https://github.blog/open-source/maintainers/how-we-built-good-first-issues/

掃描 ID：: e4070f9b-4a92-4724-bf81-c66c4bff1ad8已完成
已提交的 URL：: https://github.blog/2020-01-22-how-we-built-good-first-issues/已重新導向
報告完成時間：: 2024年12月17日 05:52:49
連結 · 找到 49 個

從頁面中識別的傳出連結
連結	Text
https://github.com	GitHub homepage
https://docs.github.com/	Go to Docs Go to Docs
https://github.com/customer-stories	Learn more Learn more
https://docs.github.com/en/copilot/quickstart?utm_source=github&utm_medium=blog&utm_campaign=topnav	Try GitHub Copilot
https://github.com/enterprise/contact?ref_cta=contact%2520sales&ref_loc=banner&ref_page=blog	Contact sales
https://docs.github.com/en/get-started	Learn more
https://resources.github.com/artificial-intelligence/how-enterprise-engineering-teams-can-successfully-adopt-ai/	Learn more
https://resources.github.com/software-development/innersource/	Learn more
https://resources.github.com/security/the-enterprise-guide-to-ai-powered-devsecops/	The enterprise guide to AI-powered DevSecOps
https://github.com/tiferet	GitHub profile of tiferet@tiferet
JavaScript 變數 · 找到 20 個

在頁面的視窗物件上載入的全域 JavaScript 變數是在函數外部宣告的變數，可從目前範圍內程式碼中的任何位置存取
名稱	類型
onbeforetoggle	object
documentPictureInPicture	object
onscrollend	object
_wpemojiSettings	object
_ghcc	object
oneDS4	object
oneDS	object
__tsUtils$gblCfg	object
__dynProto$Gbl	object
wp	object
主控台記錄訊息 · 找到 0 條

記錄到 Web 主控台的訊息
HTML

頁面的原始 HTML 主體
<!DOCTYPE html><html lang="en-US" class="mt-0"><head>
	<meta charset="UTF-8">
	<meta name="viewport" content="width=device-width, initial-scale=1">
	<link rel="profile" href="https://gmpg.org/xfn/11">
	<link rel="icon" type="image/x-icon" href="https://github.githubassets.com/favicon.ico">
	<meta name="robots" content="index, follow, max-image-preview:large, max-snippet:-1, max-video-preview:-1">
	<style>img:is([sizes="auto" i], [sizes^="auto," i]) { contain-intrinsic-size: 3000px 1500px }</style>
	
	<!-- This site is optimized with the Yoast SEO Premium plugin v23.7 (Yoast SEO v23.7) - https://yoast.com/wordpress/plugins/seo/ -->
	<title>How we built the good first issues feature - The GitHub Blog</title>
	<meta name="description" content="We've recently launched good first issues recommendations to help new contributors find easy gateways into open source projects. Read about the machine learning engine behind these recommendations.">
	<link rel="canonical" href="https://github.blog/open-source/maintainers/how-we-built-good-first-issues/">
	<meta property="og:locale" content="en_US">
	<meta property="og:type" content="article">
	<meta property="og:title" content="Behind good first issues">
	<meta property="og:description" content="We've recently launched good first issues recommendations to help new contributors find easy gateways into open source projects. Read about the machine learning engine behind these recommendations.">
	<meta property="og:url" content="https://github.blog/open-source/maintainers/how-we-built-good-first-issues/">
	<meta property="og:site_name" content="The GitHub Blog">
	<meta property="article:published_time" content="2020-01-22T17:00:27+00:00">
	<meta property="article:modified_time" content="2020-04-16T21:23:45+00:00">
	<meta property="og:image" content="https://github.blog/wp-content/uploads/2019/03/engineering-social.png?fit=1201%2C630">
	<meta property="og:image:width" content="1201">
	<meta property="og:image:height" content="630">
	<meta property="og:image:type" content="image/png">
	<meta name="author" content="Tiferet Gazit">
	<meta name="twitter:card" content="summary_large_image">
	<meta name="twitter:title" content="Behind good first issues">
	<meta name="twitter:description" content="We've recently launched good first issues recommendations to help new contributors find easy gateways into open source projects. Read about the machine learning engine behind these recommendations.">
	<meta name="twitter:image" content="https://github.blog/wp-content/uploads/2019/03/engineering-social.png?fit=1201%2C630">
	<meta name="twitter:label1" content="Written by">
	<meta name="twitter:data1" content="Tiferet Gazit">
	<meta name="twitter:label2" content="Est. reading time">
	<meta name="twitter:data2" content="5 minutes">
	<script type="application/ld+json" class="yoast-schema-graph">{"@context":"https://schema.org","@graph":[{"@type":"WebPage","@id":"https://github.blog/open-source/maintainers/how-we-built-good-first-issues/","url":"https://github.blog/open-source/maintainers/how-we-built-good-first-issues/","name":"How we built the good first issues feature - The GitHub Blog","isPartOf":{"@id":"https://github.blog/#website"},"primaryImageOfPage":{"@id":"https://github.blog/open-source/maintainers/how-we-built-good-first-issues/#primaryimage"},"image":{"@id":"https://github.blog/open-source/maintainers/how-we-built-good-first-issues/#primaryimage"},"thumbnailUrl":"https://github.blog/wp-content/uploads/2019/03/engineering-social.png?fit=1201%2C630","datePublished":"2020-01-22T17:00:27+00:00","dateModified":"2020-04-16T21:23:45+00:00","author":{"@id":"https://github.blog/#/schema/person/7f6401365c2f26e1a8687e90aed57ba6"},"description":"We've recently launched good first issues recommendations to help new contributors find easy gateways into open source projects. Read about the machine learning engine behind these recommendations.","breadcrumb":{"@id":"https://github.blog/open-source/maintainers/how-we-built-good-first-issues/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https://github.blog/open-source/maintainers/how-we-built-good-first-issues/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https://github.blog/open-source/maintainers/how-we-built-good-first-issues/#primaryimage","url":"https://github.blog/wp-content/uploads/2019/03/engineering-social.png?fit=1201%2C630","contentUrl":"https://github.blog/wp-content/uploads/2019/03/engineering-social.png?fit=1201%2C630","width":1201,"height":630},{"@type":"BreadcrumbList","@id":"https://github.blog/open-source/maintainers/how-we-built-good-first-issues/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://github.blog/"},{"@type":"ListItem","position":2,"name":"Open Source","item":"https://github.blog/open-source/"},{"@type":"ListItem","position":3,"name":"Maintainers","item":"https://github.blog/open-source/maintainers/"},{"@type":"ListItem","position":4,"name":"How we built the good first issues feature"}]},{"@type":"WebSite","@id":"https://github.blog/#website","url":"https://github.blog/","name":"The GitHub Blog","description":"Updates, ideas, and inspiration from GitHub to help developers build and design software.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://github.blog/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https://github.blog/#/schema/person/7f6401365c2f26e1a8687e90aed57ba6","name":"Tiferet Gazit","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https://github.blog/#/schema/person/image/26c4ebb2b6f7462fe7c70ad3628bf687","url":"https://secure.gravatar.com/avatar/0cd73c9f3e69a74a6b979678d434bc2d?s=96&d=mm&r=g","contentUrl":"https://secure.gravatar.com/avatar/0cd73c9f3e69a74a6b979678d434bc2d?s=96&d=mm&r=g","caption":"Tiferet Gazit"},"url":"https://github.blog/author/tiferet/"}]}</script>
	<!-- / Yoast SEO Premium plugin. -->


<link rel="dns-prefetch" href="//ghcc.githubassets.com">
<link rel="dns-prefetch" href="//js.monitor.azure.com">
<link rel="dns-prefetch" href="//cdnjs.cloudflare.com">
<link rel="dns-prefetch" href="//analytics.githubassets.com">
<link rel="dns-prefetch" href="//stats.wp.com">
<link rel="dns-prefetch" href="//v0.wordpress.com">
<link rel="alternate" type="application/rss+xml" title="The GitHub Blog » Feed" href="https://github.blog/feed/">
<link rel="alternate" type="application/rss+xml" title="The GitHub Blog » Comments Feed" href="https://github.blog/comments/feed/">
<script>
window._wpemojiSettings = {"baseUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/","ext":".png","svgUrl":"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/svg\/","svgExt":".svg","source":{"concatemoji":"https:\/\/github.blog\/wp-includes\/js\/wp-emoji-release.min.js?ver=6.7.1"}};
/*! This file is auto-generated */
!function(i,n){var o,s,e;function c(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(o,JSON.stringify(t))}catch(e){}}function p(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data),r=(e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0),new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data));return t.every(function(e,t){return e===r[t]})}function u(e,t,n){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\uddfa\ud83c\uddf3","\ud83c\uddfa\u200b\ud83c\uddf3")&&!n(e,"\ud83c\udff4\udb40\udc67\udb40\udc62\udb40\udc65\udb40\udc6e\udb40\udc67\udb40\udc7f","\ud83c\udff4\u200b\udb40\udc67\u200b\udb40\udc62\u200b\udb40\udc65\u200b\udb40\udc6e\u200b\udb40\udc67\u200b\udb40\udc7f");case"emoji":return!n(e,"\ud83d\udc26\u200d\u2b1b","\ud83d\udc26\u200b\u2b1b")}return!1}function f(e,t,n){var r="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):i.createElement("canvas"),a=r.getContext("2d",{willReadFrequently:!0}),o=(a.textBaseline="top",a.font="600 32px Arial",{});return e.forEach(function(e){o[e]=t(a,e,n)}),o}function t(e){var t=i.createElement("script");t.src=e,t.defer=!0,i.head.appendChild(t)}"undefined"!=typeof Promise&&(o="wpEmojiSettingsSupports",s=["flag","emoji"],n.supports={everything:!0,everythingExceptFlag:!0},e=new Promise(function(e){i.addEventListener("DOMContentLoaded",e,{once:!0})}),new Promise(function(t){var n=function(){try{var e=JSON.parse(sessionStorage.getItem(o));if("object"==typeof e&&"number"==typeof e.timestamp&&(new Date).valueOf()<e.timestamp+604800&&"object"==typeof e.supportTests)return e.supportTests}catch(e){}return null}();if(!n){if("undefined"!=typeof Worker&&"undefined"!=typeof OffscreenCanvas&&"undefined"!=typeof URL&&URL.createObjectURL&&"undefined"!=typeof Blob)try{var e="postMessage("+f.toString()+"("+[JSON.stringify(s),u.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"}),a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=function(e){c(n=e.data),a.terminate(),t(n)})}catch(e){}c(n=f(s,u,p))}t(n)}).then(function(e){for(var t in e)n.supports[t]=e[t],n.supports.everything=n.supports.everything&&n.supports[t],"flag"!==t&&(n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&n.supports[t]);n.supports.everythingExceptFlag=n.supports.everythingExceptFlag&&!n.supports.flag,n.DOMReady=!1,n.readyCallback=function(){n.DOMReady=!0}}).then(function(){return e}).then(function(){var e;n.supports.everything||(n.readyCallback(),(e=n.source||{}).concatemoji?t(e.concatemoji):e.wpemoji&&e.twemoji&&(t(e.twemoji),t(e.wpemoji)))}))}((window,document),window._wpemojiSettings);
</script>
<style id="wp-emoji-styles-inline-css">

	img.wp-smiley, img.emoji {
		display: inline !important;
		border: none !important;
		box-shadow: none !important;
		height: 1em !important;
		width: 1em !important;
		margin: 0 0.07em !important;
		vertical-align: -0.1em !important;
		background: none !important;
		padding: 0 !important;
	}
</style>
<link rel="stylesheet" id="all-css-2" href="https://github.blog/wp-includes/css/dist/block-library/style.min.css?m=1732206022g" type="text/css" media="all">
<style id="co-authors-plus-coauthors-style-inline-css">
.wp-block-co-authors-plus-coauthors.is-layout-flow [class*=wp-block-co-authors-plus]{display:inline}

</style>
<style id="co-authors-plus-avatar-style-inline-css">
.wp-block-co-authors-plus-avatar :where(img){height:auto;max-width:100%;vertical-align:bottom}.wp-block-co-authors-plus-coauthors.is-layout-flow .wp-block-co-authors-plus-avatar :where(img){vertical-align:middle}.wp-block-co-authors-plus-avatar:is(.alignleft,.alignright){display:table}.wp-block-co-authors-plus-avatar.aligncenter{display:table;margin-inline:auto}

</style>
<style id="co-authors-plus-image-style-inline-css">
.wp-block-co-authors-plus-image{margin-bottom:0}.wp-block-co-authors-plus-image :where(img){height:auto;max-width:100%;vertical-align:bottom}.wp-block-co-authors-plus-coauthors.is-layout-flow .wp-block-co-authors-plus-image :where(img){vertical-align:middle}.wp-block-co-authors-plus-image:is(.alignfull,.alignwide) :where(img){width:100%}.wp-block-co-authors-plus-image:is(.alignleft,.alignright){display:table}.wp-block-co-authors-plus-image.aligncenter{display:table;margin-inline:auto}

</style>
<style id="safe-svg-svg-icon-style-inline-css">
.safe-svg-cover{text-align:center}.safe-svg-cover .safe-svg-inside{display:inline-block;max-width:100%}.safe-svg-cover svg{height:100%;max-height:100%;max-width:100%;width:100%}

</style>
<style id="jetpack-sharing-buttons-style-inline-css">
.jetpack-sharing-buttons__services-list{display:flex;flex-direction:row;flex-wrap:wrap;gap:0;list-style-type:none;margin:5px;padding:0}.jetpack-sharing-buttons__services-list.has-small-icon-size{font-size:12px}.jetpack-sharing-buttons__services-list.has-normal-icon-size{font-size:16px}.jetpack-sharing-buttons__services-list.has-large-icon-size{font-size:24px}.jetpack-sharing-buttons__services-list.has-huge-icon-size{font-size:36px}@media print{.jetpack-sharing-buttons__services-list{display:none!important}}.editor-styles-wrapper .wp-block-jetpack-sharing-buttons{gap:0;padding-inline-start:0}ul.jetpack-sharing-buttons__services-list.has-background{padding:1.25em 2.375em}
</style>
<style id="classic-theme-styles-inline-css">
/*! This file is auto-generated */
.wp-block-button__link{color:#fff;background-color:#32373c;border-radius:9999px;box-shadow:none;text-decoration:none;padding:calc(.667em + 2px) calc(1.333em + 2px);font-size:1.125em}.wp-block-file__button{background:#32373c;color:#fff;text-decoration:none}
</style>
<style id="global-styles-inline-css">
:root{--wp--preset--aspect-ratio--square: 1;--wp--preset--aspect-ratio--4-3: 4/3;--wp--preset--aspect-ratio--3-4: 3/4;--wp--preset--aspect-ratio--3-2: 3/2;--wp--preset--aspect-ratio--2-3: 2/3;--wp--preset--aspect-ratio--16-9: 16/9;--wp--preset--aspect-ratio--9-16: 9/16;--wp--preset--color--black: #000000;--wp--preset--color--cyan-bluish-gray: #abb8c3;--wp--preset--color--white: #ffffff;--wp--preset--color--pale-pink: #f78da7;--wp--preset--color--vivid-red: #cf2e2e;--wp--preset--color--luminous-vivid-orange: #ff6900;--wp--preset--color--luminous-vivid-amber: #fcb900;--wp--preset--color--light-green-cyan: #7bdcb5;--wp--preset--color--vivid-green-cyan: #00d084;--wp--preset--color--pale-cyan-blue: #8ed1fc;--wp--preset--color--vivid-cyan-blue: #0693e3;--wp--preset--color--vivid-purple: #9b51e0;--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple: linear-gradient(135deg,rgba(6,147,227,1) 0%,rgb(155,81,224) 100%);--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan: linear-gradient(135deg,rgb(122,220,180) 0%,rgb(0,208,130) 100%);--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange: linear-gradient(135deg,rgba(252,185,0,1) 0%,rgba(255,105,0,1) 100%);--wp--preset--gradient--luminous-vivid-orange-to-vivid-red: linear-gradient(135deg,rgba(255,105,0,1) 0%,rgb(207,46,46) 100%);--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray: linear-gradient(135deg,rgb(238,238,238) 0%,rgb(169,184,195) 100%);--wp--preset--gradient--cool-to-warm-spectrum: linear-gradient(135deg,rgb(74,234,220) 0%,rgb(151,120,209) 20%,rgb(207,42,186) 40%,rgb(238,44,130) 60%,rgb(251,105,98) 80%,rgb(254,248,76) 100%);--wp--preset--gradient--blush-light-purple: linear-gradient(135deg,rgb(255,206,236) 0%,rgb(152,150,240) 100%);--wp--preset--gradient--blush-bordeaux: linear-gradient(135deg,rgb(254,205,165) 0%,rgb(254,45,45) 50%,rgb(107,0,62) 100%);--wp--preset--gradient--luminous-dusk: linear-gradient(135deg,rgb(255,203,112) 0%,rgb(199,81,192) 50%,rgb(65,88,208) 100%);--wp--preset--gradient--pale-ocean: linear-gradient(135deg,rgb(255,245,203) 0%,rgb(182,227,212) 50%,rgb(51,167,181) 100%);--wp--preset--gradient--electric-grass: linear-gradient(135deg,rgb(202,248,128) 0%,rgb(113,206,126) 100%);--wp--preset--gradient--midnight: linear-gradient(135deg,rgb(2,3,129) 0%,rgb(40,116,252) 100%);--wp--preset--font-size--small: 13px;--wp--preset--font-size--medium: 20px;--wp--preset--font-size--large: 36px;--wp--preset--font-size--x-large: 42px;--wp--preset--spacing--20: 0.44rem;--wp--preset--spacing--30: 0.67rem;--wp--preset--spacing--40: 1rem;--wp--preset--spacing--50: 1.5rem;--wp--preset--spacing--60: 2.25rem;--wp--preset--spacing--70: 3.38rem;--wp--preset--spacing--80: 5.06rem;--wp--preset--shadow--natural: 6px 6px 9px rgba(0, 0, 0, 0.2);--wp--preset--shadow--deep: 12px 12px 50px rgba(0, 0, 0, 0.4);--wp--preset--shadow--sharp: 6px 6px 0px rgba(0, 0, 0, 0.2);--wp--preset--shadow--outlined: 6px 6px 0px -3px rgba(255, 255, 255, 1), 6px 6px rgba(0, 0, 0, 1);--wp--preset--shadow--crisp: 6px 6px 0px rgba(0, 0, 0, 1);}:where(.is-layout-flex){gap: 0.5em;}:where(.is-layout-grid){gap: 0.5em;}body .is-layout-flex{display: flex;}.is-layout-flex{flex-wrap: wrap;align-items: center;}.is-layout-flex > :is(*, div){margin: 0;}body .is-layout-grid{display: grid;}.is-layout-grid > :is(*, div){margin: 0;}:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}.has-black-color{color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-color{color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-color{color: var(--wp--preset--color--white) !important;}.has-pale-pink-color{color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-color{color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-color{color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-color{color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-color{color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-color{color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-color{color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-color{color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-color{color: var(--wp--preset--color--vivid-purple) !important;}.has-black-background-color{background-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-background-color{background-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-background-color{background-color: var(--wp--preset--color--white) !important;}.has-pale-pink-background-color{background-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-background-color{background-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-background-color{background-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-background-color{background-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-background-color{background-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-background-color{background-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-background-color{background-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-background-color{background-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-background-color{background-color: var(--wp--preset--color--vivid-purple) !important;}.has-black-border-color{border-color: var(--wp--preset--color--black) !important;}.has-cyan-bluish-gray-border-color{border-color: var(--wp--preset--color--cyan-bluish-gray) !important;}.has-white-border-color{border-color: var(--wp--preset--color--white) !important;}.has-pale-pink-border-color{border-color: var(--wp--preset--color--pale-pink) !important;}.has-vivid-red-border-color{border-color: var(--wp--preset--color--vivid-red) !important;}.has-luminous-vivid-orange-border-color{border-color: var(--wp--preset--color--luminous-vivid-orange) !important;}.has-luminous-vivid-amber-border-color{border-color: var(--wp--preset--color--luminous-vivid-amber) !important;}.has-light-green-cyan-border-color{border-color: var(--wp--preset--color--light-green-cyan) !important;}.has-vivid-green-cyan-border-color{border-color: var(--wp--preset--color--vivid-green-cyan) !important;}.has-pale-cyan-blue-border-color{border-color: var(--wp--preset--color--pale-cyan-blue) !important;}.has-vivid-cyan-blue-border-color{border-color: var(--wp--preset--color--vivid-cyan-blue) !important;}.has-vivid-purple-border-color{border-color: var(--wp--preset--color--vivid-purple) !important;}.has-vivid-cyan-blue-to-vivid-purple-gradient-background{background: var(--wp--preset--gradient--vivid-cyan-blue-to-vivid-purple) !important;}.has-light-green-cyan-to-vivid-green-cyan-gradient-background{background: var(--wp--preset--gradient--light-green-cyan-to-vivid-green-cyan) !important;}.has-luminous-vivid-amber-to-luminous-vivid-orange-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-amber-to-luminous-vivid-orange) !important;}.has-luminous-vivid-orange-to-vivid-red-gradient-background{background: var(--wp--preset--gradient--luminous-vivid-orange-to-vivid-red) !important;}.has-very-light-gray-to-cyan-bluish-gray-gradient-background{background: var(--wp--preset--gradient--very-light-gray-to-cyan-bluish-gray) !important;}.has-cool-to-warm-spectrum-gradient-background{background: var(--wp--preset--gradient--cool-to-warm-spectrum) !important;}.has-blush-light-purple-gradient-background{background: var(--wp--preset--gradient--blush-light-purple) !important;}.has-blush-bordeaux-gradient-background{background: var(--wp--preset--gradient--blush-bordeaux) !important;}.has-luminous-dusk-gradient-background{background: var(--wp--preset--gradient--luminous-dusk) !important;}.has-pale-ocean-gradient-background{background: var(--wp--preset--gradient--pale-ocean) !important;}.has-electric-grass-gradient-background{background: var(--wp--preset--gradient--electric-grass) !important;}.has-midnight-gradient-background{background: var(--wp--preset--gradient--midnight) !important;}.has-small-font-size{font-size: var(--wp--preset--font-size--small) !important;}.has-medium-font-size{font-size: var(--wp--preset--font-size--medium) !important;}.has-large-font-size{font-size: var(--wp--preset--font-size--large) !important;}.has-x-large-font-size{font-size: var(--wp--preset--font-size--x-large) !important;}
:where(.wp-block-post-template.is-layout-flex){gap: 1.25em;}:where(.wp-block-post-template.is-layout-grid){gap: 1.25em;}
:where(.wp-block-columns.is-layout-flex){gap: 2em;}:where(.wp-block-columns.is-layout-grid){gap: 2em;}
:root :where(.wp-block-pullquote){font-size: 1.5em;line-height: 1.6;}
</style>
<link rel="stylesheet" id="all-css-20" href="https://github.blog/_static/??/wp-content/plugins/wp-menu-image/assets/css/wmi-front-style.css,/wp-content/themes/github-2021/dist/css/site-script.css?m=1734349028" type="text/css" media="all">
<link rel="stylesheet" id="highlightjs-css-css" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.4.0/styles/default.min.css?ver=11.4.0" media="all">
<link rel="https://api.w.org/" href="https://github.blog/wp-json/"><link rel="alternate" title="JSON" type="application/json" href="https://github.blog/wp-json/wp/v2/posts/51871"><link rel="EditURI" type="application/rsd+xml" title="RSD" href="https://github.blog/xmlrpc.php?rsd">
<meta name="generator" content="WordPress 6.7.1">
<link rel="shortlink" href="https://wp.me/pamS32-duD">
<link rel="alternate" title="oEmbed (JSON)" type="application/json+oembed" href="https://github.blog/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fgithub.blog%2Fopen-source%2Fmaintainers%2Fhow-we-built-good-first-issues%2F">
<link rel="alternate" title="oEmbed (XML)" type="text/xml+oembed" href="https://github.blog/wp-json/oembed/1.0/embed?url=https%3A%2F%2Fgithub.blog%2Fopen-source%2Fmaintainers%2Fhow-we-built-good-first-issues%2F&amp;format=xml">
	<style>img#wpstats{display:none}</style>
		<meta name="ha-url" content="https://collector.githubapp.com/github-blog/collect"><link rel="preload" href="https://github.blog/wp-content/themes/github-2021/dist/fonts/alliance/Alliance-No-1-ExtraBold.woff2" as="font" type="font/woff2" crossorigin="anonymous"><link rel="preload" href="https://github.blog/wp-content/themes/github-2021/dist/fonts/alliance/Alliance-No-1-Bold.woff2" as="font" type="font/woff2" crossorigin="anonymous"><link rel="preload" href="https://github.blog/wp-content/themes/github-2021/dist/fonts/alliance/Alliance-No-1-SemiBold.woff2" as="font" type="font/woff2" crossorigin="anonymous"><link rel="preload" href="https://github.blog/wp-content/themes/github-2021/dist/fonts/alliance/Alliance-No-1-Regular.woff2" as="font" type="font/woff2" crossorigin="anonymous"><link rel="icon" href="https://github.blog/wp-content/uploads/2019/01/cropped-github-favicon-512.png?fit=32%2C32" sizes="32x32">
<link rel="icon" href="https://github.blog/wp-content/uploads/2019/01/cropped-github-favicon-512.png?fit=192%2C192" sizes="192x192">
<link rel="apple-touch-icon" href="https://github.blog/wp-content/uploads/2019/01/cropped-github-favicon-512.png?fit=180%2C180">
<meta name="msapplication-TileImage" content="https://github.blog/wp-content/uploads/2019/01/cropped-github-favicon-512.png?fit=270%2C270">
<style id="ms-consent-banner-main-styles">.w8hcgFksdo30C8w-bygqu{color:#000}.ydkKdaztSS0AeHWIeIHsQ a{color:#0067B8}.erL690_8JwUW-R4bJRcfl{background-color:#EBEBEB;border:none;color:#000}.erL690_8JwUW-R4bJRcfl:enabled:hover{color:#000;background-color:#DBDBDB;box-shadow:0px 4px 10px rgba(0,0,0,0.25);border:none}.erL690_8JwUW-R4bJRcfl:enabled:focus{background-color:#DBDBDB;box-shadow:0px 4px 10px rgba(0,0,0,0.25);border:2px solid #000}.erL690_8JwUW-R4bJRcfl:disabled{opacity:1;color:rgba(0,0,0,0.2);background-color:rgba(0,0,0,0.2);border:none}._1zNQOqxpBFSokeCLGi_hGr{border:none;background-color:#0067B8;color:#fff}._1zNQOqxpBFSokeCLGi_hGr:enabled:hover{color:#fff;background-color:#0067B8;box-shadow:0px 4px 10px rgba(0,0,0,0.25);border:none}._1zNQOqxpBFSokeCLGi_hGr:enabled:focus{background-color:#0067B8;box-shadow:0px 4px 10px rgba(0,0,0,0.25);border:2px solid #000}._1zNQOqxpBFSokeCLGi_hGr:disabled{opacity:1;color:rgba(0,0,0,0.2);background-color:rgba(0,120,215,0.2);border:none}._23tra1HsiiP6cT-Cka-ycB{position:relative;display:flex;z-index:9999;width:100%;background-color:#F2F2F2;justify-content:space-between;text-align:left}div[dir="rtl"]._23tra1HsiiP6cT-Cka-ycB{text-align:right}._1Upc2NjY8AlDn177YoVj0y{margin:0;padding-left:5%;padding-top:8px;padding-bottom:8px}div[dir="rtl"] ._1Upc2NjY8AlDn177YoVj0y{margin:0;padding:8px 5% 8px 0;float:none}._23tra1HsiiP6cT-Cka-ycB svg{fill:none;max-width:none;max-height:none}._1V_hlU-7jdtPiooHMu89BB{display:table-cell;padding:12px;width:24px;height:24px;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:24px;line-height:0}.f6QKJD7fhSbnJLarTL-W-{display:table-cell;vertical-align:middle;padding:0;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:13px;line-height:16px}.f6QKJD7fhSbnJLarTL-W- a{text-decoration:underline}._2j0fmugLb1FgYz6KPuB91w{display:inline-block;margin-left:5%;margin-right:5%;min-width:40%;min-width:calc((150px + 3 * 4px) * 2 + 150px);min-width:-webkit-fit-content;min-width:-moz-fit-content;min-width:fit-content;align-self:center;position:relative}._1XuCi2WhiqeWRUVp3pnFG3{margin:4px;padding:5px;min-width:150px;min-height:36px;vertical-align:top;cursor:pointer;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:15px;line-height:20px;text-align:center}._1XuCi2WhiqeWRUVp3pnFG3:focus{box-sizing:border-box}._1XuCi2WhiqeWRUVp3pnFG3:disabled{cursor:not-allowed}._2bvsb3ubApyZ0UGoQA9O9T{display:block;position:fixed;z-index:10000;top:0;left:0;width:100%;height:100%;background-color:rgba(255,255,255,0.6);overflow:auto;text-align:left}div[dir="rtl"]._2bvsb3ubApyZ0UGoQA9O9T{text-align:right}div[dir="rtl"] ._2bvsb3ubApyZ0UGoQA9O9T{left:auto;right:0}.AFsJE948muYyzCMktdzuk{position:relative;top:8%;margin-bottom:40px;margin-left:auto;margin-right:auto;box-sizing:border-box;width:640px;background-color:#fff;border:1px solid #0067B8}._3kWyBRbW_dgnMiEyx06Fu4{float:right;z-index:1;margin:2px;padding:12px;border:none;cursor:pointer;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:13px;line-height:13px;display:flex;align-items:center;text-align:center;color:#666;background-color:#fff}div[dir="rtl"] ._3kWyBRbW_dgnMiEyx06Fu4{margin:2px;padding:12px;float:left}.uCYvKvHXrhjNgflv1VqdD{position:static;margin-top:36px;margin-left:36px;margin-right:36px}._17pX1m9O_W--iZbDt3Ta5r{margin-top:0;margin-bottom:12px;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:600;font-size:20px;line-height:24px;text-transform:none}._1kBkHQ1V1wu3kl-YcLgUr6{height:446px;overflow:auto}._20_nXDf6uFs9Q6wxRXG-I-{margin-top:0;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:15px;line-height:20px}._20_nXDf6uFs9Q6wxRXG-I- a{text-decoration:underline}dl._2a0NH_GDQEQe5Ynfo7suVH{margin-top:36px;margin-bottom:0;padding:0;list-style:none;text-transform:none}dt._3j_LCPv7fyXv3A8FIXVwZ4{margin-top:20px;float:none;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:600;font-size:18px;line-height:24px;list-style:none}.k-vxTGFbdq1aOZB2HHpjh{margin:0;padding:0;border:none}._2Bucyy75c_ogoU1g-liB5R{margin:0;padding:0;border-bottom:none;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:600;font-size:18px;line-height:24px;text-transform:none}._63gwfzV8dclrsl2cfd90r{display:inline-block;margin-top:0;margin-bottom:13px;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:15px;line-height:20px}._1l8wM_4mRYGz3Iu7l3BZR7{display:block}._2UE03QS02aZGkslegN_F-i{display:inline-block;position:relative;left:5px;margin-bottom:13px;margin-right:34px;padding:3px}div[dir="rtl"] ._2UE03QS02aZGkslegN_F-i{margin:0 0 13px 34px;padding:3px;float:none}div[dir="rtl"] ._2UE03QS02aZGkslegN_F-i{left:auto;right:5px}._23tra1HsiiP6cT-Cka-ycB *::before,._2bvsb3ubApyZ0UGoQA9O9T *::before,._23tra1HsiiP6cT-Cka-ycB *::after,._2bvsb3ubApyZ0UGoQA9O9T *::after{box-sizing:inherit}._1HSFn0HzGo6w4ADApV8-c4{outline:2px solid rgba(0,0,0,0.8)}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2{display:inline-block;position:relative;margin-top:0;margin-left:0;margin-right:0;height:0;width:0;border-radius:0;cursor:pointer;outline:none;box-sizing:border-box;-webkit-appearance:none;-moz-appearance:none;appearance:none}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2+label::before{display:block;position:absolute;top:5px;left:3px;height:19px;width:19px;content:"";border-radius:50%;border:1px solid #000;background-color:#fff}div[dir="rtl"] input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2+label::before{left:auto;right:3px}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:not(:disabled)+label:hover::before{border:1px solid #0067B8}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:not(:disabled)+label:hover::after{display:block;position:absolute;top:10px;left:8px;height:9px;width:9px;content:"";border-radius:50%;background-color:rgba(0,0,0,0.8)}div[dir="rtl"] input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:not(:disabled)+label:hover::after{left:auto;right:8px}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:not(:disabled)+label:focus::before{border:1px solid #0067B8}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:not(:disabled)+label:focus::after{display:block;position:absolute;top:10px;left:8px;height:9px;width:9px;content:"";border-radius:50%;background-color:#000}div[dir="rtl"] input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:not(:disabled)+label:focus::after{left:auto;right:8px}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:checked+label::after{display:block;position:absolute;top:10px;left:8px;height:9px;width:9px;content:"";border-radius:50%;background-color:#000}div[dir="rtl"] input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:checked+label::after{left:auto;right:8px}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:disabled+label{cursor:not-allowed}input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:disabled+label::before{border:1px solid rgba(0,0,0,0.2);background-color:rgba(0,0,0,0.2)}._3RJzeL3l9Rl_lAQEm6VwdX{display:block;position:static;float:right;margin-top:0;margin-bottom:0;margin-left:19px;margin-right:0;padding-top:0;padding-bottom:0;padding-left:8px;padding-right:0;width:80%;width:calc(100% - 19px);font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:15px;line-height:20px;text-transform:none;cursor:pointer;box-sizing:border-box}div[dir="rtl"] ._3RJzeL3l9Rl_lAQEm6VwdX{margin:0 19px 0 0;padding:0 8px 0 0;float:left}.nohp3sIG12ZBhzcMnPala{margin-top:20px;margin-bottom:48px}._2uhaEsmeotZ3P-M0AXo2kF{padding:0;width:278px;height:36px;cursor:pointer;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:15px;line-height:20px;text-align:center}._2uhaEsmeotZ3P-M0AXo2kF:focus{box-sizing:border-box}._2uhaEsmeotZ3P-M0AXo2kF:disabled{cursor:not-allowed}._3tOu1FJ59c_xz_PmI1lKV5{float:right;padding:0;width:278px;height:36px;cursor:pointer;font-family:Segoe UI, SegoeUI, Arial, sans-serif;font-style:normal;font-weight:normal;font-size:15px;line-height:20px;text-align:center}._3tOu1FJ59c_xz_PmI1lKV5:focus{box-sizing:border-box}._3tOu1FJ59c_xz_PmI1lKV5:disabled{cursor:not-allowed}div[dir="rtl"] ._3tOu1FJ59c_xz_PmI1lKV5{margin:0;padding:0;float:left}@media only screen and (max-width: 768px){._2j0fmugLb1FgYz6KPuB91w,._1Upc2NjY8AlDn177YoVj0y{padding-top:8px;padding-bottom:12px;padding-left:3.75%;padding-right:3.75%;margin:0;width:92.5%}._23tra1HsiiP6cT-Cka-ycB{display:block}._1XuCi2WhiqeWRUVp3pnFG3{margin-bottom:8px;margin-left:0;margin-right:0;width:100%}._2bvsb3ubApyZ0UGoQA9O9T{overflow:hidden}.AFsJE948muYyzCMktdzuk{top:1.8%;width:93.33%;height:96.4%;overflow:hidden}.uCYvKvHXrhjNgflv1VqdD{margin-top:24px;margin-left:24px;margin-right:24px;height:100%}._1kBkHQ1V1wu3kl-YcLgUr6{height:62%;height:calc(100% - 188px);min-height:50%}._2uhaEsmeotZ3P-M0AXo2kF{width:100%}._3tOu1FJ59c_xz_PmI1lKV5{margin-bottom:12px;margin-left:0;width:100%}div[dir="rtl"] ._3tOu1FJ59c_xz_PmI1lKV5{margin:0 0 12px 0;padding:0;float:none}}@media only screen and (max-width: 768px) and (orientation: landscape), only screen and (max-height: 260px), only screen and (max-width: 340px){.AFsJE948muYyzCMktdzuk{overflow:auto}}@media only screen and (max-height: 260px), only screen and (max-width: 340px){._1XuCi2WhiqeWRUVp3pnFG3{min-width:0}._3kWyBRbW_dgnMiEyx06Fu4{padding:3%}.uCYvKvHXrhjNgflv1VqdD{margin-top:3%;margin-left:3%;margin-right:3%}._17pX1m9O_W--iZbDt3Ta5r{margin-bottom:3%}._1kBkHQ1V1wu3kl-YcLgUr6{height:calc(79% - 64px)}.nohp3sIG12ZBhzcMnPala{margin-top:5%;margin-bottom:10%}._3tOu1FJ59c_xz_PmI1lKV5{margin-bottom:3%}div[dir="rtl"] ._3tOu1FJ59c_xz_PmI1lKV5{margin:0 0 3% 0;padding:0;float:none}}
</style><style type="text/css" id="ms-consent-banner-theme-styles">._23tra1HsiiP6cT-Cka-ycB {
            background-color: #24292f !important;
        }.w8hcgFksdo30C8w-bygqu {
            color: #ffffff !important;
        }.ydkKdaztSS0AeHWIeIHsQ a {
            color: #d8b9ff !important;
        }._2bvsb3ubApyZ0UGoQA9O9T {
            background-color: rgba(23, 23, 23, 0.8) !important;
        }.AFsJE948muYyzCMktdzuk {
            background-color: #24292f !important;
            border: 1px solid #d8b9ff !important;
        }._3kWyBRbW_dgnMiEyx06Fu4 {
            color: #d8b9ff !important;
            background-color: #24292f !important;
        }._1zNQOqxpBFSokeCLGi_hGr {
            border: 1px solid #ffffff !important;
            background-color: #ffffff !important;
            color: #1f2328 !important;
        }._1zNQOqxpBFSokeCLGi_hGr:enabled:hover {
            color: #1f2328 !important;
            background-color: #d8b9ff !important;
            box-shadow: none !important;
            border: 1px solid transparent !important;
        }._1zNQOqxpBFSokeCLGi_hGr:enabled:focus {
            background-color: #d8b9ff !important;
            box-shadow: none !important;
            border: 2px solid #ffffff !important;
        }._1zNQOqxpBFSokeCLGi_hGr:disabled {
            opacity: 0.5 !important;
            color: #1f2328 !important;
            background-color: #ffffff !important;
            border: 1px solid transparent !important;
        }.erL690_8JwUW-R4bJRcfl {
            border: 1px solid #eaeef2 !important;
            background-color: #32383f !important;
            color: #ffffff !important;
        }.erL690_8JwUW-R4bJRcfl:enabled:hover {
            color: #ffffff !important;
            background-color: #24292f !important;
            box-shadow: none !important;
            border: 1px solid #ffffff !important;
        }.erL690_8JwUW-R4bJRcfl:enabled:focus {
            background-color: #24292f !important;
            box-shadow: none !important;
            border: 2px solid #6e7781 !important;
        }.erL690_8JwUW-R4bJRcfl:disabled {
            opacity: 0.5 !important;
            color: #ffffff !important;
            background-color: #424a53 !important;
            border: 1px solid #6e7781 !important;
        }input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2 + label::before {
            border: 1px solid #d8b9ff !important;
            background-color: #24292f !important;
        }._1HSFn0HzGo6w4ADApV8-c4 {
            outline: 2px solid #ffffff !important;
        }input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:checked + label::after {
            background-color: #d8b9ff !important;
        }input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2 + label:hover::before {
            border: 1px solid #ffffff !important;
        }input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2 + label:hover::after {
            background-color: #ffffff !important;
        }input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2 + label:focus::before {
            border: 1px solid #ffffff !important;
        }input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2 + label:focus::after {
            background-color: #d8b9ff !important;
        }input[type="radio"]._1dp8Vp5m3HwAqGx8qBmFV2:disabled + label::before {
            border: 1px solid rgba(227, 227, 227, 0.2) !important;
            background-color: rgba(227, 227, 227, 0.2) !important;
        }</style><script src="https://github.blog/wp-includes/js/wp-emoji-release.min.js?ver=6.7.1" defer=""></script></head>
<body class="post-template-default single single-post postid-51871 single-format-standard font-mktg no-sidebar">
		<div data-color-mode="dark" data-light-theme="light" data-dark-theme="dark_dimmed" class="pt-header pt-lg-0">
		<header id="header" class="header position-fixed position-lg-static pb-lg-header z-4 top-0 left-0 right-0 d-flex flex-column flex-items-stretch color-bg-default">
						<a href="#start-of-content" class="p-3 color-bg-accent-emphasis color-fg-on-emphasis show-on-focus">
				Skip to content			</a>
							<a href="#sidebar" class="p-3 color-bg-accent-emphasis color-fg-on-emphasis show-on-focus">
					Skip to sidebar				</a>
						<div class="position-relative container-xl width-full mx-auto p-responsive-blog">
				<div class="d-flex flex-items-center flex-justify-between pt-3 pb-3 color-fg-default">
					<a href="https://github.com" target="_blank" rel="noreferrer" aria-label="GitHub homepage" class="Header-link position-relative d-flex flex-items-center color-fg-default">
	<svg aria-hidden="true" role="presentation" class="nav-back-arrow position-absolute d-block" viewBox="0 0 24 24" width="32" height="32" fill="currentColor"><path fill-rule="evenodd" d="M15.28 5.22a.75.75 0 00-1.06 0l-6.25 6.25a.75.75 0 000 1.06l6.25 6.25a.75.75 0 101.06-1.06L9.56 12l5.72-5.72a.75.75 0 000-1.06z"></path></svg>
	<svg aria-hidden="true" role="img" class="octicon octicon-mark-github d-block" viewBox="0 0 16 16" width="32" height="32" fill="currentColor"><path fill-rule="evenodd" d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.013 8.013 0 0016 8c0-4.42-3.58-8-8-8z"></path></svg>
</a>
<span class="d-inline-block ml-2 f1-mktg f2-md-mktg" style="opacity: 0.3;">/</span>
<a class="d-inline-block Header-link font-weight-semibold ml-2 f2 color-fg-default" href="https://github.blog/">
	Blog</a>
					<nav class="d-none d-lg-block" aria-label="Secondary navigation">
	<ul id="secondary-navigation" class="secondary-navigation flex-items-center flex-nowrap list-style-none ml-4" aria-hidden="false"><li id="menu-item-78809"><a href="https://github.blog/changelog/" class="position-relative d-flex flex-items-center flex-start no-wrap py-2 px-4 f4 lh-condensed-ultra Link--secondary color-fg-default text-medium">Changelog</a></li>
<li id="menu-item-78810"><a href="https://docs.github.com/" class="position-relative d-flex flex-items-center flex-start no-wrap py-2 px-4 f4 lh-condensed-ultra Link--secondary color-fg-default text-medium">Docs<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-down position-absolute right-0 d-block ml-1 mt-1" role="presentation"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li>
<li id="menu-item-78811"><a href="https://github.com/customer-stories" class="position-relative d-flex flex-items-center flex-start no-wrap py-2 px-4 f4 lh-condensed-ultra Link--secondary color-fg-default text-medium">Customer stories<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-down position-absolute right-0 d-block ml-1 mt-1" role="presentation"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li>
</ul></nav>
					<div class="d-none d-lg-flex flex-1">
	<form id="desktop-search" class="desktop-search position-relative ml-lg-4 flex-1" action="https://github.blog" method="get" aria-hidden="true" aria-label="Search form" role="search">
		<div class="position-relative d-flex flex-1 height-full color-bg-transparent" data-color-mode="light" data-light-theme="light" data-dark-theme="dark">
			<input aria-label="Search the blog" type="search" class="p-2 pl-3 pr-6 border-0 rounded-2 flex-1" placeholder="Search the blog…" value="" name="s" id="search-input">
			<button type="submit" class="position-absolute right-0 z-3 d-flex flex-items-center flex-justify-center flex-self-center mr-2 p-2 border-0 rounded-2 color-bg-transparent color-fg-subtle" aria-label="Search">
				<svg viewBox="0 0 16 16" width="20" height="20" class="octicon octicon-search" role="presentation"><path fill-rule="evenodd" d="M11.5 7a4.499 4.499 0 11-8.998 0A4.499 4.499 0 0111.5 7zm-.82 4.74a6 6 0 111.06-1.06l3.04 3.04a.75.75 0 11-1.06 1.06l-3.04-3.04z"></path></svg>
			</button>
		</div>
	</form>
	<button aria-label="Toggle search" class="flex-self-center ml-auto p-2 border-0 color-bg-transparent color-fg-default rounded-3 js-toggle" aria-controls="desktop-search" aria-expanded="false">
		<svg viewBox="0 0 24 24" width="24" height="24" class="octicon octicon-search" role="presentation"><path d="M10.25 2a8.25 8.25 0 0 1 6.34 13.53l5.69 5.69a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-5.69-5.69A8.25 8.25 0 1 1 10.25 2ZM3.5 10.25a6.75 6.75 0 1 0 13.5 0 6.75 6.75 0 0 0-13.5 0Z"></path></svg>
		<svg viewBox="2 2 20 20" width="24" height="24" class="octicon octicon-x" role="presentation"><path d="M5.72 5.72a.75.75 0 0 1 1.06 0L12 10.94l5.22-5.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L13.06 12l5.22 5.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L12 13.06l-5.22 5.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L10.94 12 5.72 6.78a.75.75 0 0 1 0-1.06Z"></path></svg>
	</button>
	<a data-analytics-click="Blog, click on button, text: Try GitHub Copilot; ref_location:top nav;" class="no-wrap btn-mktg font-weight-semibold ml-3 js-header-cta header-cta" href="https://docs.github.com/en/copilot/quickstart?utm_source=github&amp;utm_medium=blog&amp;utm_campaign=topnav" target="_blank">Try GitHub Copilot</a>
	<a data-analytics-click="Blog, click on button, text: Contact sales; ref_location:top nav;" class="no-wrap btn-mktg btn-muted-mktg font-weight-semibold ml-3 js-header-cta header-cta" href="https://github.com/enterprise/contact?ref_cta=contact%2520sales&amp;ref_loc=banner&amp;ref_page=blog" target="_blank">Contact sales</a>
</div>
					<div class="d-flex d-lg-none flex-items-center flex-1 mr-n2">
	<button aria-label="Toggle search" class="ml-auto p-2 border-0 color-bg-transparent color-fg-default rounded-3 js-toggle" aria-controls="mobile-search" aria-expanded="false">
		<svg viewBox="0 0 24 24" width="24" height="24" class="octicon octicon-search" role="presentation"><path d="M10.25 2a8.25 8.25 0 0 1 6.34 13.53l5.69 5.69a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-5.69-5.69A8.25 8.25 0 1 1 10.25 2ZM3.5 10.25a6.75 6.75 0 1 0 13.5 0 6.75 6.75 0 0 0-13.5 0Z"></path></svg>
		<svg viewBox="2 2 20 20" width="24" height="24" class="octicon octicon-x" role="presentation"><path d="M5.72 5.72a.75.75 0 0 1 1.06 0L12 10.94l5.22-5.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L13.06 12l5.22 5.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L12 13.06l-5.22 5.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L10.94 12 5.72 6.78a.75.75 0 0 1 0-1.06Z"></path></svg>
	</button>
	<button aria-label="Toggle menu" class="ml-2 p-2 border-0 color-bg-transparent color-fg-default rounded-3 js-toggle" aria-controls="mobile-menu" aria-expanded="false" data-trap-focus="#header">
		<svg viewBox="0 0 16 16" width="24" height="24" class="octicon octicon-three-bars" role="presentation"><path d="M1 2.75A.75.75 0 0 1 1.75 2h12.5a.75.75 0 0 1 0 1.5H1.75A.75.75 0 0 1 1 2.75Zm0 5A.75.75 0 0 1 1.75 7h12.5a.75.75 0 0 1 0 1.5H1.75A.75.75 0 0 1 1 7.75ZM1.75 12h12.5a.75.75 0 0 1 0 1.5H1.75a.75.75 0 0 1 0-1.5Z"></path></svg>
		<svg viewBox="2 2 20 20" width="24" height="24" class="octicon octicon-x " role="presentation"><path d="M5.72 5.72a.75.75 0 0 1 1.06 0L12 10.94l5.22-5.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L13.06 12l5.22 5.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L12 13.06l-5.22 5.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L10.94 12 5.72 6.78a.75.75 0 0 1 0-1.06Z"></path></svg>
	</button>
</div>
				</div>
			</div>
			<div class="position-relative pb-lg-navigation" data-sticky-navigation=".sticky-navigation">
				<nav aria-label="Primary navigation" class="sticky-navigation position-absolute z-4 top-0 left-0 d-none d-lg-block width-full color-border-subtle color-bg-default">
	<div class="position-relative container-xl width-full mx-auto p-responsive-blog">
		<ul id="primary-navigation" class="primary-navigation position-relative d-flex flex-row flex-nowrap flex-grow-0 flex-justify-between list-style-none"><li id="menu-item-78814"><a href="https://github.blog/ai-and-ml/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78814-dropdown" aria-expanded="false" aria-haspopup="true" role="button">AI &amp; ML<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 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="AI &amp; ML sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78814-dropdown" tabindex="-1">
	<li id="menu-item-78863" 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/ai-and-ml/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">AI &amp; ML<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">Learn about artificial intelligence and machine learning across the GitHub ecosystem and the wider industry.</p></div>
	<ul class="d-flex flex-wrap list-style-none" aria-label="AI &amp; ML sub-menu">
		<li id="menu-item-78815" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/ai-and-ml/generative-ai/" class="d-block f4 color-fg-default text-bold">Generative AI</a><p class="mb-0 f5 color-fg-muted">Learn how to build with generative AI.</p></li>
		<li id="menu-item-78816" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/ai-and-ml/github-copilot/" class="d-block f4 color-fg-default text-bold">GitHub Copilot</a><p class="mb-0 f5 color-fg-muted">Change how you work with GitHub Copilot.</p></li>
		<li id="menu-item-78817" 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 href="https://github.blog/ai-and-ml/llms/" class="d-block f4 color-fg-default text-bold">LLMs</a><p class="mb-0 f5 color-fg-muted">Everything developers need to know about LLMs.</p></li>
		<li id="menu-item-78818" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/ai-and-ml/machine-learning/" class="d-block f4 color-fg-default text-bold">Machine learning</a><p class="mb-0 f5 color-fg-muted">Machine learning tips, tricks, and best practices.</p></li>
	</ul>
</li>
	<li id="menu-item-78864" 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/2024/06/AI-DarkMode-4.png?resize=800%2C425" class="tease-thumbnail__img d-block width-full height-auto aspect-ratio-1032-548 object-fit-cover" alt="" decoding="async" fetchpriority="high" srcset="https://github.blog/wp-content/uploads/2024/06/AI-DarkMode-4.png?w=300 300w, https://github.blog/wp-content/uploads/2024/06/AI-DarkMode-4.png?w=800 800w, https://github.blog/wp-content/uploads/2024/06/AI-DarkMode-4.png?w=400 400w, https://github.blog/wp-content/uploads/2024/06/AI-DarkMode-4.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/06/AI-DarkMode-4.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px"></div><a href="https://github.blog/ai-and-ml/generative-ai/how-ai-code-generation-works/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">How AI code generation works</a><p class="mb-3 f5 color-fg-muted">Explore the capabilities and benefits of AI code generation and how it can improve your developer experience.</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-78819"><a href="https://github.blog/developer-skills/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78819-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Developer skills<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 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="Developer skills sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78819-dropdown" tabindex="-1">
	<li id="menu-item-78865" 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/developer-skills/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">Developer skills<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">Resources for developers to grow in their skills and careers.</p></div>
	<ul class="d-flex flex-wrap list-style-none" aria-label="Developer skills sub-menu">
		<li id="menu-item-78820" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/developer-skills/application-development/" class="d-block f4 color-fg-default text-bold">Application development</a><p class="mb-0 f5 color-fg-muted">Insights and best practices for building apps.</p></li>
		<li id="menu-item-78821" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/developer-skills/career-growth/" class="d-block f4 color-fg-default text-bold">Career growth</a><p class="mb-0 f5 color-fg-muted">Tips &amp; tricks to grow as a professional developer.</p></li>
		<li id="menu-item-78822" 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 href="https://github.blog/developer-skills/github/" class="d-block f4 color-fg-default text-bold">GitHub</a><p class="mb-0 f5 color-fg-muted">Improve how you use GitHub at work.</p></li>
		<li id="menu-item-78823" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/developer-skills/github-education/" class="d-block f4 color-fg-default text-bold">GitHub Education</a><p class="mb-0 f5 color-fg-muted">Learn how to move into your first professional role.</p></li>
		<li id="menu-item-78824" 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 href="https://github.blog/developer-skills/programming-languages-and-frameworks/" class="d-block f4 color-fg-default text-bold">Programming languages &amp; frameworks</a><p class="mb-0 f5 color-fg-muted">Stay current on what’s new (or new again).</p></li>
	</ul>
</li>
	<li id="menu-item-78866" 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/2024/05/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 class="mb-3 f5 color-fg-muted">Learn how to start building, shipping, and maintaining software with GitHub.</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-78825"><a href="https://github.blog/engineering/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78825-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Engineering<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 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="Engineering sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78825-dropdown" tabindex="-1">
	<li id="menu-item-78867" 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/engineering/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">Engineering<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">Get an inside look at how we’re building the home for all developers.</p></div>
	<ul class="d-flex flex-wrap list-style-none" aria-label="Engineering sub-menu">
		<li id="menu-item-78827" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/engineering/architecture-optimization/" class="d-block f4 color-fg-default text-bold">Architecture &amp; optimization</a><p class="mb-0 f5 color-fg-muted">Discover how we deliver a performant and highly available experience across the GitHub platform.</p></li>
		<li id="menu-item-78828" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/engineering/engineering-principles/" class="d-block f4 color-fg-default text-bold">Engineering principles</a><p class="mb-0 f5 color-fg-muted">Explore best practices for building software at scale with a majority remote team.</p></li>
		<li id="menu-item-78829" 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 href="https://github.blog/engineering/infrastructure/" class="d-block f4 color-fg-default text-bold">Infrastructure</a><p class="mb-0 f5 color-fg-muted">Get a glimpse at the technology underlying the world’s leading AI-powered developer platform.</p></li>
		<li id="menu-item-78830" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/engineering/platform-security/" class="d-block f4 color-fg-default text-bold">Platform security</a><p class="mb-0 f5 color-fg-muted">Learn how we build security into everything we do across the developer lifecycle.</p></li>
		<li id="menu-item-78858" 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 href="https://github.blog/engineering/user-experience/" class="d-block f4 color-fg-default text-bold">User experience</a><p class="mb-0 f5 color-fg-muted">Find out what goes into making GitHub the home for all developers.</p></li>
	</ul>
</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 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 href="https://github.blog/enterprise-software/collaboration/" class="d-block f4 color-fg-default text-bold">Collaboration</a><p class="mb-0 f5 color-fg-muted">Tips, tools, and tricks to improve developer collaboration.</p></li>
		<li id="menu-item-78836" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/enterprise-software/devops/" class="d-block f4 color-fg-default text-bold">DevOps</a><p class="mb-0 f5 color-fg-muted">DevOps resources for enterprise engineering teams.</p></li>
		<li id="menu-item-78837" 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 href="https://github.blog/enterprise-software/devsecops/" class="d-block f4 color-fg-default text-bold">DevSecOps</a><p class="mb-0 f5 color-fg-muted">How to integrate security into the SDLC.</p></li>
		<li id="menu-item-78838" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/enterprise-software/governance-and-compliance/" class="d-block f4 color-fg-default text-bold">Governance &amp; compliance</a><p class="mb-0 f5 color-fg-muted">Ensuring your builds stay clean.</p></li>
	</ul>
</li>
	<li id="menu-item-78870" 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-8.43.47 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-8.43.47 AM.png?w=800 800w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.43.47 AM.png?w=400 400w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.43.47 AM.png?w=1032 1032w, 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/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78840-dropdown" aria-expanded="false" aria-haspopup="true" role="button">News &amp; insights<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 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="News &amp; insights sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78840-dropdown" tabindex="-1">
	<li id="menu-item-78871" 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/news-insights/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">News &amp; insights<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">Keep up with what’s new and notable from inside GitHub.</p></div>
	<ul class="d-flex flex-wrap list-style-none" aria-label="News &amp; insights sub-menu">
		<li id="menu-item-78841" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/news-insights/company-news/" class="d-block f4 color-fg-default text-bold">Company news</a><p class="mb-0 f5 color-fg-muted">An inside look at news and product updates from GitHub.</p></li>
		<li id="menu-item-78844" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/news-insights/product-news/" class="d-block f4 color-fg-default text-bold">Product</a><p class="mb-0 f5 color-fg-muted">The latest on GitHub’s platform, products, and tools.</p></li>
		<li id="menu-item-78842" 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 href="https://github.blog/news-insights/octoverse/" class="d-block f4 color-fg-default text-bold">Octoverse</a><p class="mb-0 f5 color-fg-muted">Insights into the state of open source on GitHub.</p></li>
		<li id="menu-item-78843" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/news-insights/policy-news-and-insights/" class="d-block f4 color-fg-default text-bold">Policy</a><p class="mb-0 f5 color-fg-muted">The latest policy and regulatory changes in software.</p></li>
		<li id="menu-item-78845" 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 href="https://github.blog/news-insights/research/" class="d-block f4 color-fg-default text-bold">Research</a><p class="mb-0 f5 color-fg-muted">Data-driven insights around the developer ecosystem.</p></li>
		<li id="menu-item-78847" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/news-insights/the-library/" class="d-block f4 color-fg-default text-bold">The library</a><p class="mb-0 f5 color-fg-muted">Older news and updates from GitHub.</p></li>
	</ul>
</li>
	<li id="menu-item-78872" 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-8.44.23 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-8.44.23 AM.png?w=300 300w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.44.23 AM.png?w=800 800w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.44.23 AM.png?w=400 400w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.44.23 AM.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.44.23 AM.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px"></div><a href="https://github.blog/ai-and-ml/llms/unlocking-the-power-of-unstructured-data-with-rag/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">Unlocking the power of unstructured data with RAG</a><p class="mb-3 f5 color-fg-muted">Learn how to use retrieval-augmented generation (RAG) to capture more insights.</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-78848"><a href="https://github.blog/open-source/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78848-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Open Source<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 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="Open Source sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78848-dropdown" tabindex="-1">
	<li id="menu-item-78873" 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/open-source/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">Open Source<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">Everything open source on GitHub.</p></div>
	<ul class="d-flex flex-wrap list-style-none" aria-label="Open Source sub-menu">
		<li id="menu-item-78851" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/open-source/git/" class="d-block f4 color-fg-default text-bold">Git</a><p class="mb-0 f5 color-fg-muted">The latest Git updates.</p></li>
		<li id="menu-item-78853" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/open-source/maintainers/" class="d-block f4 color-fg-default text-bold">Maintainers</a><p class="mb-0 f5 color-fg-muted">Spotlighting open source maintainers.</p></li>
		<li id="menu-item-78854" 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 href="https://github.blog/open-source/social-impact/" class="d-block f4 color-fg-default text-bold">Social impact</a><p class="mb-0 f5 color-fg-muted">How open source is driving positive change.</p></li>
		<li id="menu-item-78850" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/open-source/gaming/" class="d-block f4 color-fg-default text-bold">Gaming</a><p class="mb-0 f5 color-fg-muted">Explore open source games on GitHub.</p></li>
	</ul>
</li>
	<li id="menu-item-78874" 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-8.46.23 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-8.46.23 AM.png?w=800 800w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.46.23 AM.png?w=400 400w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.46.23 AM.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.46.23 AM.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px"></div><a href="https://resources.github.com/software-development/innersource/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">An introduction to innersource</a><p class="mb-3 f5 color-fg-muted">Organizations worldwide are incorporating open source methodologies into the way they build and ship their own software.</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-78859"><a href="https://github.blog/security/" class="position-relative d-flex flex-items-center flex-start no-wrap py-3 f4-mktg text-bold js-toggle" aria-controls="primary-78859-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Security<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 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="Security sub-menu" aria-hidden="true" data-color-mode="light" data-dark-theme="dark" data-light-theme="light" id="primary-78859-dropdown" tabindex="-1">
	<li id="menu-item-78875" 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/security/" class="d-flex flex-items-center flex-start f3 lh-condensed color-fg-default text-bold">Security<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">Stay up to date on everything security.</p></div>
	<ul class="d-flex flex-wrap list-style-none" aria-label="Security sub-menu">
		<li id="menu-item-78860" class="col-6 d-block f4 color-fg-default color-border-subtle pr-4 pr-lg-8 border-right"><a href="https://github.blog/security/application-security/" class="d-block f4 color-fg-default text-bold">Application security</a><p class="mb-0 f5 color-fg-muted">Application security, explained.</p></li>
		<li id="menu-item-78861" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8"><a href="https://github.blog/security/supply-chain-security/" class="d-block f4 color-fg-default text-bold">Supply chain security</a><p class="mb-0 f5 color-fg-muted">Demystifying supply chain security.</p></li>
		<li id="menu-item-78855" 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 href="https://github.blog/security/vulnerability-research/" class="d-block f4 color-fg-default text-bold">Vulnerability research</a><p class="mb-0 f5 color-fg-muted">Updates from the GitHub Security Lab.</p></li>
		<li id="menu-item-78862" class="col-6 d-block f4 color-fg-default color-border-subtle pl-4 pl-lg-8 pt-2 pt-lg-4"><a href="https://github.blog/security/web-application-security/" class="d-block f4 color-fg-default text-bold">Web application security</a><p class="mb-0 f5 color-fg-muted">Helpful tips on securing web applications.</p></li>
	</ul>
</li>
	<li id="menu-item-78876" 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-8.47.04 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-8.47.04 AM.png?w=800 800w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.47.04 AM.png?w=400 400w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.47.04 AM.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/07/Screenshot-2024-07-23-at-8.47.04 AM.png?w=516 516w" sizes="(max-width: 800px) 100vw, 800px"></div><a href="https://resources.github.com/security/the-enterprise-guide-to-ai-powered-devsecops/" class="d-block mb-2 f3 lh-condensed color-fg-default text-bold card__link">The enterprise guide to AI-powered DevSecOps</a><p class="mb-3 f5 color-fg-muted">Learn about core challenges in DevSecOps, and how you can start addressing them with AI and automation.</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>
</ul>	</div>
</nav>
			</div>
			<form id="mobile-search" role="search" method="get" class="mobile-search" action="https://github.blog" aria-hidden="true" aria-label="Search form">
	<div class="d-flex flex-1 p-3 color-bg-inset">
		<div class="d-flex flex-1 position-relative color-bg-transparent" data-color-mode="light" data-light-theme="light" data-dark-theme="dark">
			<svg height="20" class="d-flex position-absolute z-3 octicon height-full ml-2 color-fg-subtle" aria-hidden="true" viewBox="0 0 16 16" version="1.1" width="20" role="img"><path fill-rule="evenodd" d="M11.5 7a4.499 4.499 0 11-8.998 0A4.499 4.499 0 0111.5 7zm-.82 4.74a6 6 0 111.06-1.06l3.04 3.04a.75.75 0 11-1.06 1.06l-3.04-3.04z"></path></svg>
			<input aria-label="Search the blog" type="search" class="pl-6 search-field form-control p-2 flex-1" placeholder="Search the blog…" value="" name="s" id="search-input">
		</div>
		<button type="submit" class="btn-mktg btn-muted-mktg font-weight-semibold ml-2 border-1 color-fg-default">
			Search		</button>
	</div>
</form>
			<nav id="mobile-menu" class="mobile-menu position-relative overflow-y-auto flex-1 width-full rounded-top-3" aria-label="Navigation menu" aria-hidden="true" data-color-mode="light" data-light-theme="light" data-dark-theme="dark_dimmed">
	<div class="p-5">
		<h2 class="mb-5 text-bold color-fg-subtle">Categories</h2>
		<ul id="menu-new-primary-navigation" class="list-style-none"><li class="mb-5"><a href="https://github.blog/ai-and-ml/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default js-toggle" aria-controls="primary-mobile-78814-dropdown" aria-expanded="false" aria-haspopup="true" role="button">AI &amp; ML<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right d-block mt-1 color-fg-subtle" 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>
<ul aria-hidden="true" aria-label="AI &amp; ML sub-menu" class="dropdown overflow-y-auto position-absolute top-0 left-0 right-0 bottom-0 flex-wrap p-5 list-style-none rounded-3 z-3 color-bg-default color-border-subtle" id="primary-mobile-78814-dropdown">
	<li class="mb-5"><div class="mb-4"><button type="button" class="d-flex flex-items-center mb-4 p-0 border-0 text-semibold color-bg-transparent color-fg-subtle" aria-controls="primary-mobile-78814-dropdown" aria-expanded="true"><svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-left mr-1"><path d="M9.78 12.78a.75.75 0 0 1-1.06 0L4.47 8.53a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L6.06 8l3.72 3.72a.75.75 0 0 1 0 1.06Z"></path></svg>Back</button><a href="https://github.blog/ai-and-ml/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">AI &amp; ML<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-2 mb-0 color-fg-muted">Learn about artificial intelligence and machine learning across the GitHub ecosystem and the wider industry.</p></div>
	<ul class="border-top list-style-none">
		<li class="mt-4"><a href="https://github.blog/ai-and-ml/generative-ai/" class="text-bold lh-condensed-ultra color-fg-default">Generative AI</a><p class="mb-0 f5 color-fg-muted">Learn how to build with generative AI.</p></li>
		<li class="mt-4"><a href="https://github.blog/ai-and-ml/github-copilot/" class="text-bold lh-condensed-ultra color-fg-default">GitHub Copilot</a><p class="mb-0 f5 color-fg-muted">Change how you work with GitHub Copilot.</p></li>
		<li class="mt-4"><a href="https://github.blog/ai-and-ml/llms/" class="text-bold lh-condensed-ultra color-fg-default">LLMs</a><p class="mb-0 f5 color-fg-muted">Everything developers need to know about LLMs.</p></li>
		<li class="mt-4"><a href="https://github.blog/ai-and-ml/machine-learning/" class="text-bold lh-condensed-ultra color-fg-default">Machine learning</a><p class="mb-0 f5 color-fg-muted">Machine learning tips, tricks, and best practices.</p></li>
	</ul>
</li>
	<li class="d-none"><div class="mb-4"><a href="https://github.blog/ai-and-ml/generative-ai/how-ai-code-generation-works/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">How AI code generation works</a><p class="mb-3 f5 color-fg-muted">Explore the capabilities and benefits of AI code generation and how it can improve your developer experience.</p><a href="https://github.blog/ai-and-ml/generative-ai/how-ai-code-generation-works/" target="" class="Link d-inline-flex flex-items-center">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></a></div></li>
</ul>
</li>
<li class="mb-5"><a href="https://github.blog/developer-skills/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default js-toggle" aria-controls="primary-mobile-78819-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Developer skills<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right d-block mt-1 color-fg-subtle" 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>
<ul aria-hidden="true" aria-label="Developer skills sub-menu" class="dropdown overflow-y-auto position-absolute top-0 left-0 right-0 bottom-0 flex-wrap p-5 list-style-none rounded-3 z-3 color-bg-default color-border-subtle" id="primary-mobile-78819-dropdown">
	<li class="mb-5"><div class="mb-4"><button type="button" class="d-flex flex-items-center mb-4 p-0 border-0 text-semibold color-bg-transparent color-fg-subtle" aria-controls="primary-mobile-78819-dropdown" aria-expanded="true"><svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-left mr-1"><path d="M9.78 12.78a.75.75 0 0 1-1.06 0L4.47 8.53a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L6.06 8l3.72 3.72a.75.75 0 0 1 0 1.06Z"></path></svg>Back</button><a href="https://github.blog/developer-skills/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">Developer skills<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-2 mb-0 color-fg-muted">Resources for developers to grow in their skills and careers.</p></div>
	<ul class="border-top list-style-none">
		<li class="mt-4"><a href="https://github.blog/developer-skills/application-development/" class="text-bold lh-condensed-ultra color-fg-default">Application development</a><p class="mb-0 f5 color-fg-muted">Insights and best practices for building apps.</p></li>
		<li class="mt-4"><a href="https://github.blog/developer-skills/career-growth/" class="text-bold lh-condensed-ultra color-fg-default">Career growth</a><p class="mb-0 f5 color-fg-muted">Tips &amp; tricks to grow as a professional developer.</p></li>
		<li class="mt-4"><a href="https://github.blog/developer-skills/github/" class="text-bold lh-condensed-ultra color-fg-default">GitHub</a><p class="mb-0 f5 color-fg-muted">Improve how you use GitHub at work.</p></li>
		<li class="mt-4"><a href="https://github.blog/developer-skills/github-education/" class="text-bold lh-condensed-ultra color-fg-default">GitHub Education</a><p class="mb-0 f5 color-fg-muted">Learn how to move into your first professional role.</p></li>
		<li class="mt-4"><a href="https://github.blog/developer-skills/programming-languages-and-frameworks/" class="text-bold lh-condensed-ultra color-fg-default">Programming languages &amp; frameworks</a><p class="mb-0 f5 color-fg-muted">Stay current on what’s new (or new again).</p></li>
	</ul>
</li>
	<li class="d-none"><div class="mb-4"><a href="https://docs.github.com/en/get-started" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">Get started with GitHub documentation</a><p class="mb-3 f5 color-fg-muted">Learn how to start building, shipping, and maintaining software with GitHub.</p><a href="https://docs.github.com/en/get-started" target="" class="Link d-inline-flex flex-items-center">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></a></div></li>
</ul>
</li>
<li class="mb-5"><a href="https://github.blog/engineering/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default js-toggle" aria-controls="primary-mobile-78825-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Engineering<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right d-block mt-1 color-fg-subtle" 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>
<ul aria-hidden="true" aria-label="Engineering sub-menu" class="dropdown overflow-y-auto position-absolute top-0 left-0 right-0 bottom-0 flex-wrap p-5 list-style-none rounded-3 z-3 color-bg-default color-border-subtle" id="primary-mobile-78825-dropdown">
	<li class="mb-5"><div class="mb-4"><button type="button" class="d-flex flex-items-center mb-4 p-0 border-0 text-semibold color-bg-transparent color-fg-subtle" aria-controls="primary-mobile-78825-dropdown" aria-expanded="true"><svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-left mr-1"><path d="M9.78 12.78a.75.75 0 0 1-1.06 0L4.47 8.53a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L6.06 8l3.72 3.72a.75.75 0 0 1 0 1.06Z"></path></svg>Back</button><a href="https://github.blog/engineering/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">Engineering<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-2 mb-0 color-fg-muted">Get an inside look at how we’re building the home for all developers.</p></div>
	<ul class="border-top list-style-none">
		<li class="mt-4"><a href="https://github.blog/engineering/architecture-optimization/" class="text-bold lh-condensed-ultra color-fg-default">Architecture &amp; optimization</a><p class="mb-0 f5 color-fg-muted">Discover how we deliver a performant and highly available experience across the GitHub platform.</p></li>
		<li class="mt-4"><a href="https://github.blog/engineering/engineering-principles/" class="text-bold lh-condensed-ultra color-fg-default">Engineering principles</a><p class="mb-0 f5 color-fg-muted">Explore best practices for building software at scale with a majority remote team.</p></li>
		<li class="mt-4"><a href="https://github.blog/engineering/infrastructure/" class="text-bold lh-condensed-ultra color-fg-default">Infrastructure</a><p class="mb-0 f5 color-fg-muted">Get a glimpse at the technology underlying the world’s leading AI-powered developer platform.</p></li>
		<li class="mt-4"><a href="https://github.blog/engineering/platform-security/" class="text-bold lh-condensed-ultra color-fg-default">Platform security</a><p class="mb-0 f5 color-fg-muted">Learn how we build security into everything we do across the developer lifecycle.</p></li>
		<li class="mt-4"><a href="https://github.blog/engineering/user-experience/" class="text-bold lh-condensed-ultra color-fg-default">User experience</a><p class="mb-0 f5 color-fg-muted">Find out what goes into making GitHub the home for all developers.</p></li>
	</ul>
</li>
	<li class="d-none"><div class="mb-4"><a href="https://github.blog/engineering/how-we-use-github-to-be-more-productive-collaborative-and-secure/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">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><a href="https://github.blog/engineering/how-we-use-github-to-be-more-productive-collaborative-and-secure/" target="" class="Link d-inline-flex flex-items-center">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></a></div></li>
</ul>
</li>
<li class="mb-5"><a href="https://github.blog/enterprise-software/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default js-toggle" aria-controls="primary-mobile-78832-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Enterprise software<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right d-block mt-1 color-fg-subtle" 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>
<ul aria-hidden="true" aria-label="Enterprise software sub-menu" class="dropdown overflow-y-auto position-absolute top-0 left-0 right-0 bottom-0 flex-wrap p-5 list-style-none rounded-3 z-3 color-bg-default color-border-subtle" id="primary-mobile-78832-dropdown">
	<li class="mb-5"><div class="mb-4"><button type="button" class="d-flex flex-items-center mb-4 p-0 border-0 text-semibold color-bg-transparent color-fg-subtle" aria-controls="primary-mobile-78832-dropdown" aria-expanded="true"><svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-left mr-1"><path d="M9.78 12.78a.75.75 0 0 1-1.06 0L4.47 8.53a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L6.06 8l3.72 3.72a.75.75 0 0 1 0 1.06Z"></path></svg>Back</button><a href="https://github.blog/enterprise-software/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">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-2 mb-0 color-fg-muted">Explore how to write, build, and deploy enterprise software at scale.</p></div>
	<ul class="border-top list-style-none">
		<li class="mt-4"><a href="https://github.blog/enterprise-software/automation/" class="text-bold lh-condensed-ultra color-fg-default">Automation</a><p class="mb-0 f5 color-fg-muted">Automating your way to faster and more secure ships.</p></li>
		<li class="mt-4"><a href="https://github.blog/enterprise-software/ci-cd/" class="text-bold lh-condensed-ultra color-fg-default">CI/CD</a><p class="mb-0 f5 color-fg-muted">Guides on continuous integration and delivery.</p></li>
		<li class="mt-4"><a href="https://github.blog/enterprise-software/collaboration/" class="text-bold lh-condensed-ultra color-fg-default">Collaboration</a><p class="mb-0 f5 color-fg-muted">Tips, tools, and tricks to improve developer collaboration.</p></li>
		<li class="mt-4"><a href="https://github.blog/enterprise-software/devops/" class="text-bold lh-condensed-ultra color-fg-default">DevOps</a><p class="mb-0 f5 color-fg-muted">DevOps resources for enterprise engineering teams.</p></li>
		<li class="mt-4"><a href="https://github.blog/enterprise-software/devsecops/" class="text-bold lh-condensed-ultra color-fg-default">DevSecOps</a><p class="mb-0 f5 color-fg-muted">How to integrate security into the SDLC.</p></li>
		<li class="mt-4"><a href="https://github.blog/enterprise-software/governance-and-compliance/" class="text-bold lh-condensed-ultra color-fg-default">Governance &amp; compliance</a><p class="mb-0 f5 color-fg-muted">Ensuring your builds stay clean.</p></li>
	</ul>
</li>
	<li class="d-none"><div class="mb-4"><a href="https://resources.github.com/artificial-intelligence/how-enterprise-engineering-teams-can-successfully-adopt-ai/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">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><a href="https://resources.github.com/artificial-intelligence/how-enterprise-engineering-teams-can-successfully-adopt-ai/" target="" class="Link d-inline-flex flex-items-center">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></a></div></li>
</ul>
</li>
<li class="mb-5"><a href="https://github.blog/news-insights/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default js-toggle" aria-controls="primary-mobile-78840-dropdown" aria-expanded="false" aria-haspopup="true" role="button">News &amp; insights<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right d-block mt-1 color-fg-subtle" 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>
<ul aria-hidden="true" aria-label="News &amp; insights sub-menu" class="dropdown overflow-y-auto position-absolute top-0 left-0 right-0 bottom-0 flex-wrap p-5 list-style-none rounded-3 z-3 color-bg-default color-border-subtle" id="primary-mobile-78840-dropdown">
	<li class="mb-5"><div class="mb-4"><button type="button" class="d-flex flex-items-center mb-4 p-0 border-0 text-semibold color-bg-transparent color-fg-subtle" aria-controls="primary-mobile-78840-dropdown" aria-expanded="true"><svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-left mr-1"><path d="M9.78 12.78a.75.75 0 0 1-1.06 0L4.47 8.53a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L6.06 8l3.72 3.72a.75.75 0 0 1 0 1.06Z"></path></svg>Back</button><a href="https://github.blog/news-insights/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">News &amp; insights<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-2 mb-0 color-fg-muted">Keep up with what’s new and notable from inside GitHub.</p></div>
	<ul class="border-top list-style-none">
		<li class="mt-4"><a href="https://github.blog/news-insights/company-news/" class="text-bold lh-condensed-ultra color-fg-default">Company news</a><p class="mb-0 f5 color-fg-muted">An inside look at news and product updates from GitHub.</p></li>
		<li class="mt-4"><a href="https://github.blog/news-insights/product-news/" class="text-bold lh-condensed-ultra color-fg-default">Product</a><p class="mb-0 f5 color-fg-muted">The latest on GitHub’s platform, products, and tools.</p></li>
		<li class="mt-4"><a href="https://github.blog/news-insights/octoverse/" class="text-bold lh-condensed-ultra color-fg-default">Octoverse</a><p class="mb-0 f5 color-fg-muted">Insights into the state of open source on GitHub.</p></li>
		<li class="mt-4"><a href="https://github.blog/news-insights/policy-news-and-insights/" class="text-bold lh-condensed-ultra color-fg-default">Policy</a><p class="mb-0 f5 color-fg-muted">The latest policy and regulatory changes in software.</p></li>
		<li class="mt-4"><a href="https://github.blog/news-insights/research/" class="text-bold lh-condensed-ultra color-fg-default">Research</a><p class="mb-0 f5 color-fg-muted">Data-driven insights around the developer ecosystem.</p></li>
		<li class="mt-4"><a href="https://github.blog/news-insights/the-library/" class="text-bold lh-condensed-ultra color-fg-default">The library</a><p class="mb-0 f5 color-fg-muted">Older news and updates from GitHub.</p></li>
	</ul>
</li>
	<li class="d-none"><div class="mb-4"><a href="https://github.blog/ai-and-ml/llms/unlocking-the-power-of-unstructured-data-with-rag/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">Unlocking the power of unstructured data with RAG</a><p class="mb-3 f5 color-fg-muted">Learn how to use retrieval-augmented generation (RAG) to capture more insights.</p><a href="https://github.blog/ai-and-ml/llms/unlocking-the-power-of-unstructured-data-with-rag/" target="" class="Link d-inline-flex flex-items-center">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></a></div></li>
</ul>
</li>
<li class="mb-5"><a href="https://github.blog/open-source/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default js-toggle" aria-controls="primary-mobile-78848-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Open Source<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right d-block mt-1 color-fg-subtle" 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>
<ul aria-hidden="true" aria-label="Open Source sub-menu" class="dropdown overflow-y-auto position-absolute top-0 left-0 right-0 bottom-0 flex-wrap p-5 list-style-none rounded-3 z-3 color-bg-default color-border-subtle" id="primary-mobile-78848-dropdown">
	<li class="mb-5"><div class="mb-4"><button type="button" class="d-flex flex-items-center mb-4 p-0 border-0 text-semibold color-bg-transparent color-fg-subtle" aria-controls="primary-mobile-78848-dropdown" aria-expanded="true"><svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-left mr-1"><path d="M9.78 12.78a.75.75 0 0 1-1.06 0L4.47 8.53a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L6.06 8l3.72 3.72a.75.75 0 0 1 0 1.06Z"></path></svg>Back</button><a href="https://github.blog/open-source/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">Open Source<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-2 mb-0 color-fg-muted">Everything open source on GitHub.</p></div>
	<ul class="border-top list-style-none">
		<li class="mt-4"><a href="https://github.blog/open-source/git/" class="text-bold lh-condensed-ultra color-fg-default">Git</a><p class="mb-0 f5 color-fg-muted">The latest Git updates.</p></li>
		<li class="mt-4"><a href="https://github.blog/open-source/maintainers/" class="text-bold lh-condensed-ultra color-fg-default">Maintainers</a><p class="mb-0 f5 color-fg-muted">Spotlighting open source maintainers.</p></li>
		<li class="mt-4"><a href="https://github.blog/open-source/social-impact/" class="text-bold lh-condensed-ultra color-fg-default">Social impact</a><p class="mb-0 f5 color-fg-muted">How open source is driving positive change.</p></li>
		<li class="mt-4"><a href="https://github.blog/open-source/gaming/" class="text-bold lh-condensed-ultra color-fg-default">Gaming</a><p class="mb-0 f5 color-fg-muted">Explore open source games on GitHub.</p></li>
	</ul>
</li>
	<li class="d-none"><div class="mb-4"><a href="https://resources.github.com/software-development/innersource/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">An introduction to innersource</a><p class="mb-3 f5 color-fg-muted">Organizations worldwide are incorporating open source methodologies into the way they build and ship their own software.</p><a href="https://resources.github.com/software-development/innersource/" target="" class="Link d-inline-flex flex-items-center">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></a></div></li>
</ul>
</li>
<li class="mb-5"><a href="https://github.blog/security/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default js-toggle" aria-controls="primary-mobile-78859-dropdown" aria-expanded="false" aria-haspopup="true" role="button">Security<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-right d-block mt-1 color-fg-subtle" 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>
<ul aria-hidden="true" aria-label="Security sub-menu" class="dropdown overflow-y-auto position-absolute top-0 left-0 right-0 bottom-0 flex-wrap p-5 list-style-none rounded-3 z-3 color-bg-default color-border-subtle" id="primary-mobile-78859-dropdown">
	<li class="mb-5"><div class="mb-4"><button type="button" class="d-flex flex-items-center mb-4 p-0 border-0 text-semibold color-bg-transparent color-fg-subtle" aria-controls="primary-mobile-78859-dropdown" aria-expanded="true"><svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-chevron-left mr-1"><path d="M9.78 12.78a.75.75 0 0 1-1.06 0L4.47 8.53a.75.75 0 0 1 0-1.06l4.25-4.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L6.06 8l3.72 3.72a.75.75 0 0 1 0 1.06Z"></path></svg>Back</button><a href="https://github.blog/security/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">Security<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-2 mb-0 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 color-fg-muted">Helpful tips on securing web applications.</p></li>
	</ul>
</li>
	<li class="d-none"><div class="mb-4"><a href="https://resources.github.com/security/the-enterprise-guide-to-ai-powered-devsecops/" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">The enterprise guide to AI-powered DevSecOps</a><p class="mb-3 f5 color-fg-muted">Learn about core challenges in DevSecOps, and how you can start addressing them with AI and automation.</p><a href="https://resources.github.com/security/the-enterprise-guide-to-ai-powered-devsecops/" target="" class="Link d-inline-flex flex-items-center">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></a></div></li>
</ul>
</li>
</ul><ul id="menu-secondary-navigation" class="pt-5 border-top list-style-none"><li class="mb-5"><a href="https://github.blog/changelog/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default">Changelog</a></li>
<li class="mb-5"><a href="https://docs.github.com/" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default">Docs<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-link-external d-block mt-1 color-fg-subtle" role="presentation"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li>
<li class="mb-5"><a href="https://github.com/customer-stories" class="d-flex flex-items-center flex-justify-between lh-condensed-ultra text-bold color-fg-default">Customer stories<svg viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-link-external d-block mt-1 color-fg-subtle" role="presentation"><path d="M3.75 2h3.5a.75.75 0 0 1 0 1.5h-3.5a.25.25 0 0 0-.25.25v8.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-3.5a.75.75 0 0 1 1.5 0v3.5A1.75 1.75 0 0 1 12.25 14h-8.5A1.75 1.75 0 0 1 2 12.25v-8.5C2 2.784 2.784 2 3.75 2Zm6.854-1h4.146a.25.25 0 0 1 .25.25v4.146a.25.25 0 0 1-.427.177L13.03 4.03 9.28 7.78a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042l3.75-3.75-1.543-1.543A.25.25 0 0 1 10.604 1Z"></path></svg></a></li>
</ul>		<a data-analytics-click="Blog, click on button, text: Contact sales; ref_location:top nav;" class="d-block no-wrap my-3 btn-mktg btn-muted-mktg font-weight-semibold" href="https://github.com/enterprise/contact?ref_cta=contact%2520sales&amp;ref_loc=banner&amp;ref_page=blog" target="_blank">Contact sales</a>
		<a data-analytics-click="Blog, click on button, text: Try GitHub Copilot; ref_location:top nav;" class="d-block no-wrap btn-mktg font-weight-semibold" href="https://docs.github.com/en/copilot/quickstart?utm_source=github&amp;utm_medium=blog&amp;utm_campaign=topnav" target="_blank">Try GitHub Copilot</a>
	</div>
</nav>
		</header>
	</div>
	<main id="start-of-content">
<header class="position-relative" data-color-mode="dark" data-light-theme="light" data-dark-theme="dark_dimmed">
	<div class="container-xl p-responsive-blog">
		<div class="gutter-spacious">
			<div class="col-12 offset-lg-1 col-lg-10 col-xl-8 py-5 py-md-6 ">
				<div class="f5 mb-5 mb-md-8"><span><span><a class="Link--primary" href="https://github.blog/">Home</a></span> <span class="mx-2 opacity-5">/</span> <span><a class="Link--primary" href="https://github.blog/open-source/">Open Source</a></span> <span class="mx-2 opacity-5">/</span> <span><a class="Link--primary" href="https://github.blog/open-source/maintainers/">Maintainers</a></span></span></div>				<h1 class="h3-mktg lh-condensed mb-3 color-fg-default">How we built the good first issues feature</h1>				<div class="f4-mktg">
					<p>We’ve recently launched good first issues recommendations to help new contributors find easy gateways into open source projects. Read about the machine learning engine behind these recommendations.</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="1201" height="630" src="https://github.blog/wp-content/uploads/2019/03/engineering-social.png?resize=1201%2C630" class="d-block cover-image wp-post-image" alt="" decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2019/03/engineering-social.png?w=1201 1201w, https://github.blog/wp-content/uploads/2019/03/engineering-social.png?w=300 300w, https://github.blog/wp-content/uploads/2019/03/engineering-social.png?w=768 768w, https://github.blog/wp-content/uploads/2019/03/engineering-social.png?w=1024 1024w" sizes="auto, (max-width: 1201px) 100vw, 1201px">											</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/tiferet/" title="Posts by Tiferet Gazit" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Tiferet Gazit</a><span class="mx-2">·</span><a target="_blank" href="https://github.com/tiferet" class="Link--primary" aria-label="GitHub profile of tiferet">@tiferet</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="2020-01-22" class="d-block">
			January 22, 2020		</time>

					<span class="d-none d-md-block mx-3">|</span>
			<time datetime="2020-04-16" class="d-block mt-1 mt-md-0">
				Updated April 16, 2020			</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>
				5 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=How%20we%20built%20the%20good%20first%20issues%20feature&amp;url=https%3A%2F%2Fgithub.blog%2Fopen-source%2Fmaintainers%2Fhow-we-built-good-first-issues%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"></path>
			</svg>
		</a>
	</li>
	<li class="ml-3">
		<a href="https://www.facebook.com/sharer/sharer.php?t=How%20we%20built%20the%20good%20first%20issues%20feature&amp;u=https%3A%2F%2Fgithub.blog%2Fopen-source%2Fmaintainers%2Fhow-we-built-good-first-issues%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"></path>
			</svg>
		</a>
	</li>
	<li class="ml-3">
		<a href="https://www.linkedin.com/shareArticle?title=How%20we%20built%20the%20good%20first%20issues%20feature&amp;url=https%3A%2F%2Fgithub.blog%2Fopen-source%2Fmaintainers%2Fhow-we-built-good-first-issues%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"></path>
			</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-51871 post type-post status-publish format-standard has-post-thumbnail hentry category-maintainers category-open-source">
	
<p><span style="font-weight: 400;">GitHub is leveraging machine learning (ML) to help more people contribute to open source. We’ve launched the good first issues feature, powered by deep learning, to help new contributors find easy issues they can tackle in projects that fit their interests.</span></p>
<p><span style="font-weight: 400;">If you want to start contributing, or to attract new contributors to a project you maintain, get started with our <a href="https://github.blog/2020-01-22-browse-good-first-issues-to-start-contributing-to-open-source/">overview of the good first issues feature</a>. Read on to learn about how we leverage machine learning to detect easy issues.</span></p>
<p class="has-image"><img data-recalc-dims="1" decoding="async" src="https://i0.wp.com/user-images.githubusercontent.com/29592817/71796053-9c68a300-300e-11ea-94e3-d7da75b7b1a1.png?ssl=1" loading="lazy"></p>
<p><span style="font-weight: 400;">In May 2019, our initial launch surfaced recommendations based on labels that were applied to issues by project maintainers. Some analysis of our data, together with manual curation, led to a list of about 300 label names used by popular open source repositories—all synonyms for either “good first issue” or “documentation”. Some examples include “beginner friendly”, “easy bug fix”, and “low-hanging-fruit”. We include documentation issues because they’re often a good way for new people to begin contributing, but rank them lower relative to issues specifically tagged as easy for beginners.</span></p>
<p><span style="font-weight: 400;">Relying on these labels, however, means that only about 40 percent of the repositories we recommend have easy issues we can surface. Moreover, it leaves maintainers with the burden of triaging and labeling issues. Instead of relying on maintainers to manually label their issues, we wanted to use machine learning to broaden the set of issues we could surface.</span></p>
<p><span style="font-weight: 400;">Last month, we shipped an updated version, that includes both label-based and ML-based issue recommendations. With this new version, we’re able to surface issues in about 70 percent of repositories we recommend to users. There is a tradeoff between coverage and accuracy, which is the typical precision and recall tradeoff found in any ML product. To prevent the feed from being swamped with false positive detections, we aim for extremely high precision at the cost of recall. This is necessary because only a tiny minority of all issues are good first issues. The exact numbers are constantly evolving, both as we improve our training data and modeling, and as we adjust the precision and recall tradeoff based on feedback and user behavior.</span></p>
<h2 id="how-it-works">How it works<a href="#how-it-works" class="heading-link pl-2 text-italic text-bold" aria-label="How it works"></a></h2>
<p><span style="font-weight: 400;">As with any supervised machine learning project, the first challenge is building a labeled training set. In this case, manual labeling is a difficult task that requires domain-area expertise in a range of topics, projects, and programming languages. Instead, we’ve opted for a weakly-supervised approach, inferring labels for hundreds of thousands of candidate samples automatically.</span></p>
<p><span style="font-weight: 400;">To detect positive training samples, we begin with issues that have any of the roughly-300 labels in our curated list, but this training set is not sufficiently large or diverse for our needs. We supplement it with a few sets of issues that are also likely to be beginner-friendly. This includes issues that were closed by a pull request from a user who had never previously contributed to the repository, and issues that were closed by a pull request that touched only a few lines in a single file. Because we prefer to miss some good issues than to swamp the feed with false positives, we define all issues that were not explicitly detected as positive samples to be negative samples in our training set. Naturally, this gives us a hugely imbalanced set, so we subsample the negative set in addition to weighting the loss function. We detect and remove near-duplicate issues, and separate the training, validation, and test sets across repositories to prevent data leakage from similar content.</span></p>
<p><span style="font-weight: 400;">In order for our classifiers to detect good issues as soon as they’re opened, we train them using only issue titles and bodies, and avoid relying on additional signals such as conversations. The titles and bodies undergo some preprocessing and denoising, such as removing parts of the body that are likely to come from an issue template, since they carry no signal for our problem. We’ve experimented with a range of model variants and architectures, including both classical ML methods such as </span><a href="https://en.wikipedia.org/wiki/Random_forest"><span style="font-weight: 400;">random forests</span></a><span style="font-weight: 400;"> using </span><a href="https://en.wikipedia.org/wiki/Tf%E2%80%93idf"><span style="font-weight: 400;">tf-idf</span></a><span style="font-weight: 400;"> input vectors and neural network models such as 1D </span><a href="https://en.wikipedia.org/wiki/Convolutional_neural_network"><span style="font-weight: 400;">convolutional neural networks</span></a><span style="font-weight: 400;"> and </span><a href="https://en.wikipedia.org/wiki/Recurrent_neural_network"><span style="font-weight: 400;">recurrent neural networks</span></a><span style="font-weight: 400;">. The deep learning models are implemented in TensorFlow, and use one-hot encodings of issue titles and bodies, fed into trainable embedding layers, as separate inputs to networks, with features from the two inputs concatenated towards the top of the network. Unsurprisingly, these networks generally outperform the classical methods using tf-idf, because they can use the full information contained in word ordering, context, and sentence structure, rather than just information on the unordered relative count of words in the vocabulary. Because both the training and inference happen offline, the added cost of deep learning methods is not prohibitive in this case. However, given the limited size of the positive training set, we’ve found various textual data augmentation techniques to be crucial to the success of these networks, in addition to regularization and early stopping.&nbsp;</span></p>
<p><span style="font-weight: 400;">To surface issue recommendations given a trained classifier, we run inference on all qualifying open issues from non-archived public repositories. Each issue for which the classifier predicts a probability above the required threshold is slated for recommendation, with a confidence score equal to its predicted probability. We also detect all open issues from non-archived public repositories that have at least one of the labels from the curated label list. These issues are given a confidence score based on the relevance of their labels, with synonyms of “good first issue” given higher confidence than synonyms of “documentation”. In general, label-based detections are given higher confidence than ML-based detections. Within each repository, all detected issues are then ranked primarily based on their confidence score, along with a penalty on issue age.</span></p>
<p><span style="font-weight: 400;">Our data acquisition, training, and inference pipelines run daily, using scheduled </span><a href="https://argoproj.github.io/"><span style="font-weight: 400;">Argo</span></a><span style="font-weight: 400;"> workflows, to ensure our results remain fresh and relevant. As the first deep-learning-enabled product to launch on Github.com, this feature required careful design to ensure that the infrastructure would generalize to future projects.</span></p>
<h2 id="whats-next">What’s next<a href="#whats-next" class="heading-link pl-2 text-italic text-bold" aria-label="What’s next"></a></h2>
<p><span style="font-weight: 400;">We continue to iterate on the training data, training pipeline, and classifier models to improve the surfaced issue recommendations. In parallel, we’re adding better signals to our repository recommendations to help users find and get involved with the best projects related to their interests. We also plan to add a mechanism for maintainers and triagers to approve or remove ML-based recommendations in their repositories. Finally, we plan on extending issue recommendations to offer personalized suggestions on next issues to tackle for anyone who has already made contributions to a project.</span></p>
<p><span style="font-weight: 400;">We hope you find these issue recommendations useful.</span></p>
<p><a href="https://github.blog/2020-01-22-browse-good-first-issues-to-start-contributing-to-open-source/"><span style="font-weight: 400;">Learn more about good first issues</span></a></p>

		<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://avatars1.githubusercontent.com/u/13252556?v=4&amp;s=200" width="120" height="120" media="(min-width: 768px)">
					<img class="d-block circle" src="https://avatars1.githubusercontent.com/u/13252556?v=4&amp;s=200" alt="Tiferet Gazit" 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/tiferet/" class="Link--primary color-fg-default">Tiferet Gazit</a>
			</h3>
							<p class="mb-0 f4 lh-condensed">
					<a href="https://github.com/tiferet" target="_blank">@tiferet</a>
				</p>
					</header>
			</div>
</article>
	</div>
</section>

<aside id="sidebar" class="col-12 col-md-4 col-lg-3 post__sidebar" aria-label="Sidebar">
		<div class="position-sticky top-md-scroll">
		<div class="d-none d-md-block">
					</div>
			</div>
</aside>
		</div>
	</div>
	<section class="container-xl p-responsive-blog mx-auto mt-12 mb-8">
	<h2 class="h5-mktg mb-4 mb-lg-7 pb-3 border-bottom color-border-subtle">
		Related posts	</h2>
	<div class="post-columns post-columns--3-3">
	<article class="color-border-muted card">
	<div class="d-flex flex-column">
		<div class="d-block col-12 position-relative rounded-2 mb-3 overflow-hidden tease-thumbnail" target="_self">
			<svg aria-hidden="true" width="1032" height="548" class="width-full height-auto d-block" role="presentation"></svg>
			<img width="400" height="212" src="https://github.blog/wp-content/uploads/2024/02/Security-LightMode-3.png?resize=400%2C212" class="d-block cover-image tease-thumbnail__img wp-post-image" alt="" decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2024/02/Security-LightMode-3.png?w=300 300w, https://github.blog/wp-content/uploads/2024/02/Security-LightMode-3.png?w=800 800w, https://github.blog/wp-content/uploads/2024/02/Security-LightMode-3.png?w=400 400w, https://github.blog/wp-content/uploads/2024/02/Security-LightMode-3.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/02/Security-LightMode-3.png?w=516 516w, https://github.blog/wp-content/uploads/2024/02/Security-LightMode-3.png?zoom=3&amp;resize=400%2C212 1200w" sizes="auto, (max-width: 400px) 100vw, 400px">		</div>
		<div class="mb-1"><a href="https://github.blog/open-source/maintainers/" class="f5-mktg text-gradient-purple-coral text-bold pb-1 position-relative z-2">Maintainers</a></div>		<h3 class="h6-mktg mb-2">
			<a class="Link--primary card__link" href="https://github.blog/open-source/maintainers/what-the-eus-new-software-legislation-means-for-developers/" target="_self">
				What the EU’s new software legislation means for developers			</a>
		</h3>
		<div class="f4-mktg color-fg-muted">
			<p>The EU Cyber Resilience Act will introduce new cybersecurity requirements for software released in the EU. Learn what it means for your open source projects and  what GitHub is doing to ensure the law will be a net win for open source maintainers.</p>
		</div>
		<footer>
			<div class="d-flex flex-items-center mb-6px">
		<span>
					<span class="text-bold">
				<a href="https://github.blog/author/felixreda/" title="Posts by Felix Reda" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Felix Reda</a>			</span>
							</span>
</div>
		</footer>
	</div>
</article>
<article class="color-border-muted card">
	<div class="d-flex flex-column">
		<div class="d-block col-12 position-relative rounded-2 mb-3 overflow-hidden tease-thumbnail" target="_self">
			<svg aria-hidden="true" width="1032" height="548" class="width-full height-auto d-block" role="presentation"></svg>
			<img width="400" height="212" src="https://github.blog/wp-content/uploads/2024/10/game-off-og.png?resize=400%2C212" class="d-block cover-image tease-thumbnail__img wp-post-image" alt="" decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2024/10/game-off-og.png?w=300 300w, https://github.blog/wp-content/uploads/2024/10/game-off-og.png?w=800 800w, https://github.blog/wp-content/uploads/2024/10/game-off-og.png?w=400 400w, https://github.blog/wp-content/uploads/2024/10/game-off-og.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/10/game-off-og.png?w=516 516w, https://github.blog/wp-content/uploads/2024/10/game-off-og.png?zoom=3&amp;resize=400%2C212 1200w" sizes="auto, (max-width: 400px) 100vw, 400px">		</div>
		<div class="mb-1"><a href="https://github.blog/open-source/gaming/" class="f5-mktg text-gradient-purple-coral text-bold pb-1 position-relative z-2">Gaming</a></div>		<h3 class="h6-mktg mb-2">
			<a class="Link--primary card__link" href="https://github.blog/open-source/game-off-2024-theme-announcement/" target="_self">
				Game Off 2024 theme announcement			</a>
		</h3>
		<div class="f4-mktg color-fg-muted">
			<p>GitHub’s annual month-long game jam, where creativity knows no limits! Throughout November, dive into your favorite game engines, libraries, and programming languages to bring your wildest game ideas to life. Whether you’re a seasoned dev or just getting started, it’s all about having fun and making something awesome!</p>
		</div>
		<footer>
			<div class="d-flex flex-items-center mb-6px">
		<span>
					<span class="text-bold">
				<a href="https://github.blog/author/leereilly/" title="Posts by Lee Reilly" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Lee Reilly</a>			</span>
							</span>
</div>
		</footer>
	</div>
</article>
<article class="color-border-muted card">
	<div class="d-flex flex-column">
		<div class="d-block col-12 position-relative rounded-2 mb-3 overflow-hidden tease-thumbnail" target="_self">
			<svg aria-hidden="true" width="1032" height="548" class="width-full height-auto d-block" role="presentation"></svg>
			<img width="400" height="212" src="https://github.blog/wp-content/uploads/2024/10/image3.png?resize=400%2C212" class="d-block cover-image tease-thumbnail__img wp-post-image" alt="Orange banner that says git 2.47 is here!" decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2024/10/image3.png?w=300 300w, https://github.blog/wp-content/uploads/2024/10/image3.png?w=1600 1600w, https://github.blog/wp-content/uploads/2024/10/image3.png?w=800 800w, https://github.blog/wp-content/uploads/2024/10/image3.png?w=400 400w, https://github.blog/wp-content/uploads/2024/10/image3.png?w=1032 1032w, https://github.blog/wp-content/uploads/2024/10/image3.png?w=516 516w, https://github.blog/wp-content/uploads/2024/10/image3.png?zoom=3&amp;resize=400%2C212 1200w" sizes="auto, (max-width: 400px) 100vw, 400px">		</div>
		<div class="mb-1"><a href="https://github.blog/open-source/git/" class="f5-mktg text-gradient-purple-coral text-bold pb-1 position-relative z-2">Git</a></div>		<h3 class="h6-mktg mb-2">
			<a class="Link--primary card__link" href="https://github.blog/open-source/git/highlights-from-git-2-47/" target="_self">
				Highlights from Git 2.47			</a>
		</h3>
		<div class="f4-mktg color-fg-muted">
			<p>Git 2.47 is here, with features like incremental multi-pack indexes and more. Check out our coverage of some of the highlights here.</p>
		</div>
		<footer>
			<div class="d-flex flex-items-center mb-6px">
		<span>
					<span class="text-bold">
				<a href="https://github.blog/author/ttaylorr/" title="Posts by Taylor Blau" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Taylor Blau</a>			</span>
							</span>
</div>
		</footer>
	</div>
</article>
</div>
</section>
<aside class="container-xl p-responsive-blog mx-auto mb-12">
	<h2 class="h5-mktg border-bottom pb-3">
		Explore more from GitHub	</h2>
	<div class="d-flex flex-wrap ml-md-n4">
		<div class="col-12 col-md-6 col-lg-3 d-flex mt-4 mt-lg-6 pl-md-4">
	<div class="rounded-3 color-bg-subtle d-flex flex-column flex-items-start width-full p-5 f4-mktg color-fg-muted">
		<img src="https://github.blog/wp-content/uploads/2024/07/Icon-Circle.svg" width="44" height="44" class="width-auto d-block mb-3" alt="Docs">		<h3 class="f3-mktg text-bold color-fg-default mb-3">
			Docs		</h3>
		<div class="mb-auto">
			
<p>Everything you need to master GitHub, all in one place.</p>

		</div>
					<div class="mt-7">
				<a data-analytics-click="Blog, click on module, text: Go to Docs; ref_location:bottom recirculation;" href="https://docs.github.com/" class="text-semibold arrow-target-mktg Link--primary" target="_blank" aria-label="Go to Docs">
					Go to Docs											<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-link-external ml-1"><path fill-rule="evenodd" d="M10.604 1h4.146a.25.25 0 01.25.25v4.146a.25.25 0 01-.427.177L13.03 4.03 9.28 7.78a.75.75 0 01-1.06-1.06l3.75-3.75-1.543-1.543A.25.25 0 0110.604 1zM3.75 2A1.75 1.75 0 002 3.75v8.5c0 .966.784 1.75 1.75 1.75h8.5A1.75 1.75 0 0014 12.25v-3.5a.75.75 0 00-1.5 0v3.5a.25.25 0 01-.25.25h-8.5a.25.25 0 01-.25-.25v-8.5a.25.25 0 01.25-.25h3.5a.75.75 0 000-1.5h-3.5z"></path></svg>
									</a>
			</div>
			</div>
</div>
<div class="col-12 col-md-6 col-lg-3 d-flex mt-4 mt-lg-6 pl-md-4">
	<div class="rounded-3 color-bg-subtle d-flex flex-column flex-items-start width-full p-5 f4-mktg color-fg-muted">
		<img src="https://github.blog/wp-content/uploads/2024/07/Icon_95220f.svg" width="44" height="44" class="width-auto d-block mb-3" alt="GitHub">		<h3 class="f3-mktg text-bold color-fg-default mb-3">
			GitHub		</h3>
		<div class="mb-auto">
			
<p>Build what’s next on GitHub, the place for anyone from anywhere to build anything.</p>

		</div>
					<div class="mt-7">
				<a data-analytics-click="Blog, click on module, text: Start building; ref_location:bottom recirculation;" href="https://github.blog/developer-skills/github/" class="text-semibold arrow-target-mktg Link--primary" target="_blank" aria-label="Start building">
					Start building											<svg 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 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="octicon-chevrow-stem" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg>
									</a>
			</div>
			</div>
</div>
<div class="col-12 col-md-6 col-lg-3 d-flex mt-4 mt-lg-6 pl-md-4">
	<div class="rounded-3 color-bg-subtle d-flex flex-column flex-items-start width-full p-5 f4-mktg color-fg-muted">
		<img src="https://github.blog/wp-content/uploads/2024/07/Icon_da43dc.svg" width="44" height="44" class="width-auto d-block mb-3" alt="Customer stories">		<h3 class="f3-mktg text-bold color-fg-default mb-3">
			Customer stories		</h3>
		<div class="mb-auto">
			
<p>Meet the companies and engineering teams that build with GitHub.</p>

		</div>
					<div class="mt-7">
				<a data-analytics-click="Blog, click on module, text: Learn more; ref_location:bottom recirculation;" href="https://github.com/customer-stories" class="text-semibold arrow-target-mktg Link--primary" target="_blank" aria-label="Learn more">
					Learn more											<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-link-external ml-1"><path fill-rule="evenodd" d="M10.604 1h4.146a.25.25 0 01.25.25v4.146a.25.25 0 01-.427.177L13.03 4.03 9.28 7.78a.75.75 0 01-1.06-1.06l3.75-3.75-1.543-1.543A.25.25 0 0110.604 1zM3.75 2A1.75 1.75 0 002 3.75v8.5c0 .966.784 1.75 1.75 1.75h8.5A1.75 1.75 0 0014 12.25v-3.5a.75.75 0 00-1.5 0v3.5a.25.25 0 01-.25.25h-8.5a.25.25 0 01-.25-.25v-8.5a.25.25 0 01.25-.25h3.5a.75.75 0 000-1.5h-3.5z"></path></svg>
									</a>
			</div>
			</div>
</div>
<div class="col-12 col-md-6 col-lg-3 d-flex mt-4 mt-lg-6 pl-md-4">
	<div class="rounded-3 color-bg-subtle d-flex flex-column flex-items-start width-full p-5 f4-mktg color-fg-muted">
		<img src="https://github.blog/wp-content/uploads/2022/05/careers.svg" width="44" height="44" class="width-auto d-block mb-3" alt="Work at GitHub!">		<h3 class="f3-mktg text-bold color-fg-default mb-3">
			Work at GitHub!		</h3>
		<div class="mb-auto">
			
<p>Check out our current job openings.</p>

		</div>
					<div class="mt-7">
				<a data-analytics-click="Blog, click on module, text: Apply now; ref_location:bottom recirculation;" href="https://www.github.careers/careers-home" class="text-semibold arrow-target-mktg Link--primary" target="_blank" aria-label="Apply now">
					Apply now											<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16" width="16" height="16" class="octicon octicon-link-external ml-1"><path fill-rule="evenodd" d="M10.604 1h4.146a.25.25 0 01.25.25v4.146a.25.25 0 01-.427.177L13.03 4.03 9.28 7.78a.75.75 0 01-1.06-1.06l3.75-3.75-1.543-1.543A.25.25 0 0110.604 1zM3.75 2A1.75 1.75 0 002 3.75v8.5c0 .966.784 1.75 1.75 1.75h8.5A1.75 1.75 0 0014 12.25v-3.5a.75.75 0 00-1.5 0v3.5a.25.25 0 01-.25.25h-8.5a.25.25 0 01-.25-.25v-8.5a.25.25 0 01.25-.25h3.5a.75.75 0 000-1.5h-3.5z"></path></svg>
									</a>
			</div>
			</div>
</div>
	</div>
</aside>
<div class="py-6 py-lg-8 color-bg-subtle" data-color-mode="dark" data-light-theme="light" data-dark-theme="dark">
	<div class="container-xl p-responsive-blog">
		<section id="newsletter" class="newsletter rounded-2">
	<div class="color-bg-subtle rounded-2">
		<div class="d-flex flex-row flex-wrap gutter-spacious py-5 px-4 py-md-6 px-md-5">
			<div class="col-12 col-lg-6 col-xl-7">
				<h2 class="h4-mktg color-fg-default"> We do newsletters, too</h2>
				<p class="f3-mktg color-fg-muted mt-2 mb-3">Discover tips, technical guides, and best practices in our biweekly newsletter just for devs.</p>
			</div>
			<div class="col-12 col-lg-6 col-xl-5">
				<form method="post" action="https://s88570519.t.eloqua.com/e/f2?elqFormName=copynewsletter-signup-form-637872624660309567&amp;elqSiteID=88570519" class="js-form-validator">
					<div class="newsletter-form d-md-flex flex-row mt-0 mb-3 rounded-2 required form-group">
						<div class="m-0 width-full">
							<label for="newsletter_emailAddress" class="screen-reader-text">Your email address</label>
							<input type="email" required="" id="newsletter_emailAddress" name="emailAddress" placeholder="Your email address" class="required js-validity-check d-block width-full height-md-full mb-2 mb-md-0 f4-mktg newsletter-field rounded-2">
						</div>
																								<input type="hidden" name="classification" value="Practitioner">
						<button type="submit" class="js-form-validator-submit newsletter-submit flex-shrink-0 arrow-target-mktg d-none d-md-flex flex-row f3-mktg flex-items-center text-semibold rounded-2">
							<span>Subscribe</span>
							<svg xmlns="http://www.w3.org/2000/svg" class="octicon arrow-symbol-mktg" width="24" height="24" 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 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="octicon-chevrow-stem" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg>
						</button>
					</div>
					<div class="form-checkbox color-fg-muted f6-mktg m-0 mt-2 form-group">
						<label class="text-normal">
							<input id="optincheckbox" name="marketingEmailOptIn1" type="checkbox" value="True">
							Yes please, I’d like GitHub and affiliates to use my information for personalized communications, targeted advertising and campaign effectiveness. See the <a href="https://github.com/site/privacy" target="blank">GitHub Privacy Statement</a> for more details.						</label>
					</div>
					<button type="submit" class="js-form-validator-submit newsletter-submit flex-shrink-0 arrow-target-mktg mt-3 d-flex d-md-none flex-row f3-mktg flex-items-center text-semibold rounded-2">
						<span>Subscribe</span>
						<svg xmlns="http://www.w3.org/2000/svg" class="octicon arrow-symbol-mktg" width="24" height="24" 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 11.7197L7.28033 12.7803L11.5303 8.53033L10.4697 7.46967Z"></path><path class="octicon-chevrow-stem" stroke="currentColor" d="M1.75 8H11" stroke-width="1.5" stroke-linecap="round"></path></svg>
					</button>
				</form>
			</div>
		</div>
	</div>
</section>
	</div>
</div>
</main>
<div data-color-mode="dark" data-light-theme="light" data-dark-theme="dark">
	<footer class="footer pt-6">
		
<div class="container-xl p-responsive-blog">
	<div class="d-flex flex-wrap py-5 mb-5">

		<div class="col-12 col-lg-4 mb-5">
			<a href="https://github.com/" data-ga-click="Resources, go to home, resources footer" class="color-fg-default" aria-label="Go to GitHub homepage">
				<svg height="30" class="octicon octicon-logo-github" viewBox="0 0 45 16" version="1.1" width="84" aria-hidden="true">
					<path fill-rule="evenodd" d="M18.53 12.03h-.02c.009 0 .015.01.024.011h.006l-.01-.01zm.004.011c-.093.001-.327.05-.574.05-.78 0-1.05-.36-1.05-.83V8.13h1.59c.09 0 .16-.08.16-.19v-1.7c0-.09-.08-.17-.16-.17h-1.59V3.96c0-.08-.05-.13-.14-.13h-2.16c-.09 0-.14.05-.14.13v2.17s-1.09.27-1.16.28c-.08.02-.13.09-.13.17v1.36c0 .11.08.19.17.19h1.11v3.28c0 2.44 1.7 2.69 2.86 2.69.53 0 1.17-.17 1.27-.22.06-.02.09-.09.09-.16v-1.5a.177.177 0 00-.146-.18zM42.23 9.84c0-1.81-.73-2.05-1.5-1.97-.6.04-1.08.34-1.08.34v3.52s.49.34 1.22.36c1.03.03 1.36-.34 1.36-2.25zm2.43-.16c0 3.43-1.11 4.41-3.05 4.41-1.64 0-2.52-.83-2.52-.83s-.04.46-.09.52c-.03.06-.08.08-.14.08h-1.48c-.1 0-.19-.08-.19-.17l.02-11.11c0-.09.08-.17.17-.17h2.13c.09 0 .17.08.17.17v3.77s.82-.53 2.02-.53l-.01-.02c1.2 0 2.97.45 2.97 3.88zm-8.72-3.61h-2.1c-.11 0-.17.08-.17.19v5.44s-.55.39-1.3.39-.97-.34-.97-1.09V6.25c0-.09-.08-.17-.17-.17h-2.14c-.09 0-.17.08-.17.17v5.11c0 2.2 1.23 2.75 2.92 2.75 1.39 0 2.52-.77 2.52-.77s.05.39.08.45c.02.05.09.09.16.09h1.34c.11 0 .17-.08.17-.17l.02-7.47c0-.09-.08-.17-.19-.17zm-23.7-.01h-2.13c-.09 0-.17.09-.17.2v7.34c0 .2.13.27.3.27h1.92c.2 0 .25-.09.25-.27V6.23c0-.09-.08-.17-.17-.17zm-1.05-3.38c-.77 0-1.38.61-1.38 1.38 0 .77.61 1.38 1.38 1.38.75 0 1.36-.61 1.36-1.38 0-.77-.61-1.38-1.36-1.38zm16.49-.25h-2.11c-.09 0-.17.08-.17.17v4.09h-3.31V2.6c0-.09-.08-.17-.17-.17h-2.13c-.09 0-.17.08-.17.17v11.11c0 .09.09.17.17.17h2.13c.09 0 .17-.08.17-.17V8.96h3.31l-.02 4.75c0 .09.08.17.17.17h2.13c.09 0 .17-.08.17-.17V2.6c0-.09-.08-.17-.17-.17zM8.81 7.35v5.74c0 .04-.01.11-.06.13 0 0-1.25.89-3.31.89-2.49 0-5.44-.78-5.44-5.92S2.58 1.99 5.1 2c2.18 0 3.06.49 3.2.58.04.05.06.09.06.14L7.94 4.5c0 .09-.09.2-.2.17-.36-.11-.9-.33-2.17-.33-1.47 0-3.05.42-3.05 3.73s1.5 3.7 2.58 3.7c.92 0 1.25-.11 1.25-.11v-2.3H4.88c-.11 0-.19-.08-.19-.17V7.35c0-.09.08-.17.19-.17h3.74c.11 0 .19.08.19.17z"></path>
				</svg>
			</a>
		</div>

		<div class="col-6 col-sm-3 col-lg-2 mb-6 mb-md-2 pr-3 pr-lg-0 pl-lg-4"><h2 class="h5 mb-3 text-mono color-text-tertiary text-normal">Product</h2><ul class="list-style-none text-gray f5"><li class="lh-condensed mb-3"><a href="https://github.com/features" data-ga-click="Site Foundation Components, go to Features, site foundation components footer" class="Link--secondary">Features</a></li><li class="lh-condensed mb-3"><a href="https://github.com/security" data-ga-click="Site Foundation Components, go to Security, site foundation components footer" class="Link--secondary">Security</a></li><li class="lh-condensed mb-3"><a href="https://github.com/enterprise" data-ga-click="Site Foundation Components, go to Enterprise, site foundation components footer" class="Link--secondary">Enterprise</a></li><li class="lh-condensed mb-3"><a href="https://github.com/customer-stories?type=enterprise" data-ga-click="Site Foundation Components, go to Customer Stories, site foundation components footer" class="Link--secondary">Customer Stories</a></li><li class="lh-condensed mb-3"><a href="https://github.com/pricing" data-ga-click="Site Foundation Components, go to Pricing, site foundation components footer" class="Link--secondary">Pricing</a></li><li class="lh-condensed mb-3"><a href="https://resources.github.com/" data-ga-click="Site Foundation Components, go to Resources, site foundation components footer" class="Link--secondary">Resources</a></li></ul></div><div class="col-6 col-sm-3 col-lg-2 mb-6 mb-md-2 pr-3 pr-lg-0 pl-lg-4"><h2 class="h5 mb-3 text-mono color-text-tertiary text-normal">Platform</h2><ul class="list-style-none text-gray f5"><li class="lh-condensed mb-3"><a href="https://developer.github.com/" data-ga-click="Site Foundation Components, go to Developer API, site foundation components footer" class="Link--secondary">Developer API</a></li><li class="lh-condensed mb-3"><a href="https://partner.github.com/" data-ga-click="Site Foundation Components, go to Partners, site foundation components footer" class="Link--secondary">Partners</a></li><li class="lh-condensed mb-3"><a href="https://atom.io/" data-ga-click="Site Foundation Components, go to Atom, site foundation components footer" class="Link--secondary">Atom</a></li><li class="lh-condensed mb-3"><a href="https://www.electronjs.org/" data-ga-click="Site Foundation Components, go to Electron, site foundation components footer" class="Link--secondary">Electron</a></li><li class="lh-condensed mb-3"><a href="https://desktop.github.com/" data-ga-click="Site Foundation Components, go to GitHub Desktop, site foundation components footer" class="Link--secondary">GitHub Desktop</a></li></ul></div><div class="col-6 col-sm-3 col-lg-2 mb-6 mb-md-2 pr-3 pr-lg-0 pl-lg-4"><h2 class="h5 mb-3 text-mono color-text-tertiary text-normal">Support</h2><ul class="list-style-none text-gray f5"><li class="lh-condensed mb-3"><a href="https://docs.github.com/" data-ga-click="Site Foundation Components, go to Docs, site foundation components footer" class="Link--secondary">Docs</a></li><li class="lh-condensed mb-3"><a href="https://github.community/" data-ga-click="Site Foundation Components, go to Community Forum, site foundation components footer" class="Link--secondary">Community Forum</a></li><li class="lh-condensed mb-3"><a href="https://services.github.com/" data-ga-click="Site Foundation Components, go to Training, site foundation components footer" class="Link--secondary">Training</a></li><li class="lh-condensed mb-3"><a href="https://www.githubstatus.com/" data-ga-click="Site Foundation Components, go to Status, site foundation components footer" class="Link--secondary">Status</a></li><li class="lh-condensed mb-3"><a href="https://support.github.com/" data-ga-click="Site Foundation Components, go to Contact, site foundation components footer" class="Link--secondary">Contact</a></li></ul></div><div class="col-6 col-sm-3 col-lg-2 mb-6 mb-md-2 pr-3 pr-lg-0 pl-lg-4"><h2 class="h5 mb-3 text-mono color-text-tertiary text-normal">Company</h2><ul class="list-style-none text-gray f5"><li class="lh-condensed mb-3"><a href="https://github.com/about" data-ga-click="Site Foundation Components, go to About, site foundation components footer" class="Link--secondary">About</a></li><li class="lh-condensed mb-3"><a href="https://github.blog/" data-ga-click="Site Foundation Components, go to Blog, site foundation components footer" class="Link--secondary">Blog</a></li><li class="lh-condensed mb-3"><a href="https://github.com/about/careers" data-ga-click="Site Foundation Components, go to Careers, site foundation components footer" class="Link--secondary">Careers</a></li><li class="lh-condensed mb-3"><a href="https://github.com/about/press" data-ga-click="Site Foundation Components, go to Press, site foundation components footer" class="Link--secondary">Press</a></li><li class="lh-condensed mb-3"><a href="https://shop.github.com/" data-ga-click="Site Foundation Components, go to Shop, site foundation components footer" class="Link--secondary">Shop</a></li></ul></div>
	</div>
</div>
		
<div class="color-bg-subtle">
	<div class="container-xl p-responsive-blog f6 py-4 d-sm-flex flex-justify-between flex-row-reverse flex-items-center">

		<ul class="list-style-none d-flex flex-items-center mb-3 mb-sm-0 lh-condensed-ultra">
			<li class="mr-3 flex-self-start">
				<a href="https://www.linkedin.com/company/github" data-ga-click="Blog, go to Linkedin, resources footer" style="color: #959da5;">
					<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 19 18" class="d-block" height="18">
						<title>LinkedIn icon</title>
						<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"></path>
					</svg>

					<span class="sr-only">GitHub on LinkedIn</span>
				</a>
			</li>
			<li class="mr-3">
				<a href="https://www.instagram.com/github/" data-ga-click="Blog, go to Instagram, resources footer" style="color: #959da5;">
					<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 169.063 169.063" class="d-block" height="18">
						<title>Instagram icon</title>
						<g>
							<path d="M122.406,0H46.654C20.929,0,0,20.93,0,46.655v75.752c0,25.726,20.929,46.655,46.654,46.655h75.752
								c25.727,0,46.656-20.93,46.656-46.655V46.655C169.063,20.93,148.133,0,122.406,0z M154.063,122.407
								c0,17.455-14.201,31.655-31.656,31.655H46.654C29.2,154.063,15,139.862,15,122.407V46.655C15,29.201,29.2,15,46.654,15h75.752
								c17.455,0,31.656,14.201,31.656,31.655V122.407z" fill="currentColor"></path>
							<path d="M84.531,40.97c-24.021,0-43.563,19.542-43.563,43.563c0,24.02,19.542,43.561,43.563,43.561s43.563-19.541,43.563-43.561
								C128.094,60.512,108.552,40.97,84.531,40.97z M84.531,113.093c-15.749,0-28.563-12.812-28.563-28.561
								c0-15.75,12.813-28.563,28.563-28.563s28.563,12.813,28.563,28.563C113.094,100.281,100.28,113.093,84.531,113.093z" fill="currentColor"></path>
							<path d="M129.921,28.251c-2.89,0-5.729,1.17-7.77,3.22c-2.051,2.04-3.23,4.88-3.23,7.78c0,2.891,1.18,5.73,3.23,7.78
								c2.04,2.04,4.88,3.22,7.77,3.22c2.9,0,5.73-1.18,7.78-3.22c2.05-2.05,3.22-4.89,3.22-7.78c0-2.9-1.17-5.74-3.22-7.78
								C135.661,29.421,132.821,28.251,129.921,28.251z" fill="currentColor"></path>
						</g>
					</svg>

					<span class="sr-only">GitHub on Instagram</span>
				</a>
			</li>
			<li class="mr-3">
				<a href="https://www.youtube.com/github" data-ga-click="Blog, go to YouTube, resources footer" style="color: #959da5;">
					<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 19.17 13.6" class="d-block" height="16">
						<title>YouTube icon</title>
						<path d="M18.77 2.13A2.4 2.4 0 0 0 17.09.42C15.59 0 9.58 0 9.58 0a57.55 57.55 0 0 0-7.5.4A2.49 2.49 0 0 0 .39 2.13 26.27 26.27 0 0 0 0 6.8a26.15 26.15 0 0 0 .39 4.67 2.43 2.43 0 0 0 1.69 1.71c1.52.42 7.5.42 7.5.42a57.69 57.69 0 0 0 7.51-.4 2.4 2.4 0 0 0 1.68-1.71 25.63 25.63 0 0 0 .4-4.67 24 24 0 0 0-.4-4.69zM7.67 9.71V3.89l5 2.91z" fill="currentColor"></path>
					</svg>

					<span class="sr-only">GitHub on YouTube</span>
				</a>
			</li>
			<li class="mr-3">
				<a href="https://twitter.com/github" data-ga-click="Blog, go to X, resources footer" style="color: #959da5;">
					<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 1227" class="d-block" height="18">
						<title>X icon</title>
						<path xmlns="http://www.w3.org/2000/svg" d="M714.163 519.284 1160.89 0h-105.86L667.137 450.887 357.328 0H0l468.492 681.821L0 1226.37h105.866l409.625-476.152 327.181 476.152H1200L714.137 519.284h.026ZM569.165 687.828l-47.468-67.894-377.686-540.24h162.604l304.797 435.991 47.468 67.894 396.2 566.721H892.476L569.165 687.854v-.026Z" fill="currentColor"></path>
					</svg>

					<span class="sr-only">GitHub on X</span>
				</a>
			</li>
			<li class="mr-3 flex-self-start">
				<a href="https://www.tiktok.com/@github" data-ga-click="Blog, go to TikTok, resources footer" style="color: #959da5;">
					<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" class="d-block" height="18">
						<title>TikTok icon</title>
						<path d="M12.525.02c1.31-.02 2.61-.01 3.91-.02.08 1.53.63 3.09 1.75 4.17 1.12 1.11 2.7 1.62 4.24 1.79v4.03c-1.44-.05-2.89-.35-4.2-.97-.57-.26-1.1-.59-1.62-.93-.01 2.92.01 5.84-.02 8.75-.08 1.4-.54 2.79-1.35 3.94-1.31 1.92-3.58 3.17-5.91 3.21-1.43.08-2.86-.31-4.08-1.03-2.02-1.19-3.44-3.37-3.65-5.71-.02-.5-.03-1-.01-1.49.18-1.9 1.12-3.72 2.58-4.96 1.66-1.44 3.98-2.13 6.15-1.72.02 1.48-.04 2.96-.04 4.44-.99-.32-2.15-.23-3.02.37-.63.41-1.11 1.04-1.36 1.75-.21.51-.15 1.07-.14 1.61.24 1.64 1.82 3.02 3.5 2.87 1.12-.01 2.19-.66 2.77-1.61.19-.33.4-.67.41-1.06.1-1.79.06-3.57.07-5.36.01-4.03-.01-8.05.02-12.07z" fill="currentColor"></path>
					</svg>

					<span class="sr-only">GitHub on TikTok</span>
				</a>
			</li>
			<li class="mr-3 flex-self-start">
				<a href="https://www.twitch.tv/github" data-ga-click="Blog, go to Twitch, resources footer" style="color: #959da5;">
					<svg role="img" viewBox="0 0 24 24" xmlns="http://www.w3.org/2000/svg" class="d-block" height="18">
						<title>Twitch icon</title>
					  <path d="M11.571 4.714h1.715v5.143H11.57zm4.715 0H18v5.143h-1.714zM6 0L1.714 4.286v15.428h5.143V24l4.286-4.286h3.428L22.286 12V0zm14.571 11.143l-3.428 3.428h-3.429l-3 3v-3H6.857V1.714h13.714Z" fill="currentColor"></path>
					</svg>
					<span class="sr-only">GitHub on Twitch</span>
				</a>
			</li>
			<li>
				<a href="https://github.com/github" data-ga-click="Blog, go to github's org, resources footer" style="color: #959da5;">
					<svg height="20" class="octicon octicon-mark-github d-block" alt="" viewBox="0 0 16 16" version="1.1" width="20" aria-hidden="true">
						<title>GitHub icon</title>
						<path fill-rule="evenodd" d="M8 0C3.58 0 0 3.58 0 8c0 3.54 2.29 6.53 5.47 7.59.4.07.55-.17.55-.38 0-.19-.01-.82-.01-1.49-2.01.37-2.53-.49-2.69-.94-.09-.23-.48-.94-.82-1.13-.28-.15-.68-.52-.01-.53.63-.01 1.08.58 1.23.82.72 1.21 1.87.87 2.33.66.07-.52.28-.87.51-1.07-1.78-.2-3.64-.89-3.64-3.95 0-.87.31-1.59.82-2.15-.08-.2-.36-1.02.08-2.12 0 0 .67-.21 2.2.82.64-.18 1.32-.27 2-.27.68 0 1.36.09 2 .27 1.53-1.04 2.2-.82 2.2-.82.44 1.1.16 1.92.08 2.12.51.56.82 1.27.82 2.15 0 3.07-1.87 3.75-3.65 3.95.29.25.54.73.54 1.48 0 1.07-.01 1.93-.01 2.2 0 .21.15.46.55.38A8.013 8.013 0 0016 8c0-4.42-3.58-8-8-8z"></path>
					</svg>
					<span class="sr-only">GitHub’s organization on GitHub</span>
				</a>
			</li>
		</ul>

		<ul class="list-style-none d-flex flex-wrap text-gray">
			<li class="mr-3">© 2024 GitHub, Inc.</li>

			<li class="mr-3">
				<a href="https://docs.github.com/en/github/site-policy/github-terms-of-service" data-ga-click="Site Foundation Components, go to terms, site foundation components footer" class="Link--secondary">Terms</a>
			</li>

			<li class="mr-3">
				<a href="https://docs.github.com/en/github/site-policy/github-privacy-statement" data-ga-click="Site Foundation Components, go to privacy, site foundation components footer" class="Link--secondary">Privacy</a>
			</li>

				<li class="mr-3">
		<button type="button" class="btn-link Link--secondary" onclick="_ghcc.showPreferences()">Manage Cookies</button>
	</li>
	<li class="mr-3">
		<button type="button" class="btn-link Link--secondary" onclick="_ghcc.showPreferences()">Do not share my personal information</button>
	</li>
	
		</ul>

	</div>
</div>
	</footer>
</div>
<div id="ghcc" style="position: sticky; bottom: 0; z-index: 99999;"><div id="wcpConsentBannerCtrl" class="_23tra1HsiiP6cT-Cka-ycB" dir="ltr" role="alert">
        <div class="_1Upc2NjY8AlDn177YoVj0y">
            <span class="_1V_hlU-7jdtPiooHMu89BB w8hcgFksdo30C8w-bygqu">
        <svg xmlns="http://www.w3.org/2000/svg" x="0px" y="0px" viewBox="0 0 44 44" width="24px" height="24px" fill="none" stroke="currentColor">
          <circle cx="22" cy="22" r="20" stroke-width="2"></circle>
          <line x1="22" x2="22" y1="18" y2="33" stroke-width="3"></line>
          <line x1="22" x2="22" y1="12" y2="15" stroke-width="3"></line>
        </svg>
        </span> <!--  used for icon  -->
            <p class="f6QKJD7fhSbnJLarTL-W- ydkKdaztSS0AeHWIeIHsQ w8hcgFksdo30C8w-bygqu">
                We use optional cookies to improve your experience on our websites and to display personalized advertising based on your online activity. If you reject optional cookies, only cookies necessary to provide you the services listed above will be used. You may change your selection on which cookies to accept by clicking "Manage Cookies" at the bottom of the page to change your selection. This selection is maintained for 180 days. Please review your selections regularly. <br> <br> <a href="https://docs.github.com/account-and-profile/setting-up-and-managing-your-personal-account-on-github/managing-personal-account-settings/managing-your-cookie-preferences-for-githubs-enterprise-marketing-pages">How to manage cookie preferences</a> | <a href="https://docs.github.com/site-policy/privacy-policies/github-privacy-statement">Privacy Statement</a> | <a href="https://docs.github.com/site-policy/privacy-policies/github-subprocessors-and-cookies">Third-Party Cookies</a>.
            </p>
        </div>

        <div class="_2j0fmugLb1FgYz6KPuB91w">
            <button type="button" class="_1XuCi2WhiqeWRUVp3pnFG3 erL690_8JwUW-R4bJRcfl">Accept</button>
            <button type="button" class="_1XuCi2WhiqeWRUVp3pnFG3 erL690_8JwUW-R4bJRcfl">Reject</button>
            <button type="button" class="_1XuCi2WhiqeWRUVp3pnFG3 erL690_8JwUW-R4bJRcfl">Manage cookies</button>
        </div>
        </div></div><script src="https://ghcc.githubassets.com/ghcc.min.js" id="github_cookie_consent-js"></script>
<script src="https://js.monitor.azure.com/scripts/c/ms.analytics-web-4.js" id="github_microsoft_analytics-js"></script>
<script type="text/javascript" src="https://github.blog/_static/??/wp-content/plugins/gh-cookie-consent-and-tracking/dist/js/cookie-consent-and-tracking.js,/wp-includes/js/dist/hooks.min.js?m=1734349027j"></script><script src="https://github.blog/wp-includes/js/dist/i18n.min.js?ver=5e580eb46a90c2b997e6" id="wp-i18n-js"></script>
<script id="wp-i18n-js-after">
wp.i18n.setLocaleData( { 'text direction\u0004ltr': [ 'ltr' ] } );
</script>
<script type="text/javascript" src="https://github.blog/_static/??/wp-includes/js/dist/vendor/wp-polyfill.min.js,/wp-includes/js/dist/url.min.js?m=1732206023j"></script><script src="https://github.blog/wp-includes/js/dist/api-fetch.min.js?ver=d387b816bc1ed2042e28" id="wp-api-fetch-js"></script>
<script id="wp-api-fetch-js-after">
wp.apiFetch.use( wp.apiFetch.createRootURLMiddleware( "https://github.blog/wp-json/" ) );
wp.apiFetch.nonceMiddleware = wp.apiFetch.createNonceMiddleware( "3db35accc4" );
wp.apiFetch.use( wp.apiFetch.nonceMiddleware );
wp.apiFetch.use( wp.apiFetch.mediaUploadMiddleware );
wp.apiFetch.nonceEndpoint = "https://github.blog/wp-admin/admin-ajax.php?action=rest-nonce";
</script>
<script type="text/javascript" src="https://github.blog/wp-content/themes/github-2021/dist/js/site-script.js?m=1734349028g"></script><script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.4.0/highlight.min.js?ver=11.4.0" id="highlightjs-js"></script>
<script id="highlightjs-js-after">
hljs.highlightAll()
</script>
<script integrity="sha256-kAnFXX7lCXF9K2o4g5q1lKyk167yRq6C4TiXWtbgvQw=" crossorigin="anonymous" src="https://analytics.githubassets.com/v1.1.0/hydro-marketing.min.js?ver=6.7.1" id="hydro-analytics-js"></script>
<script src="https://stats.wp.com/e-202451.js" id="jetpack-stats-js" data-wp-strategy="defer"></script>
<script id="jetpack-stats-js-after">
_stq = window._stq || [];
_stq.push([ "view", JSON.parse("{\"v\":\"ext\",\"blog\":\"153214340\",\"post\":\"51871\",\"tz\":\"-8\",\"srv\":\"github.blog\",\"hp\":\"vip\",\"j\":\"1:14.0\"}") ]);
_stq.push([ "clickTrackerInit", "153214340", "51871" ]);
</script><img src="https://pixel.wp.com/g.gif?v=ext&amp;blog=153214340&amp;post=51871&amp;tz=-8&amp;srv=github.blog&amp;hp=vip&amp;j=1%3A14.0&amp;host=github.blog&amp;ref=&amp;fcp=1336&amp;rand=0.8100854590123001" alt="" width="6" height="5" id="wpstats">


</body></html>