diff --git a/README.md b/README.md
index eb9bcbac2..6464e5a93 100644
--- a/README.md
+++ b/README.md
@@ -8,9 +8,9 @@
 
 **Stable Diffusion implementation with modern UI and advanced features**
 
-This project started as a form from [Automatic1111 WebUI](https://github.com/AUTOMATIC1111/stable-diffusion-webui/) and it grew siginificantly since then, but although it diverged significanly, any substantial features to original work is ported to this repository as well
+This project started as a fork from [Automatic1111 WebUI](https://github.com/AUTOMATIC1111/stable-diffusion-webui/) and it grew significantly since then, but although it diverged considerably, any substantial features to original work is ported to this repository as well.
 
-Individual features are not listed here, instead check [Changelog](CHANGELOG.md) for full list of changes
+Individual features are not listed here, instead check [Changelog](CHANGELOG.md) for full list of changes.
 
 ## Platform support
 
@@ -32,12 +32,13 @@ Individual features are not listed here, instead check [Changelog](CHANGELOG.md)
   `webui.bat` or `webui.sh`:  
     - Platform specific wrapper scripts For Windows, Linux and OSX  
     - Starts `sdnext.py` in a Python virtual environment (`venv`)  
-    - Uses `install.py` to handle all actual requirements and dependencies  
-    - *Note*: Server can run without virtual environment, but it is recommended to use it to avoid library version conflicts with other applications  
+    - Uses `install.py` to handle all actual requirements and dependencies
 
-*Note*: **nVidia/CUDA** and **AMD/ROCm** are auto-detected is present and available, but for any other use case specify required parameter explicitly or wrong packages may be installed as installer will assume CPU-only environment
+*Note*: Server can run without virtual environment, but it is recommended to use it to avoid library version conflicts with other applications  
 
-Full startup sequence is logged in `sdnext.log`, so if you encounter any issues, please check it first  
+*Note*: **nVidia/CUDA** and **AMD/ROCm** are auto-detected is present and available, but for any other use case specify required parameter explicitly or wrong packages may be installed as installer will assume CPU-only environment.
+
+Full startup sequence is logged in `sdnext.log`, so if you encounter any issues, please check it first.
 
 Below is partial list of all available parameters, run `webui --help` for the full list:
 
@@ -64,14 +65,16 @@ Below is partial list of all available parameters, run `webui --help` for the fu
 ### **Collab**
 
 - To avoid having this repo rely just on me, I'd love to have additional maintainers with full admin rights. If you're interested, ping me!  
-- In addition to general cross-platform code, desire is to have a lead for each of the main platforms
-This should be fully cross-platform, but I would really love to have additional contibutors and/or maintainers to join and help lead the efforts on different platforms  
+- In addition to general cross-platform code, desire is to have a lead for each of the main platforms.
+This should be fully cross-platform, but I would really love to have additional contibutors and/or maintainers to join and help lead the efforts on different platforms.
 
 ### **Goals**
 
-The idea behind the fork is to enable latest technologies and advances in text-to-image generation  
-*Sometimes this is not the same as "as simple as possible to use"*  
-If you are looking an amazing simple-to-use Stable Diffusion tool, I'd suggest [InvokeAI](https://invoke-ai.github.io/InvokeAI/) specifically due to its automated installer and ease of use  
+The idea behind the fork is to enable latest technologies and advances in text-to-image generation.
+
+*Sometimes this is not the same as "as simple as possible to use".*
+
+If you are looking an amazing simple-to-use Stable Diffusion tool, I'd suggest [InvokeAI](https://invoke-ai.github.io/InvokeAI/) specifically due to its automated installer and ease of use.  
 
 General goals: