Docs improvements

README.md

@@ -184,7 +184,7 @@ Therefore, you should do these actions in the following scenarios
 
 - **I have multiple GPUs on one machine, can I run multiple peers?**: Yes - but you'll need to manually change things. You'll need to isolate each GPU, install this repo for each GPU, and expose each peer under a different port to pass the modal onboard.
 
-- **My round/stage is behind the smart contract/other peers?**: This is expected behaviour given the different speeds of machines in the network. Once your machine completes it's current round, it will move to the the current round.
+- **My round/stage is behind the smart contract/other peers?**: This is expected behaviour given the different speeds of machines in the network. Once your machine completes it's current round, it will move to the current round.
 
 - **I want to use a bigger and/or different model in the RL swarm, can I do that?**: Yes - but we only recommend doing so if you are comfortable understanding what size model can reasonably run on your hardware.  If you elect to bring a custom model, just paste the repo/model name into the command line when prompted.
 

web/README.md

@@ -4,7 +4,7 @@ This package provides an API and UI for displaying gossip messages and metrics a
 
 # Running the web server
 
-From the rl_swarm directory, use docker-compose to spin up containers for the webserver and OpenTelemetry.
+From the rl_swarm directory, use docker-compose to spin up containers for the web server and OpenTelemetry.
 ```
 docker-compose build --no-cache
 ```
@@ -28,4 +28,4 @@ docker build -t swarmui -f Dockerfile.webserver .
 ```
 
 ## Smart contract
-The UI is set up to receive information from a smart contract. For development, it is assumed a smart contract is running locally using anvil.
+The UI is set up to receive information from a smart contract. For development, it is assumed a smart contract is running locally using anvil.