diff --git a/python/packages/autogen-studio/README.md b/python/packages/autogen-studio/README.md
index 9bb9884a0..b9809a55b 100644
--- a/python/packages/autogen-studio/README.md
+++ b/python/packages/autogen-studio/README.md
@@ -18,18 +18,18 @@ Code for AutoGen Studio is on GitHub at [microsoft/autogen](https://github.com/m
 - **2024-04-17:** April 17: AutoGen Studio database layer is now rewritten to use [SQLModel](https://sqlmodel.tiangolo.com/) (Pydantic + SQLAlchemy). This provides entity linking (skills, models, agents and workflows are linked via association tables) and supports multiple [database backend dialects](https://docs.sqlalchemy.org/en/20/dialects/) supported in SQLAlchemy (SQLite, PostgreSQL, MySQL, Oracle, Microsoft SQL Server). The backend database can be specified a `--database-uri` argument when running the application. For example, `autogenstudio ui --database-uri sqlite:///database.sqlite` for SQLite and `autogenstudio ui --database-uri postgresql+psycopg://user:password@localhost/dbname` for PostgreSQL.
 - **2024-03-12:** Default directory for AutoGen Studio is now /home/\<USER\>/.autogenstudio. You can also specify this directory using the `--appdir` argument when running the application. For example, `autogenstudio ui --appdir /path/to/folder`. This will store the database and other files in the specified directory e.g. `/path/to/folder/database.sqlite`. `.env` files in that directory will be used to set environment variables for the app.
 
-Project Structure:
+## Project Structure:
 
-- _autogenstudio/_ code for the backend classes and web api (FastAPI)
-- _frontend/_ code for the webui, built with Gatsby and TailwindCSS
+- `autogenstudio/` contains code for the backend classes and web api (FastAPI)
+- `frontend/` contains code for the webui, built with Gatsby and TailwindCSS
 
 ## Installation
 
-There are two ways to install AutoGen Studio - from PyPi or from source. We **recommend installing from PyPi** unless you plan to modify the source code.
+There are two ways to install AutoGen Studio - from PyPi or from the source. We **recommend installing from PyPi** unless you plan to modify the source code.
 
 ### Install from PyPi (Recommended)
 
-We recommend using a virtual environment (e.g., conda) to avoid conflicts with existing Python packages. With Python 3.10 or newer active in your virtual environment, use pip to install AutoGen Studio:
+We recommend using a virtual environment (e.g., venv) to avoid conflicts with existing Python packages. With Python 3.10 or newer active in your virtual environment, use pip to install AutoGen Studio:
 
 ```bash
 pip install -U autogenstudio
@@ -43,31 +43,31 @@ You have two options for installing from source: manually or using a dev contain
 
 #### A) Install from source manually
 
-1. Ensure you have Python 3.10+ and Node.js (version above 14.15.0) installed.
-2. Clone the AutoGen Studio repository and install its Python dependencies using `pip install -e .`
-3. Navigate to the `python/packages/autogen-studio/frontend` directory, install the dependencies, and build the UI:
+  1. Ensure you have Python 3.10+ and Node.js (version above 14.15.0) installed.
+  2. Clone the AutoGen Studio repository and install its Python dependencies using `pip install -e .`
+  3. Navigate to the `python/packages/autogen-studio/frontend` directory, install the dependencies, and build the UI:
 
-  ```bash
-  npm install -g gatsby-cli
-  npm install --global yarn
-  cd frontend
-  yarn install
-  yarn build
-  # Windows users may need alternative commands to build the frontend:
-  gatsby clean && rmdir /s /q ..\\autogenstudio\\web\\ui 2>nul & (set \"PREFIX_PATH_VALUE=\" || ver>nul) && gatsby build --prefix-paths && xcopy /E /I /Y public ..\\autogenstudio\\web\\ui
-  ```
+      ```bash
+      npm install -g gatsby-cli
+      npm install --global yarn
+      cd frontend
+      yarn install
+      yarn build
+      # Windows users may need alternative commands to build the frontend:
+      gatsby clean && rmdir /s /q ..\\autogenstudio\\web\\ui 2>nul & (set \"PREFIX_PATH_VALUE=\" || ver>nul) && gatsby build --prefix-paths && xcopy /E /I /Y public ..\\autogenstudio\\web\\ui
+      ```
 
 #### B)  Install from source using a dev container
 
-1. Follow the [Dev Containers tutorial](https://code.visualstudio.com/docs/devcontainers/tutorial) to install VS Code, Docker and relevant extensions.
-2. Clone the AutoGen Studio repository.
-3. Open `python/packages/autogen-studio/`in VS Code. Click the blue button in bottom the corner or press F1 and select _"Dev Containers: Reopen in Container"_.
-4. Build the UI:
+  1. Follow the [Dev Containers tutorial](https://code.visualstudio.com/docs/devcontainers/tutorial) to install VS Code, Docker and relevant extensions.
+  2. Clone the AutoGen Studio repository.
+  3. Open `python/packages/autogen-studio/`in VS Code. Click the blue button in bottom the corner or press F1 and select _"Dev Containers: Reopen in Container"_.
+  4. Build the UI:
 
-  ```bash
-  cd frontend
-  yarn build
-  ```
+      ```bash
+      cd frontend
+      yarn build
+      ```
 
 ### Running the Application