Categories

AI & ML

AI & ML
Learn about artificial intelligence and machine learning across the GitHub ecosystem and the wider industry.
- Generative AI
  Learn how to build with generative AI.
- GitHub Copilot
  Change how you work with GitHub Copilot.
- LLMs
  Everything developers need to know about LLMs.
- Machine learning
  Machine learning tips, tricks, and best practices.
How AI code generation works
Explore the capabilities and benefits of AI code generation and how it can improve your developer experience.
Learn more

Developer skills

Developer skills
Resources for developers to grow in their skills and careers.
- Application development
  Insights and best practices for building apps.
- Career growth
  Tips & tricks to grow as a professional developer.
- GitHub
  Improve how you use GitHub at work.
- GitHub Education
  Learn how to move into your first professional role.
- Programming languages & frameworks
  Stay current on what’s new (or new again).
Get started with GitHub documentation
Learn how to start building, shipping, and maintaining software with GitHub.
Learn more

Engineering

Engineering
Get an inside look at how we’re building the home for all developers.
- Architecture & optimization
  Discover how we deliver a performant and highly available experience across the GitHub platform.
- Engineering principles
  Explore best practices for building software at scale with a majority remote team.
- Infrastructure
  Get a glimpse at the technology underlying the world’s leading AI-powered developer platform.
- Platform security
  Learn how we build security into everything we do across the developer lifecycle.
- User experience
  Find out what goes into making GitHub the home for all developers.
How we use GitHub to be more productive, collaborative, and secure
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.
Learn more

Enterprise software

Enterprise software
Explore how to write, build, and deploy enterprise software at scale.
- Automation
  Automating your way to faster and more secure ships.
- CI/CD
  Guides on continuous integration and delivery.
- Collaboration
  Tips, tools, and tricks to improve developer collaboration.
- DevOps
  DevOps resources for enterprise engineering teams.
- DevSecOps
  How to integrate security into the SDLC.
- Governance & compliance
  Ensuring your builds stay clean.
GitHub recognized as a Leader in the Gartner® Magic Quadrant™ for AI Code Assistants
Learn why Gartner positioned GitHub as a Leader for the second year in a row.
Learn more

News & insights

News & insights
Keep up with what’s new and notable from inside GitHub.
- Company news
  An inside look at news and product updates from GitHub.
- Product
  The latest on GitHub’s platform, products, and tools.
- Octoverse
  Insights into the state of open source on GitHub.
- Policy
  The latest policy and regulatory changes in software.
- Research
  Data-driven insights around the developer ecosystem.
- The library
  Older news and updates from GitHub.
Unlocking the power of unstructured data with RAG
Learn how to use retrieval-augmented generation (RAG) to capture more insights.
Learn more

Open Source

Open Source
Everything open source on GitHub.
- Git
  The latest Git updates.
- Maintainers
  Spotlighting open source maintainers.
- Social impact
  How open source is driving positive change.
- Gaming
  Explore open source games on GitHub.
An introduction to innersource
Organizations worldwide are incorporating open source methodologies into the way they build and ship their own software.
Learn more

Security

Security
Stay up to date on everything security.
- Application security
  Application security, explained.
- Supply chain security
  Demystifying supply chain security.
- Vulnerability research
  Updates from the GitHub Security Lab.
- Web application security
  Helpful tips on securing web applications.
The enterprise guide to AI-powered DevSecOps
Learn about core challenges in DevSecOps, and how you can start addressing them with AI and automation.
Learn more

Attend GitHub Universe

Try GitHub Copilot app

Home / News & insights / The library

Hello, Punch Graph

![](https://cloud.githubusercontent.com/assets/391331/6141279/f5b9bfc4-b157-11e4-988b-0a69d87a9cd5.png) Neat. Update Forker Dustin Sallings has some more punch card fun.

Chris Wanstrath·@defunkt

January 11, 2009 | Updated January 4, 2019

![](https://cloud.githubusercontent.com/assets/391331/6141279/f5b9bfc4-b157-11e4-988b-0a69d87a9cd5.png)

Neat.

Update Forker Dustin Sallings has some more punch card fun.

Written by

Chris Wanstrath

@defunkt

Company news

GitHub availability report: July 2026

In July, we experienced eight incidents that resulted in degraded performance across GitHub services.

Jakub Oleksy

Company news

GitHub availability report: June 2026

In June, we experienced six incidents that resulted in degraded performance across GitHub services.

Jakub Oleksy

News & insights

Q1 2026 Innovation Graph update: Open source collaboration is accelerating worldwide

New Innovation Graph data shows global developer communities growing faster than ever, with collaboration reaching new highs across many economies.

Kevin Xu

Explore more from GitHub

Docs

Everything you need to master GitHub, all in one place.

Go to Docs

GitHub

Build what’s next on GitHub, the place for anyone from anywhere to build anything.

Start building

Customer stories

Meet the companies and engineering teams that build with GitHub.

Learn more

GitHub Universe 2026

Join us October 28-29 in San Francisco or online for GitHub Universe, our flagship developer event uniting people, agents, and the world’s code.

We do newsletters, too

Discover tips, technical guides, and best practices in our biweekly newsletter just for devs.

Your email address

* Your email address

Yes please, I’d like GitHub and affiliates to use my information for personalized communications, targeted advertising and campaign effectiveness. See the GitHub Privacy Statement for more details.