diff --git a/README.md b/README.md
index 7dfe15bd..2265538a 100644
--- a/README.md
+++ b/README.md
@@ -26,7 +26,7 @@ PrimAITE presents the following features:
 
 ## Getting Started with PrimAITE
 
-### 💫 Install & Run
+### 💫 Installation
 **PrimAITE** is designed to be OS-agnostic, and thus should work on most variations/distros of Linux, Windows, and MacOS.
 Currently, the PrimAITE wheel can only be installed from GitHub. This may change in the future with release to PyPi.
 
@@ -47,11 +47,6 @@ pip install https://github.com/Autonomous-Resilient-Cyber-Defence/PrimAITE/relea
 primaite setup
 ```
 
-**Run:**
-
-``` bash
-primaite session
-```
 
 #### Unix
 
@@ -75,12 +70,6 @@ pip install https://github.com/Autonomous-Resilient-Cyber-Defence/PrimAITE/relea
 primaite setup
 ```
 
-**Run:**
-
-``` bash
-primaite session
-```
-
 
 
 ### Developer Install from Source
@@ -125,6 +114,29 @@ python3 -m pip install -e .[dev]
 primaite setup
 ```
 
+### Running PrimAITE
+
+Use the provided jupyter notebooks as a starting point to try running PrimAITE. They are automatically copied to your PrimAITE notebook folder when you run `primaite setup`.
+
+#### 1. Activate the virtual environment
+
+##### Windows (Powershell)
+```powershell
+.\venv\Scripts\activate
+```
+
+##### Unix
+```bash
+source venv/bin/activate
+```
+
+#### 2. Open jupyter notebook
+
+```bash
+python -m jupyter notebook
+```
+Then, click the URL provided by the jupyter command to open the jupyter application in your browser. You can also open notebooks in your IDE if supported.
+
 ## 📚 Building documentation
 The PrimAITE documentation can be built with the following commands:
 
diff --git a/src/primaite/config/_package_data/data_manipulation_marl.yaml b/src/primaite/config/_package_data/data_manipulation_marl.yaml
index cb94a128..359d7c55 100644
--- a/src/primaite/config/_package_data/data_manipulation_marl.yaml
+++ b/src/primaite/config/_package_data/data_manipulation_marl.yaml
@@ -1458,7 +1458,7 @@ simulation:
         options:
           db_server_ip: 192.168.1.14
       services:
-      - ty DNSClient
+      - type: DNSClient