> ## Documentation Index
> Fetch the complete documentation index at: https://mintlify.com/sgl-project/sglang/llms.txt
> Use this file to discover all available pages before exploring further.

# Learn More

> Resources, community links, and learning materials for SGLang

Explore additional resources to deepen your understanding of SGLang and connect with the community.

## Official Resources

### Documentation

* **This Documentation**: Comprehensive guides, API references, and tutorials
* **GitHub Repository**: [github.com/sgl-project/sglang](https://github.com/sgl-project/sglang)
* **Roadmap**: [roadmap.sglang.io](https://roadmap.sglang.io) - See what's coming next

### Community

<CardGroup cols={2}>
  <Card title="Join Slack" icon="slack" href="https://slack.sglang.io/">
    Connect with the community, ask questions, and get help
  </Card>

  <Card title="Weekly Dev Meetings" icon="calendar" href="https://meet.sglang.io">
    Join public development meetings every week
  </Card>

  <Card title="Follow on X" icon="x-twitter" href="https://x.com/lmsysorg">
    Stay updated with the latest news and announcements
  </Card>

  <Card title="LinkedIn" icon="linkedin" href="https://www.linkedin.com/company/sgl-project/">
    Professional updates and community highlights
  </Card>
</CardGroup>

## Blog Posts and Articles

The latest SGLang features and updates are shared through the [LMSYS blog](https://lmsys.org/blog/):

### Recent Highlights

* **Deterministic Inference**: [https://lmsys.org/blog/2025-09-22-sglang-deterministic/](https://lmsys.org/blog/2025-09-22-sglang-deterministic/)
  * Learn about SGLang's deterministic inference mode for reproducible results

* **Performance Benchmarks**: Regular updates on throughput and latency improvements

* **Model Support**: Announcements when new models are supported

* **Feature Deep Dives**: Technical details on major features like RadixAttention, speculative decoding, and more

## Learning Materials

### Curated Collection

A comprehensive collection of blogs, slides, and videos about SGLang is available at:

**[github.com/sgl-project/sgl-learning-materials](https://github.com/sgl-project/sgl-learning-materials)**

This repository includes:

* **Conference Talks**: Presentations from major AI/ML conferences
* **Technical Deep Dives**: Detailed explanations of SGLang internals
* **Tutorial Videos**: Step-by-step guides for common use cases
* **Research Papers**: Academic publications related to SGLang
* **Benchmark Reports**: Performance analysis and comparisons

### Video Tutorials

Look for SGLang presentations and tutorials on:

* Conference recordings (MLSys, NeurIPS, etc.)
* Community meetup recordings
* Tutorial sessions from weekly dev meetings

## Research and Publications

### Academic Papers

SGLang is built on cutting-edge research:

* **RadixAttention**: The innovative prefix caching mechanism
* **Speculative Decoding**: Techniques for faster inference
* **Multi-Modal Processing**: Efficient handling of vision and language

Check the [sgl-learning-materials](https://github.com/sgl-project/sgl-learning-materials) repository for links to papers.

### Benchmarks

SGLang regularly publishes benchmarks comparing performance with other frameworks:

* Throughput comparisons (tokens/second)
* Latency measurements (TTFT, TPOT)
* Memory efficiency analysis
* Multi-GPU scaling results

See the [Performance Dashboard](/performance-dashboard) for live results.

## Contributing

### How to Contribute

SGLang is an open-source project and welcomes contributions:

<CardGroup cols={2}>
  <Card title="Contribution Guide" icon="code-pull-request" href="/developer-guide/contribution-guide">
    Learn how to contribute code, documentation, or bug reports
  </Card>

  <Card title="Development Guide" icon="hammer" href="/developer-guide/development-guide-using-docker">
    Set up your development environment
  </Card>

  <Card title="GitHub Issues" icon="github" href="https://github.com/sgl-project/sglang/issues">
    Report bugs or request features
  </Card>

  <Card title="Add Model Support" icon="puzzle-piece" href="/models/supported-models/extending/support-new-models">
    Help add support for new models
  </Card>
</CardGroup>

### Areas to Contribute

* **Code**: Implement new features, fix bugs, optimize performance
* **Documentation**: Improve guides, add examples, fix typos
* **Testing**: Write tests, report issues, validate releases
* **Models**: Add support for new model architectures
* **Benchmarks**: Run performance tests, share results
* **Community**: Help others in Slack, write tutorials, give talks

## Example Projects

### Use Cases

See how others are using SGLang:

* **Chatbots and Assistants**: Building conversational AI
* **Code Generation**: AI-powered coding assistants
* **RAG Systems**: Retrieval-augmented generation applications
* **Multi-Modal Apps**: Vision-language applications
* **RL Training**: Using SGLang for reinforcement learning

### Sample Code

Explore example projects in the repository:

```bash theme={null}
git clone https://github.com/sgl-project/sglang.git
cd sglang/examples
```

Examples include:

* OpenAI-compatible client usage
* Custom model integration
* Multi-GPU deployment
* Function calling and tool use
* Streaming responses

## Training and Workshops

### Weekly Development Meetings

Join the weekly public development meetings:

* **When**: Check [meet.sglang.io](https://meet.sglang.io) for schedule
* **Format**: Open discussion, demos, Q\&A
* **Topics**: Roadmap updates, feature demos, community presentations

### Community Events

* **Office Hours**: Regular sessions for community support
* **Workshops**: Hands-on training sessions
* **Hackathons**: Build with SGLang in collaborative events

Follow on [X](https://x.com/lmsysorg) or [LinkedIn](https://www.linkedin.com/company/sgl-project/) for announcements.

## Technical Support

### Getting Help

<CardGroup cols={2}>
  <Card title="Documentation" icon="book" href="/">
    Search this documentation for guides and references
  </Card>

  <Card title="FAQ" icon="question" href="/resources/faq">
    Common questions and answers
  </Card>

  <Card title="Troubleshooting" icon="wrench" href="/resources/troubleshooting">
    Solutions to common problems
  </Card>

  <Card title="Slack Community" icon="comments" href="https://slack.sglang.io/">
    Ask questions and get community support
  </Card>
</CardGroup>

### Professional Support

For enterprise users needing dedicated support:

* Contact the team through the GitHub repository
* Connect on LinkedIn
* Inquire about consulting services

## Stay Updated

### Release Notes

Follow SGLang releases on GitHub:

* **GitHub Releases**: [github.com/sgl-project/sglang/releases](https://github.com/sgl-project/sglang/releases)
* **Changelog**: Detailed changes in each version
* **Migration Guides**: Help upgrading between versions

See our [Migration Guide](/resources/migration-guide) for upgrade instructions.

### Newsletter

Stay informed about:

* Major releases and features
* Performance improvements
* New model support
* Community highlights
* Upcoming events

Follow the [LMSYS blog](https://lmsys.org/blog/) for regular updates.

## Feedback and Suggestions

### We Want to Hear From You

Your feedback helps make SGLang better:

* **Feature Requests**: Submit on [GitHub Issues](https://github.com/sgl-project/sglang/issues)
* **Bug Reports**: Include detailed reproduction steps
* **Documentation Feedback**: Suggest improvements or report errors
* **Performance Reports**: Share your benchmarks and use cases
* **Success Stories**: Tell us how you're using SGLang

### Community Guidelines

When participating in the community:

* Be respectful and constructive
* Help others when you can
* Share knowledge and insights
* Follow the code of conduct
* Give credit where it's due

## Additional Resources

<CardGroup cols={2}>
  <Card title="Server Arguments" icon="sliders" href="/backend/server-arguments">
    Complete CLI reference
  </Card>

  <Card title="Environment Variables" icon="gear" href="/resources/environment-variables">
    Configuration options
  </Card>

  <Card title="Benchmarking Guide" icon="chart-line" href="/developer-guide/benchmark-and-profiling">
    Performance testing tools
  </Card>

  <Card title="Multi-Node Deployment" icon="server" href="/deployment/multi-node">
    Scale to multiple machines
  </Card>
</CardGroup>

***

**Welcome to the SGLang community!** Whether you're just getting started or building advanced applications, we're here to help you succeed.