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What’s new with GitHub Copilot: July 2024 - The GitHub Blog
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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. 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6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path></svg></a> <ul class="dropdown d-flex flex-wrap width-full position-absolute left-0 list-style-none mt-2 rounded-3 z-3 overflow-hidden color-border-subtle" aria-label="Enterprise software sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78832-dropdown" tabindex="-1"> <li id="menu-item-78869" class="flex-1 p-5 py-xl-7 px-xl-7"><div class="col-9 mb-4 mb-lg-7"><a href="https://github.blog/enterprise-software/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">Enterprise software<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right ml-1 mt-1" role="presentation"><path d="M6.22 3.22a.75.75 0 0 1 1.06 0l4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L9.94 8 6.22 4.28a.75.75 0 0 1 0-1.06Z"></path></svg></a><p class="mt-1 my-0 f4 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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color-fg-muted">Stay up to date on everything security.</p></div> <ul class="border-top list-style-none"> <li class="mt-4"><a href="https://github.blog/security/application-security/" class="text-bold lh-condensed-ultra color-fg-default">Application security</a><p class="mb-0 f5 color-fg-muted">Application security, explained.</p></li> <li class="mt-4"><a href="https://github.blog/security/supply-chain-security/" class="text-bold lh-condensed-ultra color-fg-default">Supply chain security</a><p class="mb-0 f5 color-fg-muted">Demystifying supply chain security.</p></li> <li class="mt-4"><a href="https://github.blog/security/vulnerability-research/" class="text-bold lh-condensed-ultra color-fg-default">Vulnerability research</a><p class="mb-0 f5 color-fg-muted">Updates from the GitHub Security Lab.</p></li> <li class="mt-4"><a href="https://github.blog/security/web-application-security/" class="text-bold lh-condensed-ultra color-fg-default">Web application security</a><p class="mb-0 f5 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href="https://github.blog/ai-and-ml/github-copilot/">GitHub Copilot</a></span></span></div> <h1 class="h3-mktg lh-condensed mb-3 color-fg-default">What’s new with GitHub Copilot: July 2024</h1> <div class="f4-mktg"> <p>To enhance your coding experience, AI tools should excel at saving you time with repetitive, administrative tasks, while providing accurate solutions to assist developers. Today, we’re spotlighting three updates designed to increase efficiency and boost developer creativity. </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="1280" height="720" src="https://github.blog/wp-content/uploads/2024/07/maxresdefault-1.jpg?resize=1280%2C720" class="d-block cover-image wp-post-image" alt="A thumbnail graphic for GitHub Copilot, an AI coding tool from GitHub." decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2024/07/maxresdefault-1.jpg?w=1280 1280w, https://github.blog/wp-content/uploads/2024/07/maxresdefault-1.jpg?w=300 300w, https://github.blog/wp-content/uploads/2024/07/maxresdefault-1.jpg?w=768 768w, https://github.blog/wp-content/uploads/2024/07/maxresdefault-1.jpg?w=1024 1024w" sizes="(max-width: 1280px) 100vw, 1280px" /> </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/eshwer/" title="Posts by Elle Shwer" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Elle Shwer</a> & <a href="https://github.blog/author/ste11as/" title="Posts by Stella Yang" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Stella Yang</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="2024-07-31" class="d-block"> July 31, 2024 </time> <span class="d-none d-md-block mx-3">|</span> <time datetime="2024-07-30" class="d-block mt-1 mt-md-0"> Updated July 30, 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> 3 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=What%E2%80%99s%20new%20with%20GitHub%20Copilot%3A%20July%202024&url=https%3A%2F%2Fgithub.blog%2Fai-and-ml%2Fgithub-copilot%2Fwhats-new-with-github-copilot-july-2024%2F" target="_blank" rel="noopener noreferrer" class="d-flex flex-justify-center flex-items-center border circle px-2 py-2" aria-label="Share on X"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 1227" width="10" height="10"> <path d="M714.163 519.284L1160.89 0H1055.03L667.137 450.887L357.328 0H0L468.492 681.821L0 1226.37H105.866L515.491 750.218L842.672 1226.37H1200L714.137 519.284H714.163ZM569.165 687.828L521.697 619.934L144.011 79.6944H306.615L611.412 515.685L658.88 583.579L1055.08 1150.3H892.476L569.165 687.854V687.828Z" fill="currentColor" /> </svg> </a> </li> <li class="ml-3"> <a href="https://www.facebook.com/sharer/sharer.php?t=What%E2%80%99s%20new%20with%20GitHub%20Copilot%3A%20July%202024&u=https%3A%2F%2Fgithub.blog%2Fai-and-ml%2Fgithub-copilot%2Fwhats-new-with-github-copilot-july-2024%2F" target="_blank" rel="noopener noreferrer" class="d-flex flex-justify-center flex-items-center border circle px-2 py-2" aria-label="Share on Facebook"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 15.3 15.4" width="10" height="10"> <path d="M14.5 0H.8a.88.88 0 0 0-.8.9v13.6a.88.88 0 0 0 .8.9h7.3v-6h-2V7.1h2V5.4a2.87 2.87 0 0 1 2.5-3.1h.5a10.87 10.87 0 0 1 1.8.1v2.1h-1.3c-1 0-1.1.5-1.1 1.1v1.5h2.3l-.3 2.3h-2v5.9h3.9a.88.88 0 0 0 .9-.8V.8a.86.86 0 0 0-.8-.8z" fill="currentColor" /> </svg> </a> </li> <li class="ml-3"> <a href="https://www.linkedin.com/shareArticle?title=What%E2%80%99s%20new%20with%20GitHub%20Copilot%3A%20July%202024&url=https%3A%2F%2Fgithub.blog%2Fai-and-ml%2Fgithub-copilot%2Fwhats-new-with-github-copilot-july-2024%2F" target="_blank" rel="noopener noreferrer" class="d-flex flex-justify-center flex-items-center border circle px-2 py-2" aria-label="Share on LinkedIn"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 19 18" width="10" height="10"> <path d="M3.94 2A2 2 0 1 1 2 0a2 2 0 0 1 1.94 2zM4 5.48H0V18h4zm6.32 0H6.34V18h3.94v-6.57c0-3.66 4.77-4 4.77 0V18H19v-7.93c0-6.17-7.06-5.94-8.72-2.91z" fill="currentColor" /> </svg> </a> </li> </ul> </div> <div class="indigo-separator mt-4"></div> </div> </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-79090 post type-post status-publish format-standard has-post-thumbnail hentry category-ai-and-ml category-github-copilot tag-github-copilot tag-github-copilot-chat"> <!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.0 Transitional//EN" "http://www.w3.org/TR/REC-html40/loose.dtd"> <html><body><p>Research shows that developers only spend 25% of their workday actually coding, and the rest is spent on planning, tracking issues, repetitive tasks, or trying to understand code and projects. GitHub Copilot can help reduce the time it takes to develop the context you need before you take the next step in solving a problem. Available in the IDE or on GitHub.com, Copilot helps you work the way <em>you</em> want to work, and you can count on GitHub to keep rolling out new capabilities to take your experience to the next level.</p> <p>Take a look below to see the latest updates to GitHub Copilot, now available as a part of Copilot Enterprise.</p> <h2 id="github-copilot-chat-but-smarter">GitHub Copilot Chat—but smarter<a href="#github-copilot-chat-but-smarter" class="heading-link pl-2 text-italic text-bold" aria-label="GitHub Copilot Chat—but smarter"></a></h2> <div style="width: 3034px;" class="wp-video"><!--[if lt IE 9]><script>document.createElement('video');</script><![endif]--> <video class="wp-video-shortcode" id="video-79090-1" width="3034" height="1946" preload="metadata" controls="controls"><source type="video/mp4" src="https://github.blog/wp-content/uploads/2024/06/pr_plus_file.mp4#t=0.001" /><a href="https://github.blog/wp-content/uploads/2024/06/pr_plus_file.mp4#t=0.001">https://github.blog/wp-content/uploads/2024/06/pr_plus_file.mp4#t=0.001</a></video></div> <p>If searching for information is preventing you from getting into the flow state, you can get up to speed faster with GitHub Copilot Chat. With the <a href="https://github.blog/2022-06-21-github-copilot-is-generally-available-to-all-developers/">launch of GitHub Copilot Enterprise</a> in February, GitHub Copilot in GitHub.com gained the abilities to search both organization-specific and public repositories using natural language, the web with Bing, and knowledge base articles. We’ve since added more features to make your workflow even more seamless: Copilot Chat can now <a href="https://github.blog/changelog/2024-06-27-copilot-enterprise-knows-about-pull-requests-discussions-and-files-june-updates/#copilot-chat-in-github-com-can-now-answer-questions-about-your-pull-requests-discussions-and-files">answer questions about specific issues</a>, commits, releases, pull requests, repositories, discussions, and files on <em>any</em> branch, so you can develop context surrounding projects and get to solutions faster.</p> <h2 id="bring-your-organizations-knowledge-into-vs-code-and-visual-studio-with-copilot-chat">Bring your organization’s knowledge into VS Code and Visual Studio with Copilot Chat<a href="#bring-your-organizations-knowledge-into-vs-code-and-visual-studio-with-copilot-chat" class="heading-link pl-2 text-italic text-bold" aria-label="Bring your organization’s knowledge into VS Code and Visual Studio with Copilot Chat"></a></h2> <p>Nobody likes cycling through tabs to find what they’re looking for–with Copilot Enterprise you can do a whole lot more directly from <a href="https://github.blog/changelog/2024-06-27-copilot-enterprise-knows-about-pull-requests-discussions-and-files-june-updates/#copilot-enterprise-features-are-now-available-in-visual-studio-code-and-visual-studio">VS Code and Visual Studio</a>:</p> <h3 id="ask-questions-about-your-knowledge-bases-within-vs-code-coming-soon-to-visual-studio">Ask questions about your knowledge bases within VS Code (coming soon to Visual Studio)<a href="#ask-questions-about-your-knowledge-bases-within-vs-code-coming-soon-to-visual-studio" class="heading-link pl-2 text-italic text-bold" aria-label="Ask questions about your knowledge bases within VS Code (coming soon to Visual Studio)"></a></h3> <p>By typing <code>@github #kb</code>, you can now select a <a href="https://docs.github.com/enterprise-cloud@latest/copilot/github-copilot-enterprise/copilot-chat-in-github/managing-copilot-knowledge-bases">knowledge base</a> from the list, and then <a href="https://github.blog/changelog/2024-06-27-copilot-enterprise-knows-about-pull-requests-discussions-and-files-june-updates/#:~:text=Access%20your%20Copilot%20knowledge%20bases%20in%20Visual%20Studio%20Code%3A">enter any questions about the Markdown files across multiple repositories grouped as a knowledge base</a>. Providing the context of a knowledge to Copilot means you get organization specific suggestions tailored to your codebase and standards, unlocking organization intelligence as you and your team members implement code directly in VS Code. You can also ask questions in natural language and receive answers contained in the knowledge base.</p> <h3 id="search-across-any-of-your-repositories-in-github-from-vs-code-and-visual-studio">Search across any of your repositories in GitHub from VS Code and Visual Studio<a href="#search-across-any-of-your-repositories-in-github-from-vs-code-and-visual-studio" class="heading-link pl-2 text-italic text-bold" aria-label="Search across any of your repositories in GitHub from VS Code and Visual Studio"></a></h3> <p>If you type <code>@github</code> in Copilot Chat, you can <a href="https://github.blog/changelog/2024-06-27-copilot-enterprise-knows-about-pull-requests-discussions-and-files-june-updates/#:~:text=Get%20answers%20from%20across%20your%20entire%20codebase%20in%20Visual%20Studio%3A">ask Copilot questions about any indexed repository in GitHub.</a> Previously, Copilot could only answer questions about the currently active repository using the @workspace command in VS Code or #solution in Visual Studio, and the only way to access other repositories was to have GitHub.com available on another screen.</p> <h3 id="access-bing-search-right-from-chat-for-vs-code-and-visual-studio">Access Bing Search right from chat for VS Code and Visual Studio<a href="#access-bing-search-right-from-chat-for-vs-code-and-visual-studio" class="heading-link pl-2 text-italic text-bold" aria-label="Access Bing Search right from chat for VS Code and Visual Studio"></a></h3> <p>With web search <a href="https://github.blog/changelog/2024-06-27-copilot-enterprise-knows-about-pull-requests-discussions-and-files-june-updates/#:~:text=Chat%20with%20the%20context%20of%20the%20web%20in%20Visual%20Studio%20Code%20and%20Visual%20Studio%3A">powered by Bing integrated into the IDE</a>, you can ask questions about the latest frameworks, coding languages, and best practices all without switching contexts. Adding <code>#web</code> with <code>@github</code> signals to Copilot that this is a web search and Copilot takes care of the rest.</p> <p>And next? We’ll give Copilot additional context about GitHub primitives including pull requests, commits, release, discussions, and more–all integrated into Copilot in the IDE.</p> <h2 id="chat-better-with-github-copilot-chat">Chat better with GitHub Copilot Chat<a href="#chat-better-with-github-copilot-chat" class="heading-link pl-2 text-italic text-bold" aria-label="Chat better with GitHub Copilot Chat"></a></h2> <p>We’ve made some small-but-meaningful changes to how you can interact with Copilot Chat in GitHub.com so that it’s easier, more efficient, and more natural. Users can now type out messages while the system generates responses, navigate through message history, and stop chat generation altogether—sometimes the small changes are the big wins.</p> <h3 id="learn-more-about-github-copilot">Learn more about GitHub Copilot<a href="#learn-more-about-github-copilot" class="heading-link pl-2 text-italic text-bold" aria-label="Learn more about GitHub Copilot"></a></h3> <p>GitHub is constantly rolling out new features for Copilot to stay aligned with what developers need. Be sure to <a href="https://github.com/features/copilot">check out Copilot’s current capabilities</a> and use cases, and subscribe to our <a href="https://github.blog/changelog/label/copilot/">feature updates</a> to stay in the loop on the latest with Copilot, released monthly.</p> </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/github-copilot/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> GitHub Copilot </a> </li> <li class="my-0"> <a href="https://github.blog/tag/github-copilot-chat/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> GitHub Copilot Chat </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/16601204?v=4&s=200" width="120" height="120" media="(min-width: 768px)" /> <img class="d-block circle" src="https://avatars.githubusercontent.com/u/16601204?v=4&s=200" alt="Elle Shwer" 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/eshwer/" class="Link--primary color-fg-default">Elle Shwer</a> </h3> <p class="mb-0 f4 lh-condensed"> <a href="https://github.com/eshwer" target="_blank">@eshwer</a> </p> </header> <div class="author-bio__bio f4 lh-default"> <p>Senior Product Manager, GitHub</p> </div> </div> </article> <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/168200492?v=4&s=200" width="120" height="120" media="(min-width: 768px)" /> <img class="d-block circle" src="https://avatars.githubusercontent.com/u/168200492?v=4&s=200" alt="Stella Yang" 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/ste11as/" class="Link--primary color-fg-default">Stella Yang</a> </h3> <p class="mb-0 f4 lh-condensed"> <a href="https://github.com/ste11as" target="_blank">@ste11as</a> </p> </header> <div class="author-bio__bio f4 lh-default"> <p>Product Marketing Intern</p> </div> </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 href="https://github.blog/tag/github-copilot/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> GitHub Copilot </a> </li> <li class="my-0"> <a href="https://github.blog/tag/github-copilot-chat/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag"> GitHub Copilot Chat </a> </li> </ul> </section> <div class="position-sticky top-md-scroll"> <div class="d-none d-md-block"> </div> <section aria-labelledby="github-copilot-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="github-copilot-related-posts-title">More on <a href="https://github.blog/tag/github-copilot/" class="Link--primary">GitHub Copilot</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/does-github-copilot-improve-code-quality-heres-what-the-data-says/" class="Link--primary">Does GitHub Copilot improve code quality? 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