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added specbundle to readme #397

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FrankLeeeee merged 1 commit into from
Dec 28, 2025
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added specbundle to readme #397

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21 changes: 18 additions & 3 deletions README.md
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Expand Up @@ -2,11 +2,11 @@
<img src="./assets/logo.png" alt="logo" width="400" margin="10px"></img>

[![documentation](https://img.shields.io/badge/📖-Documentation-red.svg?style=flat)](https://docs.sglang.ai/SpecForge/)
[![SpecBundle](https://img.shields.io/badge/🤗%20SpecBundle-yellow.svg?style=flat)](https://huggingface.co/collections/lmsys/specbundle)
[![DeepWiki](https://img.shields.io/badge/DeepWiki-SpecForge-blue.svg?logo=data:image/png;base64,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)](https://deepwiki.com/sgl-project/SpecForge)

[![github badge](https://img.shields.io/badge/📃%20LMSYS-Blog-black.svg?style=flat)](https://lmsys.org/blog/2025-07-25-spec-forge/)
[![slack badge](https://img.shields.io/badge/Slack-join-blueviolet?logo=slack&amp)](https://sgl-fru7574.slack.com/archives/C09784E3EN6)
[![SGLang Eagle3](https://img.shields.io/badge/🤗%20Hugging%20Face-SGLang%20Eagle3-yellow.svg?style=flat)](https://huggingface.co/collections/lmsys/eagle-3-6886b2329f3998a8bc23f8ed)
[![DeepWiki](https://img.shields.io/badge/DeepWiki-SpecForge-blue.svg?logo=data:image/png;base64,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)](https://deepwiki.com/sgl-project/SpecForge)
<!-- DeepWiki badge generated by https://deepwiki.ryoppippi.com/ -->
[![license](https://img.shields.io/badge/License-MIT%202.0-blue)](./LICENSE)

</div>
Expand All @@ -23,8 +23,23 @@ We have seen many open-source projects for speculative decoding, but most of the

Check out [**our documentation**](https://docs.sglang.ai/SpecForge/) to get started.


## 🚀 Accelerate with SpecBundle

SpecBundle is a collection of production-grade speculative decoding models that are released by the SpecForge team and our industry partners. They provide higher acceptance rate compared to the existing open-source checkpoints over a wide range of domains. Together with SGLang, you can experience up to 4x speedup for inference. Check out our resources below:


| Item | Link |
| --- | --- |
| 📝 Documentation | [Link](https://docs.sglang.io/SpecForge/community_resources/specbundle.html) |
| 📊 Performance Dashboard | [Link](https://docs.sglang.io/SpecForge/SpecBundle/index.html) |
| 🤗 Hugging Face Collection | [Link](https://huggingface.co/collections/lmsys/specbundle) |


## 🎉 News

- [2025-12] 🎉 Released SpecBundle (phase 1) and SpecForge v0.2. Check out our blog at [LMSYS.org](https://lmsys.org/blog/2025-12-23-spec-bundle-phase-1/)
- [2025-12] 🔔 Released the roadmap for 2026 Q1.
- [2025-08] 🔔 SpecForge is listed as a [flagship project](https://lmsys.org/about/) in LMSYS. Congratulations to the SpecForge team!
- [2025-08] 🔥 SpecForge powered the Eagle3 draft model for GPT-OSS. Check out the blog at [LMSYS.org](https://lmsys.org/blog/2025-08-27-gpt-oss/)
- [2025-07] 🔥 SpecForge is released together with Llama4-Eagle3 checkpoints. Check out our blog at [LMSYS.org](https://lmsys.org/blog/2025-07-25-spec-forge/)
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