diff --git a/README.md b/README.md
index 2ee88ef..823a22b 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,162 @@
-# wilson
-Creating a way to manage your healthcare data, intelligently
+# Wilson AI API
+
+## Overview
+
+This repository contains the code for Wilson AI API, a FastAPI / React application where you can intelligently interact with your medical data.
+
+This is a development project/POC. The application would need a real data source of medical professionals stored in Postgres/MongoDB
+to fully work, but you can input toy examples and see how it is able to correctly recommend
+Medical practitioners you can follow up with based on your data.
+
+1. **Backend**: A FastAPI application located in the `src/backend` directory.
+2. **Frontend**: A React application located in the `src/frontend` directory.
+
+## Prerequisites
+
+- Python 3.10
+- Node.js (v18.7.0)
+- Docker (optional, for containerized deployment)
+- MongoDB
+- Redis
+- ChromaDB
+
+## Getting Started
+
+### Backend
+
+#### Setting Up the Backend
+
+1. **Navigate to the backend directory**:
+
+ ```sh
+ cd src/backend
+ ```
+
+2. **Create a virtual environment**:
+
+ ```sh
+ python -m venv venv
+ source venv/bin/activate # On Windows use `venv\Scripts\activate`
+ ```
+
+3. **Install the dependencies**:
+
+ ```sh
+ pip install -r requirements.txt
+ ```
+
+4. **Set up environment variables**:
+
+ Create a `.env` file in the `src/backend` directory and add the following environment variables:
+
+ ```env
+ ENV=DEV
+ CONFIG_PATH=src/backend/app/utils/config.yaml
+ LOGGING_CONFIG_PATH=src/backend/app/utils/logging_config.yaml
+ MONGODB_URL=mongodb://localhost:27017
+ REDIS_URL=redis://localhost:6379
+ CHROMADB_URL=http://localhost:8000
+ CHROMADB_PATH=/chroma/chroma
+ OPENAI_API_KEY=your_openai_api_key
+ HUGGINGFACE_API_KEY=your_huggingface_api_key
+ GOOGLE_MAPS_API_KEY=your_google_maps_api_key
+ AWS_ACCESS_KEY_ID=your_aws_access_key_id
+ AWS_SECRET_ACCESS_KEY=your_aws_secret_access_key
+ AWS_REGION=your_aws_region
+ S3_BUCKET_NAME=your_s3_bucket_name
+ POSTGRES_HOST=localhost
+ POSTGRES_PORT=5432
+ POSTGRES_DB=your_postgres_db
+ POSTGRES_USER=your_postgres_user
+ POSTGRES_PASSWORD=your_postgres_password
+ ```
+
+5. **Run the backend server**:
+ Ensure that you have the Redis, Postgres, and Mongodb daemons running!
+ You can then start the FastAPI server with:
+ ```sh
+ uvicorn app.main:app --reload
+ ```
+
+### Frontend
+
+#### Setting Up the Frontend
+
+1. **Navigate to the frontend directory**:
+
+ ```sh
+ cd src/frontend
+ ```
+
+2. **Install the dependencies**:
+
+ ```sh
+ npm install
+ ```
+
+3. **Run the frontend development server**:
+
+ ```sh
+ npm run dev
+ ```
+
+### Docker
+
+#### Running with Docker
+
+1. **Build and run the Docker containers**:
+
+ ```sh
+ docker-compose up --build
+ ```
+
+## Linting and Formatting
+
+### Backend
+
+1. **Lint the backend code**:
+
+ ```sh
+ cd src/backend
+ flake8
+ ```
+
+2. **Format the backend code**:
+
+ ```sh
+ black .
+ ```
+
+### Frontend
+
+1. **Lint the frontend code**:
+
+ ```sh
+ cd src/frontend
+ npx eslint .
+ ```
+
+2. **Format the frontend code**:
+
+ ```sh
+ npm run format
+ ```
+
+## Deployment
+
+### GitHub Actions
+
+The project uses GitHub Actions for continuous integration and deployment. The workflow is defined in `.github/workflows/deployment.yaml`.
+
+## Contributing
+
+1. Fork the repository.
+2. Create a new branch (`git checkout -b feature-branch`).
+3. Make your changes.
+4. Commit your changes (`git commit -m 'Add some feature'`).
+5. Push to the branch (`git push origin feature-branch`).
+6. Create a new Pull Request.
+
+## License
+
+This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.
\ No newline at end of file
diff --git a/docker-compose.yaml b/docker-compose.yaml
index 5c1e710..9b97ce3 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -39,11 +39,11 @@ services:
build:
context: ./src/frontend # search for docker file here
args:
- - REACT_APP_API_URL=${REACT_APP_API_URL}
+ - VITE_REACT_APP_API_URL=${VITE_REACT_APP_API_URL}
ports:
- "80:80"
environment:
- - REACT_APP_API_URL=${REACT_APP_API_URL}
+ - VITE_REACT_APP_API_URL=${VITE_REACT_APP_API_URL}
postgres:
image: postgres:13
diff --git a/src/backend/requirements.txt b/src/backend/requirements.txt
index ef5d1b4..7a2d250 100644
--- a/src/backend/requirements.txt
+++ b/src/backend/requirements.txt
@@ -4,6 +4,7 @@ boto3==1.34.113
chromadb==0.5.5
fastapi==0.111.1
llama_index==0.10.56
+llama-index-core==0.10.56
openai==1.36.1
pandas==2.2.2
passlib==1.7.4
diff --git a/src/frontend/Dockerfile b/src/frontend/Dockerfile
index 957e163..ced338d 100644
--- a/src/frontend/Dockerfile
+++ b/src/frontend/Dockerfile
@@ -3,11 +3,12 @@ WORKDIR /app
COPY package*.json ./
RUN npm install
COPY . .
-ARG REACT_APP_API_URL
-ENV REACT_APP_API_URL=$REACT_APP_API_URL
+ARG VITE_REACT_APP_API_URL
+ENV VITE_REACT_APP_API_URL=$VITE_REACT_APP_API_URL
RUN npm run build
+RUN ls -la /app/dist
FROM nginx:alpine
-COPY --from=build /app/build /usr/share/nginx/html
+COPY --from=build /app/dist /usr/share/nginx/html
EXPOSE 80
CMD ["nginx", "-g", "daemon off;"]
\ No newline at end of file
diff --git a/src/frontend/src/App.tsx b/src/frontend/src/App.tsx
index bd1724e..3e714c3 100644
--- a/src/frontend/src/App.tsx
+++ b/src/frontend/src/App.tsx
@@ -52,36 +52,22 @@ const App = () => {