diff --git a/README.md b/README.md
index 20a5f0c..79fabf4 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ Deploy FATE-Standalone version with 1.11.3 <= version < 2.0, then copy directory
 Use [FATE-LLM deployment packages](https://github.com/FederatedAI/FATE/wiki/Download#llm%E9%83%A8%E7%BD%B2%E5%8C%85) to deploy,  refer to [FATE-Cluster deployment](https://github.com/FederatedAI/FATE#cluster-deployment) for more deployment details.
 
 ## Quick Start
-- [Offsite-tuning Tutorial: Model Definition and Job Submission](./doc/tutorial/offsite_tuning/Offsite_tuning_tutorial.ipynb)
 - [Federated ChatGLM3-6B Training](./doc/tutorial/parameter_efficient_llm/ChatGLM3-6B_ds.ipynb)
 - [Builtin Models In PELLM](./doc/tutorial/builtin_models.md)
-- [Offsite Tuning Tutorial](./doc/tutorial/offsite_tuning/Offsite_tuning_tutorial.ipynb)
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+- [Offsite Tuning Tutorial](./doc/tutorial/offsite_tuning/Offsite_tuning_tutorial.ipynb)
+- [FedKSeed](./doc/tutorial/fedkseed/fedkseed-example.ipynb)
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