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color-fg-secondary mb-4">Set your business up for success with solutions to any number of common questions.</p><div class="d-flex flex-column flex-md-row mb-8 mb-lg-12"><a data-analytics-click="Homepage, click on Homepage" class="btn-mktg arrow-target-mktg btn-large-mktg mb-3 mb-md-0 mr-md-3" href="https://github.com/solutions/devsecops">Learn about DevSecOps<svg aria-hidden="true" role="presentation" xmlns="http://www.w3.org/2000/svg" class="octicon arrow-symbol-mktg" width="16" height="16" viewBox="0 0 16 16" fill="none"><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 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11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a></div><div class="Primer_Brand__Grid-module__Grid___q48mT" data-testid="Grid-:R23n6:" style="justify-items:center"><div class="Primer_Brand__Grid-module__Grid__column___HTpsw Primer_Brand__Grid-module__Grid__column--xsmall-span-12___brXS7 Primer_Brand__Grid-module__Grid__column--small-span-12___NdAWP Primer_Brand__Grid-module__Grid__column--medium-span-4___zBxBa"><div class="Primer_Brand__Card-module__Card__outer___QBN0D"><div class="Primer_Brand__Card-module__Card___ByGEk Primer_Brand__Card-module__Card--colorMode-light___LXDwj Primer_Brand__Card-module__Card--border___nNZlZ Primer_Brand__Card-module__Card--colorMode-light___LXDwj" data-ref="card-component-2U0TMcH6LxvJKJucSHXaaN"><h3 class="Primer_Brand__Heading-module__Heading___IVpmp Primer_Brand__Heading-module__Heading-font--mona-sans___SCnTx Primer_Brand__Heading-module__Heading--subhead-large____C6GZ Primer_Brand__Card-module__Card__heading___INFhp"><a href="/copilot-demo/" class="Primer_Brand__Card-module__Card__link___Ye5mq">Copilot</a></h3><p class="Primer_Brand__Text-module__Text___pecHN Primer_Brand__Text-module__Text-font--mona-sans___GpzSG Primer_Brand__Text-module__Text--muted___lTaVa Primer_Brand__Text-module__Text--200___XAIGT Primer_Brand__Card-module__Card__description___KN9CH">Bring the power of generative AI to engineering teams with GitHub Copilot. Learn how you can maximize developer velocity and innovation. </p><div class="Primer_Brand__Card-module__Card__action___C6sRY"><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__Link-module__Link--label___j8etE">Read more about Copilot</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___rkfek Primer_Brand__Link-module__Link-arrow___HBMJ9" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true"><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></div></div></div></div><div class="Primer_Brand__Grid-module__Grid__column___HTpsw Primer_Brand__Grid-module__Grid__column--xsmall-span-12___brXS7 Primer_Brand__Grid-module__Grid__column--small-span-12___NdAWP Primer_Brand__Grid-module__Grid__column--medium-span-4___zBxBa"><div class="Primer_Brand__Card-module__Card__outer___QBN0D"><div class="Primer_Brand__Card-module__Card___ByGEk Primer_Brand__Card-module__Card--colorMode-light___LXDwj Primer_Brand__Card-module__Card--border___nNZlZ Primer_Brand__Card-module__Card--colorMode-light___LXDwj" data-ref="card-component-1I3CedNV2FcIPItMiHu17F"><h3 class="Primer_Brand__Heading-module__Heading___IVpmp Primer_Brand__Heading-module__Heading-font--mona-sans___SCnTx Primer_Brand__Heading-module__Heading--subhead-large____C6GZ Primer_Brand__Card-module__Card__heading___INFhp"><a href="/security/what-is-github-advanced-security/" class="Primer_Brand__Card-module__Card__link___Ye5mq">Security</a></h3><p class="Primer_Brand__Text-module__Text___pecHN Primer_Brand__Text-module__Text-font--mona-sans___GpzSG Primer_Brand__Text-module__Text--muted___lTaVa Primer_Brand__Text-module__Text--200___XAIGT Primer_Brand__Card-module__Card__description___KN9CH">Stay one step ahead by shipping your software securely within GitHub: Identify and fix security issues directly in the developer flow.</p><div class="Primer_Brand__Card-module__Card__action___C6sRY"><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__Link-module__Link--label___j8etE">Read more about Security</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___rkfek Primer_Brand__Link-module__Link-arrow___HBMJ9" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true"><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></div></div></div></div><div class="Primer_Brand__Grid-module__Grid__column___HTpsw Primer_Brand__Grid-module__Grid__column--xsmall-span-12___brXS7 Primer_Brand__Grid-module__Grid__column--small-span-12___NdAWP Primer_Brand__Grid-module__Grid__column--medium-span-4___zBxBa"><div class="Primer_Brand__Card-module__Card__outer___QBN0D"><div class="Primer_Brand__Card-module__Card___ByGEk Primer_Brand__Card-module__Card--colorMode-light___LXDwj Primer_Brand__Card-module__Card--border___nNZlZ Primer_Brand__Card-module__Card--colorMode-light___LXDwj" data-ref="card-component-4ipZ3KUf2YKStzwgVN9OyB"><h3 class="Primer_Brand__Heading-module__Heading___IVpmp Primer_Brand__Heading-module__Heading-font--mona-sans___SCnTx Primer_Brand__Heading-module__Heading--subhead-large____C6GZ Primer_Brand__Card-module__Card__heading___INFhp"><a href="/devops/tools/compare/" class="Primer_Brand__Card-module__Card__link___Ye5mq">Why GitHub?</a></h3><p class="Primer_Brand__Text-module__Text___pecHN Primer_Brand__Text-module__Text-font--mona-sans___GpzSG Primer_Brand__Text-module__Text--muted___lTaVa Primer_Brand__Text-module__Text--200___XAIGT Primer_Brand__Card-module__Card__description___KN9CH">Learn why more than 90% of the Fortune 100 use GitHub—the leading developer platform compared to alternative solutions.</p><div class="Primer_Brand__Card-module__Card__action___C6sRY"><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__Link-module__Link--label___j8etE">Compare GitHub</span><svg class="Primer_Brand__ExpandableArrow-module__ExpandableArrow___rkfek Primer_Brand__Link-module__Link-arrow___HBMJ9" width="16" height="16" viewBox="0 0 16 16" fill="none" aria-hidden="true"><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></div></div></div></div></div></div></header><section data-nav="light-mode" class="animatable animate-fade-up"><div class="container-xl"><div id="home-featured-box" class="gradient-bg-purple-red color-fg-white rounded-2 shadow-lg d-lg-flex"><div class="flex-1 p-4 p-lg-7"><h2 class="h3-mktg mb-2">GitHub Learning Pathways</h2><p class="f3-mktg mb-4">Become a GitHub expert in 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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 stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg></a><div class="grid grid-cols-1 grid-cols-md-3 gap-8"><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Introduction to GitHub Copilot" href="/artificial-intelligence/introduction-to-github-copilot/"></a><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:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" 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="" loading="lazy" decoding="async" data-nimg="responsive" 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" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/7otpSeYrWbyYQ9YqeHMM88/f007aaa8d2b910ad961d2cfe4982c8eb/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_4.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/7otpSeYrWbyYQ9YqeHMM88/f007aaa8d2b910ad961d2cfe4982c8eb/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_4.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/7otpSeYrWbyYQ9YqeHMM88/f007aaa8d2b910ad961d2cfe4982c8eb/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_4.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/7otpSeYrWbyYQ9YqeHMM88/f007aaa8d2b910ad961d2cfe4982c8eb/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_4.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/7otpSeYrWbyYQ9YqeHMM88/f007aaa8d2b910ad961d2cfe4982c8eb/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_4.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Introduction to GitHub Copilot</span></h3><time class="text-mono mb-3 color-fg-muted">January 23, 2025</time><p class="f3-mktg color-fg-muted">Designed and backed by the leaders in AI, GitHub Copilot is an AI pair programmer that helps developers write code faster and smarter. GitHub Copilot supports multiple languages across the developer workflow. GitHub Copilot’s powerful features have been proven to help developers code up to 55% faster*, accelerate the pace of software development, and enhance the developer experience. </p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Mission Copilot Autofix: Securing the world's software" href="/artificial-intelligence/mission-copilot-autofix-securing-the-worlds-software/"></a><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:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" 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="" loading="lazy" decoding="async" data-nimg="responsive" 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" class="resource-card-image" sizes="100vw" srcSet="//images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=544&q=75 544w, //images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=768&q=75 768w, //images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=1012&q=75 1012w, //images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=1280&q=75 1280w" src="//images.ctfassets.net/wfutmusr1t3h/3odN5FgGJtbvNtKHyofyVg/0c6a692db6f77f65ce765e7e3369d13b/AI_Background_-_Artificial_Intelligence_pillar_-_Dark_1.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Mission Copilot Autofix: Securing the world's software</span></h3><time class="text-mono mb-3 color-fg-muted">January 17, 2025</time><p class="f3-mktg color-fg-muted">AI is far from reaching its peak in application security. How GitHub applies AI to help streamline remediation and enhance alert interpretability.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/security/">Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/github-advanced-security/">GitHub Advanced Security</a></div></div><div class="resource-card animatable animate-fade-up " data-testid="page-thumbnail"><a class="resource-card-overlay-link" aria-label="Go to page: Found means fixed: Addressing security debt at scale" href="/security/mission-copilot-autofix-securing-the-worlds-software/"></a><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:relative"><span style="box-sizing:border-box;display:block;width:initial;height:initial;background:none;opacity:1;border:0;margin:0;padding:0;padding-top:52.5%"></span><img alt="" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="responsive" class="resource-card-image" 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="" loading="lazy" decoding="async" data-nimg="responsive" 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" class="resource-card-image" sizes="100vw" srcSet="/assets/images/defaults/default-3.png?w=544&q=75 544w, /assets/images/defaults/default-3.png?w=768&q=75 768w, /assets/images/defaults/default-3.png?w=1012&q=75 1012w, /assets/images/defaults/default-3.png?w=1280&q=75 1280w" src="/assets/images/defaults/default-3.png?w=1280&q=75"/></noscript></span><h3 class="h4-mktg font-weight-semibold heading"><span>Found means fixed: Addressing security debt at scale</span></h3><time class="text-mono mb-3 color-fg-muted">January 15, 2025</time><p class="f3-mktg color-fg-muted">Software vulnerabilities accumulate over time, creating security debt. While traditional AppSec tools identify issues, fixing them remains challenging due to limited expertise and time.</p><div class="text-mono f5 mt-4"><a class="Link--primary no-underline resource-card-tag" href="/topics/github-advanced-security/">GitHub Advanced Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/security/">Security</a>, <a class="Link--primary no-underline resource-card-tag" href="/topics/ai/">AI</a></div></div></div></div></section></div><section class="section gradient-bg-purple-red color-fg-white" data-nav="dark-mode blur-mode"><div class="container-md"><blockquote class="position-relative"><p class="h3-mktg font-weight-medium lh-relaxed mb-4 animatable animate-fade-up"><span class="position-absolute offset-n1 h2-mktg">“</span> <!-- -->Designed to empower Developers with access to the tools and features they need for streamlined collaboration.</p><footer><p class="text-mono animatable animate-fade-up"><span>Aicha Bah Gersing</span><span> // </span><span>Senior Director, Premium Support</span></p><span style="box-sizing:border-box;display:inline-block;overflow:hidden;width:56px;height:56px;background:none;opacity:1;border:0;margin:0;padding:0;position:relative"><img alt="Senior Director, Premium Support" src="data:image/gif;base64,R0lGODlhAQABAIAAAAAAAP///yH5BAEAAAAALAAAAAABAAEAAAIBRAA7" decoding="async" data-nimg="fixed" class="circle animatable animate-fade-up" 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%"/><noscript><img alt="Senior Director, Premium Support" loading="lazy" decoding="async" data-nimg="fixed" 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%" class="circle animatable animate-fade-up" srcSet="https://images.ctfassets.net/wfutmusr1t3h/5bVl2ywSDepuOd6POZU5z0/551ff91b5cd860154f47a4eb317ef2eb/75330651.png?w=64&q=75 1x, https://images.ctfassets.net/wfutmusr1t3h/5bVl2ywSDepuOd6POZU5z0/551ff91b5cd860154f47a4eb317ef2eb/75330651.png?w=128&q=75 2x" src="https://images.ctfassets.net/wfutmusr1t3h/5bVl2ywSDepuOd6POZU5z0/551ff91b5cd860154f47a4eb317ef2eb/75330651.png?w=128&q=75"/></noscript></span></footer></blockquote></div></section><div class="color-bg-dark color-fg-white dark-mode bg-glow-pry" data-color-mode="dark" data-dark-theme="dark" data-nav="dark-mode" id="home-endcap"><section class="section"><div class="container-xl d-flex flex-column flex-items-center flex-justify-center"><h2 class="h1-mktg text-center mb-4 animatable animate-fade-up" style="max-width:800px">Accelerate innovation with the platform developers love</h2><p class="f3-mktg text-center color-fg-secondary mb-7 animatable animate-fade-up" style="max-width:800px">At GitHub, you can build what’s next with the industry’s most complete developer platform. 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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></div></div></div><div class="Primer_Brand__Card-module__Card__outer___QBN0D"><div class="Primer_Brand__Card-module__Card___ByGEk Primer_Brand__Card-module__Card--colorMode-light___LXDwj Primer_Brand__Card-module__Card--border___nNZlZ Primer_Brand__Card-module__Card--colorMode-light___LXDwj feature-box feature-box-gray rounded-2" data-ref="card-component-7qfaWinMWvgWPt0LekbXPw"><h3 class="Primer_Brand__Heading-module__Heading___IVpmp Primer_Brand__Heading-module__Heading-font--mona-sans___SCnTx Primer_Brand__Heading-module__Heading--subhead-large____C6GZ Primer_Brand__Card-module__Card__heading___INFhp"><a href="https://github.com/features/packages" 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Page for /developer-productivity/engineering-team-focus","title":"The art of engineering team focus: less is more","description":"What if the key to shipping more is actually doing less?","body":"Authors: Jakub Oleksy | [@JakubOleksy](https://github.com/JakubOleksy) and Matt Nigh | [@mattnigh](https://github.com/mattnigh)\n\nAs engineering leaders, we’re always being asked to get the most out of engineering teams. This is most often measured by what things we can ship, and how fast. But it can be easy to fall into a common trap: doing too much at once, convinced that more parallel work means more output. \n\nWe often fool ourselves into thinking that we’re making progress by simply having at least someone spending cycles on each thing.\n\n*But what if the key to shipping more is actually doing less?*\n\nFirst, we have to acknowledge that until we ship something and it is being used, it’s not valuable. So our goal should always be to get things out.\n\nOnce things are out, we can learn, adapt, and adjust—including deciding to not further pursue. \n\nThis seems obvious; we should, after all, always prioritize finishing what we deem most critical. \n\nSo, where do we fall short? Most often it is simply our inability to say no. The other things are also great ideas and it's hard to not at least try to do them. But each of these decisions (or, really, lack of decisions) only delays the things that are most important.\n\nThe other, related problem, is that even if we do select the most important work, we often execute on it in a monolithic fashion. That means it’s hard to pivot if needed, until we finish. \n\nThere are some core principles we should follow as we look to run nimble engineering teams that ship ongoing value to our customers:\n- Make all work visible\n- Define work in small chunks\n- Limit work in progress\n- Fund to capacity\n- Bonus: leave capacity for the unknown\n\n### Make all work visible\nAs engineering leaders, we often think we have a clear picture of what our teams are working on. \n\u003e Making work visible makes it impossible to ignore reality. When you see everything written down in one place, you can't maintain the fiction that your team can handle \"just one more small feature.\" \n\nThe list becomes your reality check, your shield against overcommitment, and your tool for having honest conversations about capacity and priorities. But visibility isn't just about seeing problems—it's about enabling solutions. \n\nWhen you can see all the work your team is focused on, you can:\n\n- Make informed decisions about what to prioritize\n- Identify which work to stop or pause\n- Keep teams focused on completing rather than just starting\n\nThink of it like packing a suitcase. You can keep cramming things in until the zipper breaks, or you can lay everything out on the bed first, see what you're really dealing with, and make conscious choices about what makes the cut.\n\nRemember: the goal isn't to track everything forever. The goal is to see reality clearly enough to make better decisions about where your team's time and energy should go. Because in the end, the most productive teams aren't the ones doing everything—they're the ones doing the right things, and finishing them.\n### Define work in small chunks\nOne of the most powerful shifts you can make in your engineering organization is breaking work into smaller pieces. I learned this lesson repeatedly throughout my career, most often when I needed to adjust course and had to deal with the consequences of stopping things mid-flight. \n\n\u003e When you let work items grow too large, they become black holes that consume your team's energy without showing meaningful progress. Talented teams can get stuck in months-long development cycles, their momentum grinding to a halt as they chase ever-moving finish lines.\n\n__The magic happens when you constrain work to one-to-two week increments.__ This isn't arbitrary—it's about human psychology and team dynamics. When developers can complete meaningful work within a week, they experience regular wins. They stay motivated. They maintain their flow state. Most importantly, they can pivot quickly when needed without throwing away months of work.\n\nBreaking work into smaller chunks also creates moments in time for reflection and adjustment. At GitHub, this approach helped us evolve from shipping massive internal tools to making iterative improvements that benefited both our internal development teams and our customers. Each small chunk gave us the opportunity to ask: \"Is this still taking us in the right direction?\"\n\nSmall chunks enable better collaboration too. When work is constrained to one-to-two weeks:\n\n- Code reviews become more manageable\n- Knowledge sharing happens naturally\n- Teams can pair effectively\n- Feedback loops tighten\n- Deployment risk decreases\n\n__But here's what really matters: small chunks of work help support developer flow.__ When developers can see the finish line, when they know they can complete something meaningful in a short time frame, they stay focused. They don't get lost in the complexity of massive features. They maintain momentum.\n\nI've seen the difference this makes in code quality too. Smaller chunks mean more focused testing, more thorough reviews, and fewer risks in deployment. It's the difference between trying to review 1,000 lines of code at once versus reviewing 100 lines five times over a two-week period. Which do you think gets better scrutiny?\n\nThis might feel slower. And in fact, if you could plan a feature perfectly from day one that takes X months to finish and then just execute on it straight through, you would likely get it done faster. \n\nHowever, it’s important to consider the risks. First, the risk of having the wrong plan from the onset and not having any defined milestones to reflect. Next, the cost of pivoting the team's work if something else, unforeseen, becomes a higher priority. And finally, scope creep will inevitably occur, the size of which is often proportional to the total size of the project. \n\nYou're not trying to slow down development by breaking things into smaller pieces. You're actually speeding it up by making progress visible, maintaining momentum, and enabling your team to deliver value continuously rather than in sporadic, massive chunks. And when you cross that finish line, you’re doing so while still feeling good, instead of exhausted from an unpredictable race.\n\nOne key practice to make this successful is starting every 1-2 week sprint with a deep planning session that outlines exactly what the exit criteria are, who is doing what and breaking that work down to even smaller pieces, often by identifying tasks that will take half a day or even less.\n### Limit work in progress\nMultiple features per developer might seem like a path to higher productivity, but it's actually a productivity killer. \n\u003e When developers juggle multiple projects, it can be challenging to make meaningful progress on any of them. It's like trying to cook five meals at once—you'll likely burn something, forget ingredients, or end up with everything taking twice as long.\n\nContext switching becomes particularly costly. Every time a developer shifts between features, they need to reorient themselves around the entire context of a new feature—the requirements, the technical constraints, the related code, and the outstanding questions, among other things. Research suggests [it can take up to 23 minutes to fully regain focus](https://lifehacker.com/how-long-it-takes-to-get-back-on-track-after-a-distract-1720708353) after a switch. With multiple features in flight, developers spend more time context switching than actually writing code.\n\nQuality may suffer too. When attention is divided across multiple features, important details can get missed, edge cases go unconsidered, and technical debt accumulates. We've seen this pattern repeatedly at GitHub: the more work in progress, the higher the bug count and the lower the overall code quality.\n\nPerhaps most importantly, team frustration sets in. Developers thrive on the satisfaction of completing work and shipping features to users. When everything is \"in progress\" but nothing is getting done, morale takes a hit. I've watched talented teams become discouraged simply because they couldn't see their impact. Instead,they were too spread thin across too many initiatives.\n\nThe solution isn't working longer hours or pushing harder. It's doing less at once. When we limit the work that’s in progress and focus our teams on one or two features at a time, we actually ship more—and we ship better quality work with happier developers.\n\n### How do we know when teams take on too much work simultaneously?\n__Indicators at the team-level include:__\n- Multiple active features per developer (e.g., four-plus concurrent tasks)\n- Features taking weeks or months longer than estimated\n- Many partially completed features, few shipped ones\n\n__Indicators for individual developers:__\n- Difficulty maintaining focus or getting into flow state\n- Long delays in responding to code reviews\n- Increased time spent in status meetings explaining in-flight work\n- Difficulty articulating current priorities\n- Large pull requests (PR)\n\n__Morale symptoms__\n- Team frustration from lack of completion\n- Decreased sense of impact and accomplishment\n- Rising stress levels from juggling multiple priorities\n- Burnout from constant task switching\n- Loss of enthusiasm for new initiatives\n\n__Delivery patterns__\n- Many features at 80% complete, few at 100%\n- Increasing time between deployments\n- Features being abandoned mid development\n- Rising number of emergency fixes\n- Longer cycle times from start to completion\n\n### Fund to capacity\nThis is the idea that you should fully fund your highest priority work before moving on to the next thing. It's a simple concept that challenges a common anti-pattern I've seen across many engineering organizations—the \"one developer, one feature\" approach.\n\nHere's what typically happens: You have a team of eight developers, so you assign eight different features, one to each developer. It seems logical, right? Everyone's busy, everything's moving forward. But this is actually a recipe for slower delivery and fragmented knowledge.\n\nI often see managers do this because every individual on the team wants projects that can get them promoted. Managers think the only way to do this is for every developer to lead a project, so naturally, they create a project for every developer.\n\u003e Try this: Take your top priority and put as many developers on it as you can—until they're literally stepping on each other's toes. Only then should you move on to the next priority. This is what we call \"funding to capacity,\" and it's transformative.\n\nLet me be clear about why this works. When you swarm as a team on a single feature:\n\n- Knowledge spreads naturally across the team\n- Solutions emerge faster through collaboration\n- Code quality improves through real-time peer review\n- The feature ships significantly faster\n- Team energy builds through shared accomplishment\n\nAt GitHub, we've seen this approach repeatedly outperform individual assignments. For instance, when we tackled our deployment pipeline improvements, we didn't distribute the work across individual developers. We swarmed it. The result? Not only did we ship faster, but we ended up with a team of developers who all understood the deployment system deeply, rather than just one or two experts.\n\nHere's something that might be controversial: in this model, it can be helpful to pair developers to work on a discrete task. Yes, it might seem like you're \"wasting\" a developer's time by having them work together. But think about the hidden costs of isolation—knowledge silos, longer review cycles, lower code quality, and the bus factor of having only one person who understands each feature.\n\nWhen you fund work to capacity, you're not just optimizing for speed.You're building team resilience. Every feature becomes a shared learning opportunity. Every challenge becomes a chance for collective problem solving. You're creating an environment where developers aren't just coding—they're growing together. \n\nAnd reflecting on the desire for individuals to get promoted, this is where what you reward is what you get. Promote those individuals that embrace the team over individual accomplishments, those that strive to improve the outcomes, together, rather than those that think individual productivity is the key to success.\n### Leave room for the unknown\nA highway operating at 100% capacity isn't a highway—it's a parking lot. The same principle applies to engineering teams. You need space to absorb the unexpected. Some teams might need less, others more. \n\u003e If your team is working at 100% capacity, you're actually operating at a deficit. Because here's the reality—unplanned work isn't actually unplanned. It's inevitable. What's unplanned is just the timing and the specifics.\n\n__Here's what happens when you don't leave room for the unknown:__\n\n- Teams become reactive instead of creative\n- Quality suffers as corners are cut to \"make up time\"\n- Developer satisfaction plummets\n- Innovation decreases because there's less space to experiment\n- Technical debt accumulates because there's never time to address it\n\n__But when you deliberately maintain buffer capacity:__\n\n- Teams can respond to issues without derailing planned work\n- Developers have space to think creatively about solutions\n- There's room for learning, experimentation, and innovation\n- Quality remains high because teams aren't constantly rushing\n- Morale stays strong because the pace is sustainable\n\nHere's a counterintuitive truth: Teams with built-in buffer capacity often deliver more than teams running at \"full\" capacity. They're more innovative, more resilient, and ultimately more productive. Because when everything is an emergency, nothing gets done well.\n\n__So what's the right amount of buffer?__ Start with 20% and adjust based on your team's needs. Infrastructure teams might need more, feature development teams might need less. The key is to be intentional about it. Don't treat buffer capacity as waste—treat it as a crucial investment in your team's ability to handle reality.\n\nYour team's capacity isn't just about the work you can predict. It's about maintaining the resilience to handle what you can't predict while keeping your developers creative, engaged, and doing their best work.\n### Take this with you\nWe learned that the path to shipping more wasn't about increasing our velocity or adding more developers—it was about having the discipline to do less at once.\nThe formula is deceptively simple:\n- Make work visible so you can't hide from reality\n- Break it into small chunks that maintain momentum\n- Limit work in progress to enable focus\n- Fund priority work to capacity\n- Leave room for the unexpected\n\nBut simple doesn't mean easy. These principles challenge our instincts as leaders. They require us to say no more often than yes. They demand that we resist the siren call of parallel work and trust that focusing on fewer things will actually help us ship more.\nYour team's true capacity isn't measured by how many features they can juggle, but by how effectively they can deliver value to your customers. 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It also aligns teams, from IT to engineering to security, removing siloed workstreams and promoting collaboration. As great as this sounds, pulling together your DevOps processes and tools requires some practice to make your strategy perfect.","body":"If you're just [getting started](https://github.com/resources/articles/devops/what-is-devops), or working to make positive shifts within your existing DevOps or DevSecOps team, you're not alone. Companies are increasingly investing in DevOps solutions: the market is expected to grow at a compound annual [growth rate of 21.20%](https://www.polarismarketresearch.com/industry-analysis/devops-market#:~:text=The%20global%20devops%20market%20was,21.20%25%20during%20the%20forecast%20period.) between 2024 and 2032. 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