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Updates to README from code review

Co-authored-by: Steven Liu <59462357+stevhliu@users.noreply.github.com>

examples/server/README.md

@@ -1,35 +1,26 @@
 
-## OpenAI Compatible `/v1/images/generations` Server
+# Create a server
 
-This is a concurrent, multithreaded solution for running a server that can generate images using the `diffusers` library. This examples uses the Stable Diffusion 3 pipeline, but you can use any pipeline that you would like by swapping out the model and pipeline to be the ones that you want to use.
+Diffusers' pipelines can be used as an inference engine for a server. It supports concurrent and multithreaded requests to generate images that may be requested by multiple users at the same time.
 
-### Installing Dependencies
+This guide will show you how to use the [`StableDiffusion3Pipeline`] in a server, but feel free to use any pipeline you want.
+
+
+Start by navigating to the `examples/server` folder and installing all the dependencies.
 
-Start by going to the base of the repo and installing it with:
 ``py
 pip install .
-```
-
-The pipeline can then have its dependencies installed with:
-```py
 pip install -f requirements.txt
-```
 
-### Running the server
 
-This server can be run with:
+
+Launch the server with the following command.
+
 ```py
 python server.py
-```
-The server will be spun up at http://localhost:8000. You can `curl` this model with the following command:
-```
-curl -X POST -H "Content-Type: application/json" --data '{"model": "something", "prompt": "a kitten in front of a fireplace"}' http://localhost:8000/v1/images/generations
-```
 
-### Upgrading Dependencies
 
-If you need to upgrade some dependencies, you can do that with either [pip-tools](https://github.com/jazzband/pip-tools) or [uv](https://github.com/astral-sh/uv). With `uv`, this looks like:
-```
-uv pip compile requirements.in -o requirements.txt
+If you need to upgrade some dependencies, you can use either [pip-tools](https://github.com/jazzband/pip-tools) or [uv](https://github.com/astral-sh/uv). For example, upgrade the dependencies with `uv` using the following command.
+
 ```