chore: formatted README

Gets rid of a bunch of linting errors

Author: mjspeck

README.md

@@ -4,7 +4,7 @@
   <strong>A framework to enable multimodal models to operate a computer.</strong>
 </p>
 <p align="center">
-  Using the same inputs and outputs as a human operator, the model views the screen and decides on a series of mouse and keyboard actions to reach an objective. 
+  Using the same inputs and outputs as a human operator, the model views the screen and decides on a series of mouse and keyboard actions to reach an objective.
 </p>
 
 <div align="center">
@@ -16,35 +16,40 @@
 **This model is currently experiencing an outage so the self-operating computer may not work as expected.**
 -->
 
-
 ## Key Features
+
 - **Compatibility**: Designed for various multimodal models.
 - **Integration**: Currently integrated with **GPT-4v** as the default model, with extended support for Gemini Pro Vision.
 - **Future Plans**: Support for additional models.
 
 ## Ongoing Development
+
 At [HyperwriteAI](https://www.hyperwriteai.com/), we are developing Agent-1-Vision a multimodal model with more accurate click location predictions.
 
 ## Agent-1-Vision Model API Access
+
 We will soon be offering API access to our Agent-1-Vision model.
 
 If you're interested in gaining access to this API, sign up [here](https://othersideai.typeform.com/to/FszaJ1k8?typeform-source=www.hyperwriteai.com).
 
 ## Demo
 
-https://github.com/OthersideAI/self-operating-computer/assets/42594239/9e8abc96-c76a-46fb-9b13-03678b3c67e0
-
+<https://github.com/OthersideAI/self-operating-computer/assets/42594239/9e8abc96-c76a-46fb-9b13-03678b3c67e0>
 
 ## Run `Self-Operating Computer`
 
 1. **Install the project**
+
 ```
 pip install self-operating-computer
 ```
+
 2. **Run the project**
+
 ```
 operate
 ```
+
 3. **Enter your OpenAI Key**: If you don't have one, you can obtain an OpenAI key [here](https://platform.openai.com/account/api-keys)
 
 <div align="center">
@@ -61,16 +66,18 @@ operate
 ### Alternatively installation with `.sh`
 
 1. **Clone the repo** to a directory on your computer:
+
 ```
 git clone https://github.com/OthersideAI/self-operating-computer.git
 ```
+
 2. **Cd into directory**:
 
 ```
 cd self-operating-computer
 ```
 
-3. **Run the installation script**: 
+3. **Run the installation script**:
 
 ```
 ./run.sh
@@ -79,23 +86,27 @@ cd self-operating-computer
 ## Using `operate` Modes
 
 ### Multimodal Models  `-m`
-An additional model is now compatible with the Self Operating Computer Framework. Try Google's `gemini-pro-vision` by following the instructions below. 
+
+An additional model is now compatible with the Self Operating Computer Framework. Try Google's `gemini-pro-vision` by following the instructions below.
 
 Start `operate` with the Gemini model
+
 ```
 operate -m gemini-pro-vision
 ```
 
 **Enter your Google AI Studio API key when terminal prompts you for it** If you don't have one, you can obtain a key [here](https://makersuite.google.com/app/apikey) after setting up your Google AI Studio account. You may also need [authorize credentials for a desktop application](https://ai.google.dev/palm_docs/oauth_quickstart). It took me a bit of time to get it working, if anyone knows a simpler way, please make a PR:
 
 ### Optical Character Recognition Mode `-m gpt-4-with-ocr`
-The Self-Operating Computer Framework now integrates Optical Character Recognition (OCR) capabilities with the `gpt-4-with-ocr` mode. This mode gives GPT-4 a hash map of clickable elements by coordinates. GPT-4 can decide to `click` elements by text and then the code references the hash map to get the coordinates for that element GPT-4 wanted to click. 
 
-Based on recent tests, OCR performs better than `som` and vanilla GPT-4 so we made it the default for the project. To use the OCR mode you can simply write: 
+The Self-Operating Computer Framework now integrates Optical Character Recognition (OCR) capabilities with the `gpt-4-with-ocr` mode. This mode gives GPT-4 a hash map of clickable elements by coordinates. GPT-4 can decide to `click` elements by text and then the code references the hash map to get the coordinates for that element GPT-4 wanted to click.
+
+Based on recent tests, OCR performs better than `som` and vanilla GPT-4 so we made it the default for the project. To use the OCR mode you can simply write:
 
- `operate` or `operate -m gpt-4-with-ocr` will also work. 
+ `operate` or `operate -m gpt-4-with-ocr` will also work.
 
 ### Set-of-Mark Prompting `-m gpt-4-with-som`
+
 The Self-Operating Computer Framework now supports Set-of-Mark (SoM) Prompting with the `gpt-4-with-som` command. This new visual prompting method enhances the visual grounding capabilities of large multimodal models.
 
 Learn more about SoM Prompting in the detailed arXiv paper: [here](https://arxiv.org/abs/2310.11441).
@@ -109,56 +120,72 @@ operate -m gpt-4-with-som
 ```
 
 ### Voice Mode `--voice`
-The framework supports voice inputs for the objective. Try voice by following the instructions below. 
+
+The framework supports voice inputs for the objective. Try voice by following the instructions below.
 **Clone the repo** to a directory on your computer:
+
 ```
 git clone https://github.com/OthersideAI/self-operating-computer.git
 ```
+
 **Cd into directory**:
+
 ```
 cd self-operating-computer
 ```
+
 Install the additional `requirements-audio.txt`
+
 ```
 pip install -r requirements-audio.txt
 ```
+
 **Install device requirements**
 For mac users:
+
 ```
 brew install portaudio
 ```
+
 For Linux users:
+
 ```
 sudo apt install portaudio19-dev python3-pyaudio
 ```
+
 Run with voice mode
+
 ```
 operate --voice
 ```
 
-## Contributions are Welcomed!:
+## Contributions are Welcomed
 
 If you want to contribute yourself, see [CONTRIBUTING.md](https://github.com/OthersideAI/self-operating-computer/blob/main/CONTRIBUTING.md).
 
 ## Feedback
 
-For any input on improving this project, feel free to reach out to [Josh](https://twitter.com/josh_bickett) on Twitter. 
+For any input on improving this project, feel free to reach out to [Josh](https://twitter.com/josh_bickett) on Twitter.
 
 ## Join Our Discord Community
 
-For real-time discussions and community support, join our Discord server. 
+For real-time discussions and community support, join our Discord server.
+
 - If you're already a member, join the discussion in [#self-operating-computer](https://discord.com/channels/877638638001877052/1181241785834541157).
 - If you're new, first [join our Discord Server](https://discord.gg/YqaKtyBEzM) and then navigate to the [#self-operating-computer](https://discord.com/channels/877638638001877052/1181241785834541157).
 
 ## Follow HyperWriteAI for More Updates
 
 Stay updated with the latest developments:
+
 - Follow HyperWriteAI on [Twitter](https://twitter.com/HyperWriteAI).
 - Follow HyperWriteAI on [LinkedIn](https://www.linkedin.com/company/othersideai/).
 
 ## Compatibility
+
 - This project is compatible with Mac OS, Windows, and Linux (with X server installed).
 
 ## OpenAI Rate Limiting Note
-The ```gpt-4-vision-preview``` model is required. To unlock access to this model, your account needs to spend at least \$5 in API credits. Pre-paying for these credits will unlock access if you haven't already spent the minimum \$5.   
+
+The ```gpt-4-vision-preview``` model is required. To unlock access to this model, your account needs to spend at least \$5 in API credits. Pre-paying for these credits will unlock access if you haven't already spent the minimum \$5.
 Learn more **[here](https://platform.openai.com/docs/guides/rate-limits?context=tier-one)**