.blog/ai-and-ml/llms/unlocking-the-power-of-unstructured-data-with-rag/" class="Link--primary">Unlocking the power of unstructured data with RAG</a></h3><div class="f4-mktg color-fg-muted"><p>Unstructured data holds valuable information about codebases, organizational best practices, and customer feedback. 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