/artificial-intelligence/what-ai-means-for-the-future-of-devops

/artificial-intelligence/what-ai-means-for-the-future-of-devops River

/artificial-intelligence/what-ai-means-for-the-future-of-devops Prose

/artificial-intelligence/what-ai-means-for-the-future-of-devops CTA banner

/artificial-intelligence/what-ai-means-for-the-future-of-devops form

Published via [GitHub Executive Insights](https://github.com/solutions/executive-insights "Executive insights, curated just for you") | Authored by [Jakub Oleksy](https://github.com/JakubOleksy "@JakubOleksy") and [Matt Nigh](https://github.com/mattnigh "@mattnigh")

Every engineering organization faces a growth dilemma: as you scale, the creative energy that drove initial success conflicts with the needs to maintain and grow existing business. More users mean more complexity. More complexity demands more processes. Suddenly the innovative spirit that built our products gets buried under layers of guardrails.

It's a challenge we experience firsthand at GitHub, where we've had to constantly balance the demands of serving millions of developers worldwide with nurturing the creativity and passion that made us who we are.

> Creativity isn't optional – it's how we solve complex problems, optimize performance, and build features that delight users. Your developers' ability to think differently and experiment freely directly impacts company success.

How do we create and protect space for creativity while managing the increasing complexity that comes with scale? How do we ensure our developers can maintain the ability to innovate and experiment while operating within the constraints of a larger organization?
## Challenges at scale
A clear pattern emerges when organizations grow: where we once let many ideas bloom, we begin to yearn for consistency. The most successful approach to maintaining creativity at scale focuses on what we benefit from standardizing and centrally investing in (e.g. common platform components, security, deployments, incident response) while allowing divergence and exploration elsewhere. 

> Standardization should enable rather than constrain, giving your teams the confidence to move quickly within clear boundaries.

For example, at GitHub we invested in and standardized our Incident Management Lifecycle; this dedicated team delivers tools and processes that set clear baselines for what all teams at GitHub must adhere to (e.g. consistent SLOs, monitoring and alerts practices). This team also delivers common tooling that makes adhering to those standards easy and effective. We’ve invested in common dashboarding capabilities, Slack automation and even simply standard templates to use for RCAs and other Incident processes. While these enhancements may not be revolutionary, the consistency they have provided has allowed us to have GitHub-wide conversations about availability where everyone speaks the same language. 

What this means for your team and organization depends on your circumstances, but one way to evaluate it is by asking whether the area in question is one where innovation is needed (adopting AI into an existing experience) vs. one where we simply need standards to be more effective. The latter is clearly where common investments make sense to take the burden off the entire organization and instead put it in a central team.

__Scale brings complexity, and with it, a heightened aversion to risk.__ Teams that once freely experimented with new approaches find themselves constrained by concerns about potential impacts on larger systems and user bases. The challenge becomes maintaining a spirit of experimentation while acknowledging the reality of serving countless users who depend on your stability. This is another place where central investment into systems and tools that allow for safe experimentation is critical.

At GitHub we’ve recently invested in rearchitecting our feature-flag system to help us manage releases at scale. We once only had to think about this problem from the standpoint of a single website, but now we’re evolving our approach to bring standard management to feature flags across GitHub.com, our data-resident clouds, and our server offering. We are also investing heavily in a variety of safe-deployment practices to create a foundation where running experiments is less-risky.

And as organizations grow, innovation tends to become concentrated in certain teams or areas while others fall into purely operational modes. While bringing some amount of creativity to all teams, it is also important to recognize that not all teams and aspects of a product require the same amount of creativity. Even in large organizations like GitHub, we can categorize aspects of our product in different stages. Some are more startup-like, like cutting edge investments in GitHub Copilot, some are more mature businesses that are actively growing but also innovating, like Advanced Security; while others are in a more steady state of operation or even on a deprecation path. Each of these stages calls for different kinds of investment and levels of creativity.

Given the disparate nature of these teams, we must also wrestle with the reality of team and individual morale. Every individual is different and some like being to the left of this pattern where innovation reigns, while others enjoy the more sustaining, often high-scale technical problems of growth, optimization and continuity. 

As leaders, our challenge is to enable creativity for each of these teams and individuals. 
## The foundation: time

Ask any developer about their most productive days, and they'll likely describe those rare, perfect moments when they're completely immersed in their code. Hours fly by, complex problems unravel naturally, and solutions emerge with surprising clarity. This is ‘flow’ – and it's the backbone of developer creativity.

At GitHub, our developer satisfaction surveys consistently highlight a stark reality: sync meetings kill productivity and creativity. __A "quick" meeting or check-in doesn't just consume its scheduled time – it shatters focus.__

Each context switch costs far more than just the time spent on the interruption itself. When developers can't achieve flow, we lose more than time. We lose:

- Deep problem-solving capabilities
- Creative solutions to complex challenges
- Code quality and maintainability
- Developer satisfaction

By prioritizing uninterrupted blocks of work, we enable innovation to naturally emerge.

One approach to consider is to divide a work week into 10 blocks; 5 mornings and afternoon. How many of those blocks can you protect for your developers?
## Three approaches to creating creative space
While protecting time at the individual level is a critical foundation, we can also approach the problem of creating time more systematically.

__1. The ring-fenced innovation team__

One way to preserve creativity at scale is to create a dedicated team focused solely on innovation. At GitHub, we call this team "[GitHub Next](https://githubnext.com/)"—and it's where some of our most transformative ideas, including GitHub Copilot, were born.

One of the keys to GitHub Next's success is its deliberate separation from daily operational constraints. These developers aren't pulled into supporting the larger organization through on-call rotations or distracted by urgent production issues. Instead, they have the freedom to explore, experiment, and think deeply about the future of development.

But freedom doesn't mean lack of direction. GitHub Next operates with clear expectations: explore technologies that could fundamentally change how developers work. While the team has significant autonomy in how they pursue this goal, they remain accountable for delivering innovations that can eventually benefit our broader developer community.

__2. Embedding creativity in daily work__

Not every organization can dedicate an entire team to innovation—nor should they.  Creativity needs to thrive within our existing engineering teams too. This starts with how we manage capacity.

> What do you call a highway operating at 100% capacity? A parking lot. Teams are the same way. When every hour is allocated to immediate needs, there's no room for creative thinking, no space for innovation, no capacity to absorb the unexpected.

Teams should deliberately maintain buffer capacity. Whether you call it 20% time or innovation space, the principle is the same: creativity requires margin.

__3. Eliminating creativity killers__

A threat to creativity is toil—the manual, repetitive work that drains energy and squanders potential. At GitHub, we've seen this in teams where manual operations can consume enormous amounts of time and mental energy.

For instance, our infrastructure teams used to spend significant time manually managing servers and handling incident responses. This constant operational burden didn't just consume time—it destroyed morale. Imagine being a Principal Engineer manually rebooting servers instead of solving complex architectural challenges.

We've since made automation a top priority, recognizing that eliminating toil isn't just about efficiency—it's about creating space for creativity to flourish. By automating routine tasks, we free our developers to focus on more challenging and rewarding work.

## Automation as a creativity enabler
When we free developers from repetitive tasks, we give them back the mental space needed for innovation.

The key to successful automation isn't trying to automate everything at once. Instead, look for high-impact opportunities by asking:

- What tasks repeatedly pull developers out of flow state?
- Which manual processes are most prone to human error?
- Where do our developers express the most frustration?

Conduct developer satisfaction surveys to gather feedback from your developers. When developers consistently mention painful deployment processes or tedious configuration tasks, those are indicators for where automation will have the biggest impact.

Invest in __creating a culture of automation__ and shift how your teams think about manual work. Do this by:

- Treating automation as a first-class project, not a side task
- Prioritizing automation work in the areas with the highest impact
- Reducing time spent by teams on manual KTLO (Keeping the lights on) work through automation
- Ensuring automation work is reflected in team OKRs, or similar planning process
- Giving teams explicit time for automation work
- Having leadership celebrate and publicly boost automation wins
- Measuring progress by tracking data that demonstrates the value of these investments

## AI as a creativity multiplier
GitHub Copilot is fundamentally changing how developers stay in flow and productive. Picture a developer working in an unfamiliar codebase and they encounter a challenge. Traditionally, this meant context-switching – opening browsers, searching documentation, or asking colleagues. Breaking their flow and delaying progress.

Copilot brings AI assistance directly into the IDE. Instead of leaving their development environment, developers can explore options and receive suggestions right where they work. This helps developers:

- __Maintain flow state__: Questions get answered and patterns get suggested – all without breaking flow.
- __Learn through exploration__: Developers can quickly test different approaches and learn new patterns in real time, accelerating learning and breeding creativity.
- __Reduce mental overhead__: Developers work across multiple languages and frameworks. Copilot helps manage this complexity by offering contextual suggestions, and letting developers focus their creative energy on solving core problems.

By handling routine aspects of coding and providing in-IDE assistance, Copilot frees developers to focus on the creative challenges that require human insight. And Copilot is only continuing to get better; recent advancements have begun to move Copilot from a pair programmer to a peer programmer that you can task with doing complex work on your behalf. These investments in various agent-centric experiences will only further multiply a developer and teams productivity. 
## Conclusion
Organizations face a constant tension between process and creativity, between stability and innovation. But, it's not about choosing between these extremes. It's about thoughtfully designing systems that protect both.

The most successful engineering organizations don't leave developer creativity to chance. They build it into their DNA through deliberate choices about how they structure teams, manage time, and measure success.

We've seen firsthand how this plays out:

- When we protect developer time from unnecessary interruptions, deeper solutions emerge
- When we give teams room to experiment safely, innovation occurs naturally
- When we reduce developer toil, both frustration and interruptions lessen
- When we measure developer satisfaction, we learn where to focus our efforts

You don't have to transform everything overnight. Start with one team. Create some space. Measure the impact. Learn and adjust. Whether it's implementing no-meeting days, setting up a small innovation team, or simply reducing manual work – each step toward protecting creative space builds momentum.

---

Want to learn more about the strategic role of AI and other innovations at GitHub? Explore [Executive Insights](https://github.com/solutions/executive-insights) for more thought leadership on the future of technology and business.


How do we make room for creativity while managing the increasing complexity that comes with scale?

Resource Page for /developer-productivity/developer-creativity-enterprise-scale

Creating space for developer creativity in high-scale organizations

Published via [GitHub Executive Insights](https://github.com/solutions/executive-insights "Executive insights, curated just for you")

We've gathered everything enterprise teams need to hit the ground running with GitHub Copilot. From initial setup to advanced features, this guide will walk you through the essential resources to make your Copilot implementation successful.

## Foundation & setup
   - [Comprehensive quickstart guide](https://docs.github.com/en/copilot/quickstart)
   - [Enterprise setup instructions](https://docs.github.com/en/enterprise-cloud@latest/copilot/setting-up-github-copilot/setting-up-github-copilot-for-your-enterprise)
   - [Scaling and adoption best practices](https://docs.github.com/en/copilot/rolling-out-github-copilot-at-scale/driving-copilot-adoption-in-your-company)

## Team resources
   - [Step-by-step tutorial series](https://github.com/features/copilot/tutorials)
   - [Real-world examples and use cases](https://github.blog/developer-skills/github/what-can-github-copilot-do-examples/)
   - [Practical workflow integration tips](https://resources.github.com/learn/pathways/copilot/essentials/tips-for-a-successful-rollout-of-github-copilot/)

## Get the most out of Copilot
   - [Copilot Chat Cookbook for enhanced productivity](https://docs.github.com/en/copilot/copilot-chat-cookbook) (find examples of prompts to use with GitHub Copilot Chat)
   - [Usage tracking with metrics API](https://docs.github.com/en/copilot/rolling-out-github-copilot-at-scale/analyzing-usage-over-time-with-the-copilot-metrics-api)
   - [Latest capabilities across programming languages](https://docs.github.com/en/enterprise-cloud@latest/get-started/learning-about-github/github-language-support)

##  Tackling technical challenges
   - [Strategies for documenting legacy code and maintaining clean, efficient codebases](https://github.blog/ai-and-ml/github-copilot/documenting-and-explaining-legacy-code-with-github-copilot-tips-and-examples/)

## Looking forward
   - [New model options including Google Gemini 2.0 Flash](https://github.blog/changelog/2025-02-05-google-gemini-2-0-flash-is-now-available-to-all-copilot-users-in-public-preview/)
   - [OpenAI o3-mini availability](https://github.blog/changelog/2025-02-06-openai-o3-mini-is-now-available-in-github-copilot-free/)
   - [Upcoming features and improvements: GitHub Copilot, The Agent Awakens](https://www.youtube.com/watch?v=C95drFKy4ss)

Your development teams are about to experience a significant boost in productivity with GitHub Copilot. These resources will help ensure a smooth rollout and optimal usage across your organization. As Copilot continues to evolve with new features and capabilities, bookmark our "[What's Next](https://github.com/features/copilot/whats-new)" page to stay current with the latest updates and improvements.

---

Want to learn more about the strategic role of AI and other innovations at GitHub? Explore [Executive Insights](https://github.com/solutions/executive-insights) for more thought leadership on the future of technology and business.

Getting started with GitHub Copilot doesn't have to be complicated.

GHAS-unbundling-hero

Resource Page for /enterprise/essential-copilot-resources

Essential GitHub Copilot resources for enterprise teams

/enterprise/what-is-an-enterprise-application Hero

/enterprise/what-is-an-enterprise-application Nav

/enterprise/what-is-an-enterprise-application Prose - overview

/enterprise/what-is-an-enterprise-application Prose - importance

/enterprise/what-is-an-enterprise-application Prose - integration

SEO River - interrupt - GitHub’s DevOps Solution

/enterprise/what-is-an-enterprise-application Prose - best-practices 

/open-source/what-is-open-source-software CTA Banner

/enterprise/what-is-an-enterprise-application FAQ

/enterprise/what-is-an-enterprise-application Cards

/enterprise/what-is-an-enterprise-application

![Copilot Enterprise](//images.ctfassets.net/wfutmusr1t3h/1QnYU7Qcj9Cl2FpVsZnRcQ/cc4114b94dd31d56b9d3e183ba55c47b/CopilotEnterprise_DesktopWallpaper_16-10.jpg)

General availability of GitHub Copilot Enterprise for GitHub Enterprise Cloud users!
With the long-awaited GA, understand what features GitHub Copilot Enterprise has to offer, how to license and manage users, and more, as its use is expanding.
What is GitHub Copilot Enterprise?
How does it differ from GitHub Copilot Business?
What are the prerequisites for using it?
How do I manage licenses and users?
How do I deploy it in my company so that people can use it?<br>
<br>
This video includes a demo and QA in addition to explanations that can answer these questions.<br>

<br>
<iframe width="560" height="315" src="https://www.youtube.com/embed/CX3WkfryY7g?si=p0y5F_CM_Izz-ij_" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" referrerpolicy="strict-origin-when-cross-origin" allowfullscreen></iframe><BR>
<br>
<a href="https://assets.ctfassets.net/wfutmusr1t3h/4E4fpkbMSKGYEjfPFA68Jj/696435da625ad8c3858f9671156c251a/ForShareGHCopilotEnterpriseWebinarSlides.pdf" target="_blank"　rel="noreferrer noopener" 
   >Download slides</a>
<br>
<br>
Contact Sales　form below<br>
<br>
Comments from viewers<br>
"Thank you very much. The demonstration was easy to understand."<br>
"Thank you for your concise and clear presentation. I check the official blog often, but some of the information I didn't know yet was very helpful."<br>
"The demos were very helpful and I could easily visualize what we can do and how we can use it in our development."<br>
<br>
FAQ<br>
Q: How much per person?<br>
A: US$39 per person per month.<br>
Q: What type of GitHub account do I need?<br>
A: GitHub Enterprise Cloud.<br>
Q: Is GitHub Copilot Chat included with GitHub Copilot Enterprise?<br>
A: Yes, it is included.<br>
Q: I am using GitHub Enterprise and also using GitHub Copilot Business. Can I use GitHub Copilot Enterprise in this situation?<br>
A: You will need to use either GitHub Copilot Business or GitHub Copilot Enterprise.<br>

Form_Ungated_Contact

Tell us more about your needs

Wondering how GitHub can help your business?

General availability of GitHub Copilot Enterprise for GitHub Enterprise Cloud users!

Copilot Enterprise

Resource Page for /ghcopilotenterprise-learningjp

CO-GHAI-IPVNT-FY24-03Mar-19-GitHub Copilot Enterprise learning video campaign -7162

GitHub Copilot Enterprise learning video

In our webinar, we'll dive into impactful platform advancements, covering:   
- Scalability:  How we’re making it easier for you to streamline processes, and manage your GitHub environment to accommodate your expanding projects and teams 
- AI: How we’re leveraging GitHub Copilot to boost productivity and unlock a better developer experience. 
- Security: Enhancements to security tools that will help foster higher remediation rates, and improve collaboration between developers and security teams. 

You’ll leave with an understanding of what’s in the pipeline for GitHub — and how these changes will benefit you and your team. Register today and get ready for the latest insights into our platform's exciting trajectory.


Gated video page generic form

Tell us a bit about you

Sign up to watch

Where’s GitHub headed next? Join us for our Roadmap Webinar to find out. 


<div class="embed-responsive embed-responsive-16by9">
  <iframe src="https://www.youtube.com/embed/Cjn_Beo5_hY" width="640" height="375" frameborder="0" allowfullscreen></iframe>
</div>

In our webinar, we'll dive into impactful platform advancements, covering:   
- Scalability:  How we’re making it easier for you to streamline processes, and manage your GitHub environment to accommodate your expanding projects and teams 
- AI: How we’re leveraging GitHub Copilot to boost productivity and unlock a better developer experience. 
- Security: Enhancements to security tools that will help foster higher remediation rates, and improve collaboration between developers and security teams. 

You’ll leave with an understanding of what’s in the pipeline for GitHub — and how these changes will benefit you and your team. Register today and get ready for the latest insights into our platform's exciting trajectory.


Where’s GitHub headed next? Join us for our Roadmap Webinar to find out. 

Purple shapes around the text GitHub Roadmap Webinar QA April 3, 2024 11:00 AM PST and the speaker Walker Chabbott

GitHub Roadmap Webinar, Q2

Resource Page for /webcasts/github-roadmap-webinar-q2-gated

CDL for /webcasts/github-roadmap-webinar-q2/431528

<div class="embed-responsive embed-responsive-16by9">
  <iframe src="https://www.youtube.com/embed/MOr8ofsehWY" width="640" height="375" frameborder="0" allowfullscreen></iframe>
</div>

In this session, you’ll get an insider’s view of:

- An in-depth look at the GitHub Copilot roadmap, which brings features that will help you unlock new levels of productivity.  
- New capabilities that will streamline the developer experience, optimize infrastructure, and accelerate project timelines.
- How these updates will help you accelerate your DevOps strategy and improve team efficiency.

Join us for an exclusive look at GitHub’s latest innovations and upcoming product enhancements for Q4 2024. This roadmap webinar will spotlight the next wave of tools and features designed to redefine DevOps workflows, drive team productivity, and keep your organization at the forefront of development.

GitHub Roadmap Webinar, Q4 2024 November 20, 2024

Resource Page for /webcasts/github-roadmap-webinar-q4-americas

CO-GHP-WBNR-FY25-10Oct-28-Quarterly-Roadmap-Webinar-Q4-2024-AMER

GitHub Roadmap Webinar, Q4 2024 - Americas

<div class="embed-responsive embed-responsive-16by9">
  <iframe src="https://www.youtube.com/embed/ap7WrnZAfF4" width="640" height="375" frameborder="0" allowfullscreen></iframe>
</div>

In this session, you’ll get an insider’s view of:

- An in-depth look at the GitHub Copilot roadmap, which brings features that will help you unlock new levels of productivity.  
- New capabilities that will streamline the developer experience, optimize infrastructure, and accelerate project timelines.
- How these updates will help you accelerate your DevOps strategy and improve team efficiency.

Resource Page for /webcasts/github-roadmap-webinar-q4-asia-pacific

CO-GHP-WBNR-FY25-10Oct-28-Quarterly-Roadmap-Webinar-Q4-2024-APAC

GitHub Roadmap Webinar, Q4 2024 - Asia Pacific

<div class="embed-responsive embed-responsive-16by9">
  <iframe src="https://www.youtube.com/embed/QeJRaNLzal4" width="640" height="375" frameborder="0" allowfullscreen></iframe>
</div>

In this session, you’ll get an insider’s view of:

- An in-depth look at the GitHub Copilot roadmap, which brings features that will help you unlock new levels of productivity.  
- New capabilities that will streamline the developer experience, optimize infrastructure, and accelerate project timelines.
- How these updates will help you accelerate your DevOps strategy and improve team efficiency.

Enterprise

What AI Means for the Future of DevOps