diff --git a/docs/examples/realestate_swarm.md b/docs/examples/realestate_swarm.md
index 8d83cae5..18d27ad0 100644
--- a/docs/examples/realestate_swarm.md
+++ b/docs/examples/realestate_swarm.md
@@ -22,13 +22,8 @@ To set up and run the Real Estate Swarm, follow these steps:
 *   Poetry (or pip) for dependency management
 *   An Exa API Key (for the `exa_search` tool)
 
-### Installation
-1.  **Install dependencies:**
-    Use the following command to download all dependencies.
-    ```bash
-    pip install -r requirements.txt
-    ```
-2.  **Set up Exa API Key:**
+### Setup
+   **Set up Exa API Key:**
     The `Property Research Agent` utilizes the `exa_search` tool, which requires an `EXA_API_KEY`.
     Create a `.env` file in the root directory of your project (or wherever your application loads environment variables) and add your Exa API key:
     ```
@@ -471,4 +466,4 @@ By chaining these specialized agents, the Real Estate Swarm provides an end-to-e
 | 🐦 Twitter | [@kyegomez](https://twitter.com/kyegomez) | Latest news and announcements |
 | 👥 LinkedIn | [The Swarm Corporation](https://www.linkedin.com/company/the-swarm-corporation) | Professional network and updates |
 | 📺 YouTube | [Swarms Channel](https://www.youtube.com/channel/UC9yXyitkbU_WSy7bd_41SqQ) | Tutorials and demos |
-| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |
\ No newline at end of file
+| 🎫 Events | [Sign up here](https://lu.ma/5p2jnc2v) | Join our community events |