diff --git a/README.md b/README.md
index 2d2a120..6d95bfb 100644
--- a/README.md
+++ b/README.md
@@ -44,10 +44,24 @@ Excited to introduce **DeepEP** - the first open-source EP communication library
 ✅ Native FP8 dispatch support  
 ✅ Flexible GPU resource control for computation-communication overlapping  
 
+### Day 3 - [DeepGEMM](https://github.com/deepseek-ai/DeepGEMM)
+
+Introducing DeepGEMM - an FP8 GEMM library that supports both dense and MoE GEMMs, powering V3/R1 training and inference.
+
+⚡ Up to 1350+ FP8 TFLOPS on Hopper GPUs
+✅ No heavy dependency, as clean as a tutorial
+✅ Fully Just-In-Time compiled
+✅ Core logic at ~300 lines - yet outperforms expert-tuned kernels across most matrix sizes
+✅ Supports dense layout and two MoE layouts
+
+🔗 GitHub: https://github.com/deepseek-ai/DeepGEMM
+
+
+
 ### Ongoing Releases...
 
 ## 2024 AI Infrastructure Paper (SC24)   
 ### Fire-Flyer AI-HPC: A Cost-Effective Software-Hardware Co-Design for Deep Learning
 
 <a href="https://dl.acm.org/doi/10.1109/SC41406.2024.00089"><b>📄 Paper Link</b></a>
-<a href="https://arxiv.org/abs/2408.14158"><b>📄 Arxiv Paper Link</b></a>
\ No newline at end of file
+<a href="https://arxiv.org/abs/2408.14158"><b>📄 Arxiv Paper Link</b></a>