diff --git a/README.md b/README.md
index 2c39bb15..c852cf36 100644
--- a/README.md
+++ b/README.md
@@ -5,7 +5,7 @@ A fully decentralized inference engine developed by [Gradient Network](https://g
 
 <h3>
 
-[Gradient Network](https://gradient.network) | [Blog](https://gradient.network/blog/parallax-world-inference-engine) | [X(Twitter)](https://x.com/Gradient_HQ) | [Discord](https://discord.gg/gradientnetwork) | [arXiv]()
+[Gradient Network](https://gradient.network) | [Blog](https://gradient.network/blog/parallax-world-inference-engine) | [X(Twitter)](https://x.com/Gradient_HQ) | [Discord](https://discord.gg/gradientnetwork)
 
 </h3>
 
@@ -56,7 +56,7 @@ pip install -e '.[dev]'
 ```
 
 ### Windows Application
-Click ```download raw file``` at this [Link](https://github.com/GradientHQ/parallax/blob/main/windows/Gradient_Parallax_PC_Setup_v1.0.0.0.exe) to get latest Windows installer.
+[Click here](https://github.com/GradientHQ/parallax/releases/latest/download/Gradient_Parallax_PC_Setup.exe) to get latest Windows installer.
 
 After installing .exe, right click Windows start button and click ```Windows Terminal(Admin)``` to start a Powershell console as administrator.
 
diff --git a/docs/images/node-join.png b/docs/images/node-join.png
index 00d9a9f1..b04e689a 100644
Binary files a/docs/images/node-join.png and b/docs/images/node-join.png differ
diff --git a/src/parallax/cli.py b/src/parallax/cli.py
index 2f292a00..ff5eab4f 100644
--- a/src/parallax/cli.py
+++ b/src/parallax/cli.py
@@ -127,7 +127,7 @@ def join_command(args):
 def main():
     """Main CLI entry point."""
     parser = argparse.ArgumentParser(
-        description="Parallax - Decentralized pipeline-parallel LLM serving",
+        description="Parallax - A fully decentralized inference engine developed by Gradient Network",
         formatter_class=argparse.RawDescriptionHelpFormatter,
         epilog="""
 Examples:
diff --git a/windows/Gradient_Parallax_PC_Setup_v1.0.0.0.exe b/windows/Gradient_Parallax_PC_Setup_v1.0.0.0.exe
deleted file mode 100644
index 064c99ef..00000000
Binary files a/windows/Gradient_Parallax_PC_Setup_v1.0.0.0.exe and /dev/null differ