diff --git a/README.md b/README.md
index 0fbf40e1..f16d48f7 100644
--- a/README.md
+++ b/README.md
@@ -35,19 +35,19 @@ Powered by OpenAI's Agents SDK, Rowboat is the fastest way to build multi-agents
 
 #### Create a multi-agent assistant with tools from a single prompt
 
-[![Watch the demo](https://img.youtube.com/vi/3t2Fpn6Vyds/0.jpg)](https://www.youtube.com/watch?v=3t2Fpn6Vyds)
+[![Prompt to agents](https://img.youtube.com/vi/3t2Fpn6Vyds/0.jpg)](https://www.youtube.com/watch?v=3t2Fpn6Vyds)
 
 #### Add MCP servers
 
-[![Watch the demo](https://img.youtube.com/vi/EbkIPCTyD58/0.jpg)](https://www.youtube.com/watch?v=EbkIPCTyD58)
+[![MCP server](https://img.youtube.com/vi/EbkIPCTyD58/0.jpg)](https://www.youtube.com/watch?v=EbkIPCTyD58)
 
 #### Use Firecrawl's MCP server and build a quick url scraping agent
 
-[![Watch the demo](https://img.youtube.com/vi/KeXLKh4tUYU/0.jpg)](https://www.youtube.com/watch?v=KeXLKh4tUYU)
+[![Firecrawl MCP](https://img.youtube.com/vi/KeXLKh4tUYU/0.jpg)](https://www.youtube.com/watch?v=KeXLKh4tUYU)
 
 #### Improve agents with feedback
 
-[![Watch the demo](https://img.youtube.com/vi/uoCEQtOe7eE/0.jpg)](https://www.youtube.com/watch?v=uoCEQtOe7eE)
+[![Feedback](https://img.youtube.com/vi/uoCEQtOe7eE/0.jpg)](https://www.youtube.com/watch?v=uoCEQtOe7eE)
 
 
 ## Integrate with Rowboat agents
@@ -56,11 +56,51 @@ There are 2 ways to integrate with the agents you create in Rowboat
 
 1. HTTP API
    - You can use the API directly at [http://localhost:3000/api/v1/](http://localhost:3000/api/v1/)
-   - See [API Docs](https://docs.rowboatlabs.com/using_the_api/) for more details
+   - See [API Docs](https://docs.rowboatlabs.com/using_the_api/) for details
+   ```bash
+   curl --location 'http://localhost:3000/api/v1/<PROJECT_ID>/chat' \
+   --header 'Content-Type: application/json' \
+   --header 'Authorization: Bearer <API_KEY>' \
+   --data '{
+       "messages": [
+           {
+               "role": "user",
+               "content": "tell me the weather in london in metric units"
+           }
+       ]
+   }'
+   ```
+   
 
 2. Python SDK
    - You can use the included Python SDK to interact with the Agents
-   - See [SDK Docs](https://docs.rowboatlabs.com/using_the_sdk/) for more details
+   - See [SDK Docs](https://docs.rowboatlabs.com/using_the_sdk/) for details
+   ```python
+   from rowboat import Client
+   from rowboat.schema import UserMessage, SystemMessage
+
+   # Initialize the client
+   client = Client(
+       host="<HOST>",
+       project_id="<PROJECT_ID>",
+       api_key="<API_KEY>"
+   )
+
+   # Create messages
+   messages = [
+       SystemMessage(role='system', content="You are a helpful assistant"),
+       UserMessage(role='user', content="Hello, how are you?")
+   ]
+   
+   # Get response
+   response_messages, state = client.chat(messages=messages)
+   print(response_messages[-1].content)
+   
+   # For subsequent messages, include previous messages and state
+   messages.extend(response_messages)
+   messages.append(UserMessage(role='user', content="What's your name?"))
+   response_messages, state = client.chat(messages=messages, state=state)
+   ```
 
 
 Refer to [Docs](https://docs.rowboatlabs.com/) to learn how to start building agents with Rowboat.