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<title>When protections outlive their purpose: A lesson on managing defense systems at scale - The GitHub Blog</title>
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<meta property="article:published_time" content="2026-01-15T20:54:32+00:00" />
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/*# sourceURL=github-typography-presets-inline-css */
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<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>
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<li class="d-none"><div class="mb-4"><a href="https://github.com/resources/whitepapers/gartner-magic-quadrant-and-critical-capabilities-for-ai-code-assistants" class="d-flex flex-items-center flex-justify-start lh-condensed-ultra text-bold color-fg-default">GitHub recognized as a Leader in the Gartner® Magic Quadrant™ for AI Code Assistants</a><p class="mb-3 f5 color-fg-muted">Learn why Gartner positioned GitHub as a Leader for the second year in a row.</p><a href="https://github.com/resources/whitepapers/gartner-magic-quadrant-and-critical-capabilities-for-ai-code-assistants" 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" 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>
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<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" 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>
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<section class="col-12 col-md-8 col-lg-7 post__content is-layout-constrained post-93309 post type-post status-publish format-standard has-post-thumbnail hentry category-engineering category-infrastructure tag-developer-experience tag-incident-response tag-infrastructure tag-observability tag-site-reliability">
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<html><body><p class="wp-block-paragraph">To keep a platform like GitHub available and responsive, it’s critical to build defense mechanisms. A whole lot of them. Rate limits, traffic controls, and protective measures spread across multiple layers of infrastructure. These all play a role in keeping the service healthy during abuse or attacks.</p>
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<p class="wp-block-paragraph">We recently ran into a challenge: Those same protections can quietly outlive their usefulness and start blocking legitimate users. This is especially true for protections added as emergency responses during incidents, when responding quickly means accepting broader controls that aren’t necessarily meant to be long-term. User feedback led us to clean up outdated mitigations and reinforced that observability is just as critical for defenses as it is for features.</p>
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<p class="wp-block-paragraph"><strong>We apologize for the disruption. </strong>We should have caught and removed these protections sooner. Here’s what happened.</p>
|
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<h2 class="wp-block-heading" id="h-what-users-reported">What users reported</h2>
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<p class="wp-block-paragraph">We saw reports on social media from people getting “too many requests” errors during normal, low-volume browsing, such as when following a GitHub link from another service or app, or just browsing around with no obvious pattern of abuse.</p>
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<figure class="wp-block-image size-large"><img data-recalc-dims="1" decoding="async" loading="lazy" height="659" width="1024" src="https://github.blog/wp-content/uploads/2026/01/1.png?resize=1024%2C659" alt="Screenshot of a 'Too many requests' screen encountered by users." class="wp-image-93311" srcset="https://github.blog/wp-content/uploads/2026/01/1.png?w=1240 1240w, https://github.blog/wp-content/uploads/2026/01/1.png?w=300 300w, https://github.blog/wp-content/uploads/2026/01/1.png?w=768 768w, https://github.blog/wp-content/uploads/2026/01/1.png?w=1024 1024w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="wp-element-caption"><em>Users encountered a “Too many requests” error during normal browsing.</em></figcaption></figure>
|
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<p class="wp-block-paragraph">These were users making a handful of normal requests hitting rate limits that shouldn’t have applied to them.</p>
|
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<h2 class="wp-block-heading" id="what-we-found">What we found</h2>
|
||
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<p class="wp-block-paragraph">Investigating these reports, we discovered the root cause: Protection rules added during past abuse incidents had been left in place. These rules were based on patterns that had been strongly associated with abusive traffic when they were created. The problem is that those same patterns were also matching some logged-out requests from legitimate clients.</p>
|
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<p class="wp-block-paragraph">These patterns are combinations of industry-standard fingerprinting techniques alongside platform-specific business logic — composite signals that help us distinguish legitimate usage from abuse. But, unfortunately, composite signals can occasionally produce false positives.</p>
|
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<p class="wp-block-paragraph">The composite approach did provide filtering. Among requests that matched the suspicious fingerprints, only about 0.5–0.9% were actually blocked; specifically, those that also triggered the business-logic rules. Requests that matched both criteria were blocked 100% of the time.</p>
|
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<figure class="wp-block-image size-large"><img data-recalc-dims="1" decoding="async" loading="lazy" height="509" width="1024" src="https://github.blog/wp-content/uploads/2026/01/2.png?resize=1024%2C509" alt="Chart showing percentage of fingerprint matches that were blocked by also triggering business-logic rules, fluctuating between 0.5-0.9% over 60 minutes" class="wp-image-93312" srcset="https://github.blog/wp-content/uploads/2026/01/2.png?w=1184 1184w, https://github.blog/wp-content/uploads/2026/01/2.png?w=300 300w, https://github.blog/wp-content/uploads/2026/01/2.png?w=768 768w, https://github.blog/wp-content/uploads/2026/01/2.png?w=1024 1024w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="wp-element-caption"><em>Not all fingerprint matches resulted in blocks — only those also matching business logic patterns.</em></figcaption></figure>
|
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|
||
<p class="wp-block-paragraph">The overall impact was small but consistent; however, for the customers who were affected, we recognize that any incorrect blocking is unacceptable and can be disruptive. To put all of this in perspective, the following shows the false-positive rate relative to total traffic.</p>
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|
||
<figure class="wp-block-image size-large"><img data-recalc-dims="1" decoding="async" loading="lazy" height="508" width="1024" src="https://github.blog/wp-content/uploads/2026/01/3.png?resize=1024%2C508" alt="Chart showing false positives as approximately 0.003-0.004% of total traffic, with a reference line at 100%" class="wp-image-93313" srcset="https://github.blog/wp-content/uploads/2026/01/3.png?w=1184 1184w, https://github.blog/wp-content/uploads/2026/01/3.png?w=300 300w, https://github.blog/wp-content/uploads/2026/01/3.png?w=768 768w, https://github.blog/wp-content/uploads/2026/01/3.png?w=1024 1024w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="wp-element-caption"><em>False positives represented roughly 0.003-0.004% of total traffic.</em></figcaption></figure>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Although the percentage was low, it still meant that real users were incorrectly blocked during normal browsing, which is not acceptable. The chart below zooms in specifically on this false-positive pattern over time.</p>
|
||
|
||
|
||
|
||
<figure class="wp-block-image size-large"><img data-recalc-dims="1" decoding="async" loading="lazy" height="509" width="1024" src="https://github.blog/wp-content/uploads/2026/01/4.png?resize=1024%2C509" alt="Chart showing false positive rate over 60 minutes, hovering around 0.003-0.004%" class="wp-image-93314" srcset="https://github.blog/wp-content/uploads/2026/01/4.png?w=1184 1184w, https://github.blog/wp-content/uploads/2026/01/4.png?w=300 300w, https://github.blog/wp-content/uploads/2026/01/4.png?w=768 768w, https://github.blog/wp-content/uploads/2026/01/4.png?w=1024 1024w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /><figcaption class="wp-element-caption"><em>In the hour before cleanup, approximately 3-4 requests per 100,000 (0.003-0.004%) were incorrectly blocked.</em></figcaption></figure>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">This is a common challenge when defending platforms at scale. During active incidents, you need to respond quickly, and you accept some tradeoffs to keep the service available. The mitigations are correct and necessary <em>at that moment</em>. Those emergency controls don’t age well as threat patterns evolve and legitimate tools and usage change.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Without active maintenance, temporary mitigations become permanent, and their side effects compound quietly.</p>
|
||
|
||
|
||
|
||
<h3 class="wp-block-heading" id="tracing-through-the-stack">Tracing through the stack</h3>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">The investigation itself highlighted why these issues can persist. When users reported errors, we traced requests across multiple layers of infrastructure to identify where the blocks occurred.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">To understand why this tracing is necessary, it helps to see how protection mechanisms are applied throughout our infrastructure. We’ve built a custom, multi-layered protection infrastructure tailored to GitHub’s unique operational requirements and scale, building upon the flexibility and extensibility of open-source projects like HAProxy. Here’s a simplified view of how requests flow through these defense layers <em>(simplified to avoid disclosing specific defense mechanisms and to keep the concepts broadly applicable)</em>:</p>
|
||
|
||
|
||
|
||
<figure class="wp-block-image aligncenter size-large is-resized"><img data-recalc-dims="1" decoding="async" loading="lazy" height="1024" width="923" src="https://github.blog/wp-content/uploads/2026/01/5.png?resize=923%2C1024" alt="Diagram showing user requests flowing through multiple infrastructure layers (Edge, Application, Service, Backend), with protection mechanisms at each layer including DDoS protection, rate limits, authentication, and access controls." class="wp-image-93315" style="width:500px" srcset="https://github.blog/wp-content/uploads/2026/01/5.png?w=1309 1309w, https://github.blog/wp-content/uploads/2026/01/5.png?w=270 270w, https://github.blog/wp-content/uploads/2026/01/5.png?w=768 768w, https://github.blog/wp-content/uploads/2026/01/5.png?w=923 923w" sizes="auto, (max-width: 923px) 100vw, 923px" /></figure>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Each layer has legitimate reasons to rate-limit or block requests. During an incident, a protection might be added at any of these layers depending on where the abuse is best mitigated and what controls are fastest to deploy.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">The challenge: When a request gets blocked, tracing which layer made that decision requires correlating logs across multiple systems, each with different schemas.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">In this case, we started with user reports and worked backward:</p>
|
||
|
||
|
||
|
||
<ol class="wp-block-list">
|
||
<li><strong>User reports</strong> provided timestamps and approximate behavior patterns.</li>
|
||
|
||
|
||
|
||
<li><strong>Edge tier logs</strong> showed the requests reaching our infrastructure.</li>
|
||
|
||
|
||
|
||
<li><strong>Application tier logs</strong> revealed 429 “Too Many Requests” responses.</li>
|
||
|
||
|
||
|
||
<li><strong>Protection rule analysis</strong> ultimately identified which rules matched these requests.</li>
|
||
</ol>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">The investigation took us from external reports to distributed logs to rule configurations, demonstrating that maintaining comprehensive visibility into what’s actually blocking requests and where is essential.</p>
|
||
|
||
|
||
|
||
<h3 class="wp-block-heading" id="the-lifecycle-of-incident-mitigations">The lifecycle of incident mitigations</h3>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Here’s how these protections outlived their purpose:</p>
|
||
|
||
|
||
|
||
<figure class="wp-block-image size-large"><img data-recalc-dims="1" decoding="async" loading="lazy" height="115" width="1024" src="https://github.blog/wp-content/uploads/2026/01/6.png?resize=1024%2C115" alt="Diagram showing incident mitigation lifecycle: control added during incident, works initially, remains active over time without review, eventually blocks legitimate traffic." class="wp-image-93316" srcset="https://github.blog/wp-content/uploads/2026/01/6.png?w=1600 1600w, https://github.blog/wp-content/uploads/2026/01/6.png?w=300 300w, https://github.blog/wp-content/uploads/2026/01/6.png?w=768 768w, https://github.blog/wp-content/uploads/2026/01/6.png?w=1024 1024w, https://github.blog/wp-content/uploads/2026/01/6.png?w=1536 1536w" sizes="auto, (max-width: 1000px) 100vw, 1000px" /></figure>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Each mitigation was necessary when added. But the controls where we didn’t consistently apply lifecycle management (setting expiration dates, conducting post-incident rule reviews, or monitoring impact) became technical debt that accumulated until users noticed.</p>
|
||
|
||
|
||
|
||
<h2 class="wp-block-heading" id="what-we-did">What we did</h2>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">We reviewed these mitigations, analyzing what each one was blocking today versus what it was meant to block when created. We removed the rules that were no longer serving their purpose, and kept protections against ongoing threats.</p>
|
||
|
||
|
||
|
||
<h2 class="wp-block-heading" id="what-were-building">What we’re building</h2>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Beyond the immediate fix, we’re improving the lifecycle management of protective controls:</p>
|
||
|
||
|
||
|
||
<ul class="wp-block-list">
|
||
<li>Better visibility across all protection layers to trace the source of rate limits and blocks.</li>
|
||
|
||
|
||
|
||
<li>Treating incident mitigations as temporary by default. Making them permanent should require an intentional, documented decision.</li>
|
||
|
||
|
||
|
||
<li>Post-incident practices that evaluate emergency controls and evolve them into sustainable, targeted solutions.</li>
|
||
</ul>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Defense mechanisms – even those deployed quickly during incidents – need the same care as the systems they protect. They need observability, documentation, and active maintenance. When protections are added during incidents and left in place, they become technical debt that quietly accumulates.</p>
|
||
|
||
|
||
|
||
<p class="wp-block-paragraph">Thanks to everyone who reported issues publicly! <strong>Your feedback directly led to these improvements.</strong> And thanks to the teams across GitHub who worked on the investigation and are building better lifecycle management into how we operate. Our platform, team, and community are better together!</p>
|
||
</body></html>
|
||
|
||
<section class="my-6 my-md-8 mt-md-0">
|
||
<hr class="post-tags-separator border-0 mt-0 mb-2" />
|
||
<div class="d-flex flex-shrink-0 flex-items-start">
|
||
<h2 class="text-mono f4-mktg py-1 mr-3 flex-shrink-0">Tags:</h2>
|
||
<ul class="d-flex flex-wrap px-0 my-0 list-style-none post-tags">
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/developer-experience/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
developer experience </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/incident-response/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
incident response </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/infrastructure/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
Infrastructure </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/observability/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
observability </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/site-reliability/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
site reliability </a>
|
||
</li>
|
||
</ul>
|
||
</div>
|
||
</section>
|
||
<div class="mt-8 mb-8 mb-md-0">
|
||
<h2 class="h5-mktg">
|
||
Written by </h2>
|
||
<div class="gradient-separator mt-3 mb-4"></div>
|
||
<article class="author-bio mb-5 mb-md-4">
|
||
<div class="author-bio__content">
|
||
<div class="author-bio__avatar">
|
||
<picture>
|
||
<source srcset="https://avatars.githubusercontent.com/u/1464954?v=4&s=200" width="120" height="120" media="(min-width: 768px)" />
|
||
<img class="d-block circle" src="https://avatars.githubusercontent.com/u/1464954?v=4&s=200" alt="Thomas Kjær Aabo" 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/tkjaer/" class="Link--primary color-fg-default">Thomas Kjær Aabo</a>
|
||
</h3>
|
||
<p class="mb-0 f4 lh-condensed">
|
||
<a href="https://github.com/tkjaer" target="_blank">@tkjaer</a>
|
||
</p>
|
||
</header>
|
||
<div class="author-bio__bio f4 lh-default">
|
||
<p>Thomas is an engineer at GitHub, where he works on the Traffic team.</p>
|
||
</div>
|
||
</div>
|
||
</article>
|
||
</div>
|
||
</section>
|
||
|
||
<aside id="sidebar" class="col-12 col-md-4 col-lg-3 post__sidebar" aria-label="Sidebar">
|
||
|
||
<section aria-label="Tags">
|
||
<ul class="d-none d-md-flex flex-items-start flex-wrap list-style-none mt-4 mt-md-0 mb-6 mb-md-8 post-tags">
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/developer-experience/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
developer experience </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/incident-response/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
incident response </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/infrastructure/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
Infrastructure </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/observability/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
observability </a>
|
||
</li>
|
||
<li class="my-0">
|
||
<a href="https://github.blog/tag/site-reliability/" class="d-block border py-2 px-3 f5 lh-condensed-ultra text-semibold Link--primary" rel="tag">
|
||
site reliability </a>
|
||
</li>
|
||
</ul>
|
||
</section>
|
||
<div class="position-sticky top-md-scroll">
|
||
<div class="d-none d-md-block">
|
||
<nav aria-labelledby="table-of-contents-title" class="mb-8 table-of-contents">
|
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<h2 id="table-of-contents-title" class="h5-mktg aside-heading pb-3 border-bottom color-border-muted mb-3">Table of Contents</h2>
|
||
<ul class="list-style-none table-of-contents">
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#h-what-users-reported">
|
||
<div class="mb-2px">What users reported</div>
|
||
</a>
|
||
</li>
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#what-we-found">
|
||
<div class="mb-2px">What we found</div>
|
||
</a>
|
||
</li>
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#what-we-did">
|
||
<div class="mb-2px">What we did</div>
|
||
</a>
|
||
</li>
|
||
<li class="position-relative mt-2">
|
||
<a class="d-block f5-mktg text-semibold Link--primary px-3 py-2 rounded-3" href="#what-were-building">
|
||
<div class="mb-2px">What we're building</div>
|
||
</a>
|
||
</li>
|
||
</ul>
|
||
</nav>
|
||
</div>
|
||
<section aria-labelledby="developer-experience-related-posts-title" class="mb-7 mb-md-8 mt-7 mt-md-0"><h2 class="h5-mktg aside-heading pb-3 border-bottom color-fg-muted color-border-muted" id="developer-experience-related-posts-title">More on <a href="https://github.blog/tag/developer-experience/" class="Link--primary">developer experience</a></h2><article class="py-4 d-flex flex-column"><div class="col-12 tease-text"><h3 class="h6-mktg mb-12px"><a href="https://github.blog/ai-and-ml/github-copilot/continuous-ai-for-accessibility-how-github-transforms-feedback-into-inclusion/" class="Link--primary">Continuous AI for accessibility: How GitHub transforms feedback into inclusion</a></h3><div class="f4-mktg color-fg-muted"><p>AI automates triage for accessibility feedback, allowing us to focus on fixing barriers—turning a chaotic backlog into continuous, rapid resolutions.</p>
|
||
</div><div class="d-flex flex-items-center mb-6px">
|
||
<span>
|
||
<span class="text-bold">
|
||
<a href="https://github.blog/author/cehfisher/" title="Posts by Carie Fisher" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Carie Fisher</a> </span>
|
||
</span>
|
||
</div>
|
||
</div></article><article class="py-4 d-flex flex-column border-top"><div class="col-12 tease-text"><h3 class="h6-mktg mb-12px"><a href="https://github.blog/news-insights/octoverse/the-new-identity-of-a-developer-what-changes-and-what-doesnt-in-the-ai-era/" class="Link--primary">The new identity of a developer: What changes and what doesn’t in the AI era</a></h3><div class="f4-mktg color-fg-muted"><p>Discover how advanced AI users are redefining software development—shifting from code producers to strategic orchestrators—through delegation, verification, and a new era of AI-fluent engineering.</p>
|
||
</div><div class="d-flex flex-items-center mb-6px">
|
||
<span>
|
||
<span class="text-bold">
|
||
<a href="https://github.blog/author/ikaliam/" title="Posts by Eirini Kalliamvakou" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Eirini Kalliamvakou</a> </span>
|
||
</span>
|
||
</div>
|
||
</div></article></section> </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 post-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/2026/01/generic-github-copilot-commit-logo.png?resize=400%2C212" class="d-block cover-image tease-thumbnail__img wp-post-image" alt="Copilot hovering above a mosaic of green squares in a decorative scene." decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-commit-logo.png?w=1600 1600w, https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-commit-logo.png?w=800 800w, https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-commit-logo.png?w=400 400w, https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-commit-logo.png?w=1032 1032w, https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-commit-logo.png?w=516 516w, https://github.blog/wp-content/uploads/2026/01/generic-github-copilot-commit-logo.png?zoom=3&resize=400%2C212 1200w" sizes="auto, (max-width: 400px) 100vw, 400px" /> </div>
|
||
<div class="mb-1"><a href="https://github.blog/ai-and-ml/" class="first-post-category f5-mktg text-gradient-purple-coral text-bold pb-1 position-relative z-2">AI & ML</a></div> <div class="">
|
||
<h3 class="h6-mktg mb-2">
|
||
<a class="Link--primary post-card__link" href="https://github.blog/ai-and-ml/github-copilot/how-we-make-ai-coding-more-cost-efficient-without-sacrificing-task-quality/" target="_self">
|
||
How we make AI coding more cost efficient without sacrificing task quality </a>
|
||
</h3>
|
||
<div class="f4-mktg color-fg-muted">
|
||
<p>Why shorter outputs can cost more, and how GitHub Copilot reduces wasted work across the complete coding task.</p>
|
||
</div>
|
||
</div>
|
||
<footer>
|
||
<div class="d-flex flex-items-center mb-6px">
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<span>
|
||
<span class="text-bold">
|
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<a href="https://github.blog/author/erikkrogh/" title="Posts by Erik Kristensen" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Erik Kristensen</a> & <a href="https://github.blog/author/napalys/" title="Posts by Napalys Klicius" class="author url fn Link--primary no-wrap position-relative z-2" rel="author">Napalys Klicius</a> </span>
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</span>
|
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</div>
|
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</footer>
|
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</article>
|
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<article class="color-border-muted post-card">
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|
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<div class="d-block col-12 position-relative rounded-2 mb-3 overflow-hidden tease-thumbnail" target="_self">
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<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/2026/08/header-1.png?resize=400%2C212" class="d-block cover-image tease-thumbnail__img wp-post-image" alt="Humorous header image with 'alt=IMG_2847.png' written across the top, and Mona's head looking up at a cube next to a GitHub logo on the bottom." decoding="async" loading="lazy" srcset="https://github.blog/wp-content/uploads/2026/08/header-1.png?w=300 300w, https://github.blog/wp-content/uploads/2026/08/header-1.png?w=1600 1600w, https://github.blog/wp-content/uploads/2026/08/header-1.png?w=800 800w, https://github.blog/wp-content/uploads/2026/08/header-1.png?w=400 400w, https://github.blog/wp-content/uploads/2026/08/header-1.png?w=1032 1032w, https://github.blog/wp-content/uploads/2026/08/header-1.png?w=516 516w, https://github.blog/wp-content/uploads/2026/08/header-1.png?zoom=3&resize=400%2C212 1200w" sizes="auto, (max-width: 400px) 100vw, 400px" /> </div>
|
||
<div class="mb-1"><a href="https://github.blog/engineering/" class="first-post-category f5-mktg text-gradient-purple-coral text-bold pb-1 position-relative z-2">Engineering</a></div> <div class="">
|
||
<h3 class="h6-mktg mb-2">
|
||
<a class="Link--primary post-card__link" href="https://github.blog/engineering/user-experience/your-alt-text-passes-automated-checks-that-doesnt-mean-its-any-good/" target="_self">
|
||
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var e="script#wp-emoji-settings",t=document.querySelector(e);if(!(t instanceof HTMLScriptElement))throw new Error("Element missing: "+e);const r=JSON.parse(t.text),s=(window._wpemojiSettings=r,"wpEmojiSettingsSupports"),o=["flag","emoji"];function i(e){try{var t={supportTests:e,timestamp:(new Date).valueOf()};sessionStorage.setItem(s,JSON.stringify(t))}catch(e){}}function c(e,t,n){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);t=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data);e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(n,0,0);const r=new Uint32Array(e.getImageData(0,0,e.canvas.width,e.canvas.height).data);return t.every((e,t)=>e===r[t])}function p(e,t){e.clearRect(0,0,e.canvas.width,e.canvas.height),e.fillText(t,0,0);var n=e.getImageData(16,16,1,1);for(let e=0;e<n.data.length;e++)if(0!==n.data[e])return!1;return!0}function u(e,t,n,r){switch(t){case"flag":return n(e,"\ud83c\udff3\ufe0f\u200d\u26a7\ufe0f","\ud83c\udff3\ufe0f\u200b\u26a7\ufe0f")?!1:!n(e,"\ud83c\udde8\ud83c\uddf6","\ud83c\udde8\u200b\ud83c\uddf6")&&!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!r(e,"\ud83e\u1fac8")}return!1}function f(e,t,n,r){let a;const s=(a="undefined"!=typeof WorkerGlobalScope&&self instanceof WorkerGlobalScope?new OffscreenCanvas(300,150):document.createElement("canvas")).getContext("2d",{willReadFrequently:!0}),o=(s.textBaseline="top",s.font="600 32px Arial",{});return e.forEach(e=>{o[e]=t(s,e,n,r)}),o}function a(e){var t=document.createElement("script");t.src=e,t.defer=!0,document.head.appendChild(t)}r.supports={everything:!0,everythingExceptFlag:!0},new Promise(t=>{let n=function(){try{var e=JSON.parse(sessionStorage.getItem(s));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(o),u.toString(),c.toString(),p.toString()].join(",")+"));",r=new Blob([e],{type:"text/javascript"});const a=new Worker(URL.createObjectURL(r),{name:"wpTestEmojiSupports"});return void(a.onmessage=e=>{i(n=e.data),a.terminate(),t(n)})}catch(e){}i(n=f(o,u,c,p))}t(n)}).then(e=>{for(const n in e)r.supports[n]=e[n],r.supports.everything=r.supports.everything&&r.supports[n],"flag"!==n&&(r.supports.everythingExceptFlag=r.supports.everythingExceptFlag&&r.supports[n]);var t;r.supports.everythingExceptFlag=r.supports.everythingExceptFlag&&!r.supports.flag,r.supports.everything||((t=r.source||{}).concatemoji?a(t.concatemoji):t.wpemoji&&t.twemoji&&(a(t.twemoji),a(t.wpemoji)))});
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//# sourceURL=https://github.blog/wp-includes/js/wp-emoji-loader.min.js
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</script>
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</body>
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</html>
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