diff --git a/README.md b/README.md
index 33aef6984..971f4375a 100644
--- a/README.md
+++ b/README.md
@@ -25,6 +25,7 @@
 </div>
 
 ## Latest News
+* [2024/01] [Inference Performance Improved by 46%, Open Source Solution Breaks the Length Limit of LLM for Multi-Round Conversations](https://hpc-ai.com/blog/Colossal-AI-SwiftInfer)
 * [2024/01] [Construct Refined 13B Private Model With Just $5000 USD, Upgraded Colossal-AI Llama-2 Open Source](https://hpc-ai.com/blog/colossal-llama-2-13b)
 * [2023/11] [Enhanced MoE Parallelism, Open-source MoE Model Training Can Be 9 Times More Efficient](https://www.hpc-ai.tech/blog/enhanced-moe-parallelism-open-source-moe-model-training-can-be-9-times-more-efficient)
 * [2023/09] [One Half-Day of Training Using a Few Hundred Dollars Yields Similar Results to Mainstream Large Models, Open-Source and Commercial-Free Domain-Specific LLM Solution](https://www.hpc-ai.tech/blog/one-half-day-of-training-using-a-few-hundred-dollars-yields-similar-results-to-mainstream-large-models-open-source-and-commercial-free-domain-specific-llm-solution)
@@ -70,8 +71,9 @@
    </ul>
  </li>
  <li>
-   <a href="#Inference-Energon-AI-Demo">Inference (Energon-AI) Demo</a>
+   <a href="#Inference">Inference</a>
    <ul>
+     <li><a href="#SwiftInfer">SwiftInfer:Breaks the Length Limit of LLM for Multi-Round Conversations with 46% Acceleration</a></li>
      <li><a href="#GPT-3-Inference">GPT-3</a></li>
      <li><a href="#OPT-Serving">OPT-175B Online Serving for Text Generation</a></li>
      <li><a href="#BLOOM-Inference">176B BLOOM</a></li>
@@ -121,9 +123,6 @@ distributed training and inference in a few lines.
 - Friendly Usage
   - Parallelism based on the configuration file
 
-- Inference
-  - [Energon-AI](https://github.com/hpcaitech/EnergonAI)
-
 <p align="right">(<a href="#top">back to top</a>)</p>
 
 ## Colossal-AI in the Real World
@@ -220,7 +219,7 @@ Acceleration of AIGC (AI-Generated Content) models such as [Stable Diffusion v1]
 
 - [DreamBooth Fine-tuning](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth): Personalize your model using just 3-5 images of the desired subject.
 
-<p id="inference" align="center">
+<p id="inference-sd" align="center">
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg" width=800/>
 </p>
 
@@ -350,7 +349,12 @@ Please visit our [documentation](https://www.colossalai.org/) and [examples](htt
 <p align="right">(<a href="#top">back to top</a>)</p>
 
 
-## Inference (Energon-AI) Demo
+## Inference
+<p id="SwiftInfer" align="center">
+<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/SwiftInfer.jpg" width=800/>
+</p>
+
+- [SwiftInfer](https://github.com/hpcaitech/SwiftInfer): Inference performance improved by 46%, open source solution breaks the length limit of LLM for multi-round conversations
 
 <p id="GPT-3-Inference" align="center">
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/inference_GPT-3.jpg" width=800/>
diff --git a/applications/README.md b/applications/README.md
index 92096e559..49a2900f1 100644
--- a/applications/README.md
+++ b/applications/README.md
@@ -9,6 +9,7 @@ The list of applications include:
 - [X] [ColossalChat](./Chat/README.md): Replication of ChatGPT with RLHF.
 - [X] [FastFold](https://github.com/hpcaitech/FastFold): Optimizing AlphaFold (Biomedicine) Training and Inference on GPU Clusters.
 - [X] [ColossalQA](./ColossalQA/README.md): Document Retrieval Conversation System
+- [X] [SwiftInfer](https://github.com/hpcaitech/SwiftInfer): Breaks the Length Limit of LLM Inference for Multi-Round Conversations
 
 > Please note that the `Chatbot` application is migrated from the original `ChatGPT` folder.
 
diff --git a/docs/README-zh-Hans.md b/docs/README-zh-Hans.md
index a0330a62d..0c438c726 100644
--- a/docs/README-zh-Hans.md
+++ b/docs/README-zh-Hans.md
@@ -24,6 +24,7 @@
 </div>
 
 ## 新闻
+* [2024/01] [Inference Performance Improved by 46%, Open Source Solution Breaks the Length Limit of LLM for Multi-Round Conversations](https://hpc-ai.com/blog/Colossal-AI-SwiftInfer)
 * [2024/01] [Construct Refined 13B Private Model With Just $5000 USD, Upgraded Colossal-AI Llama-2 Open Source](https://hpc-ai.com/blog/colossal-llama-2-13b)
 * [2023/11] [Enhanced MoE Parallelism, Open-source MoE Model Training Can Be 9 Times More Efficient](https://www.hpc-ai.tech/blog/enhanced-moe-parallelism-open-source-moe-model-training-can-be-9-times-more-efficient)
 * [2023/09] [One Half-Day of Training Using a Few Hundred Dollars Yields Similar Results to Mainstream Large Models, Open-Source and Commercial-Free Domain-Specific LLM Solution](https://www.hpc-ai.tech/blog/one-half-day-of-training-using-a-few-hundred-dollars-yields-similar-results-to-mainstream-large-models-open-source-and-commercial-free-domain-specific-llm-solution)
@@ -69,8 +70,9 @@
    </ul>
  </li>
 <li>
-   <a href="#推理-Energon-AI-样例展示">推理 (Energon-AI) 样例展示</a>
+   <a href="#推理">推理</a>
    <ul>
+     <li><a href="#SwiftInfer">SwiftInfer:打破LLM多轮对话的长度限制，推理加速46%</a></li>
      <li><a href="#GPT-3-Inference">GPT-3</a></li>
      <li><a href="#OPT-Serving">1750亿参数OPT在线推理服务</a></li>
      <li><a href="#BLOOM-Inference">1760亿参数 BLOOM</a></li>
@@ -115,8 +117,6 @@ Colossal-AI 为您提供了一系列并行组件。我们的目标是让您的
   - [PatrickStar](https://arxiv.org/abs/2108.05818)
 - 使用友好
   - 基于参数文件的并行化
-- 推理
-  - [Energon-AI](https://github.com/hpcaitech/EnergonAI)
 
 <p align="right">(<a href="#top">返回顶端</a>)</p>
 
@@ -212,7 +212,7 @@ Colossal-AI 为您提供了一系列并行组件。我们的目标是让您的
 
 - [DreamBooth微调](https://github.com/hpcaitech/ColossalAI/tree/main/examples/images/dreambooth): 仅需3-5张目标主题图像个性化微调
 
-<p id="inference" align="center">
+<p id="inference-sd" align="center">
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/Stable%20Diffusion%20Inference.jpg" width=800/>
 </p>
 
@@ -344,7 +344,12 @@ Colossal-AI 为您提供了一系列并行组件。我们的目标是让您的
 <p align="right">(<a href="#top">返回顶端</a>)</p>
 
 
-## 推理 (Energon-AI) 样例展示
+## 推理
+<p id="SwiftInfer" align="center">
+<img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/SwiftInfer.jpg" width=800/>
+</p>
+
+- [SwiftInfer](https://github.com/hpcaitech/SwiftInfer): Inference performance improved by 46%, open source solution breaks the length limit of LLM for multi-round conversations
 
 <p id="GPT-3-Inference" align="center">
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/inference_GPT-3.jpg" width=800/>