update readme

README.md

@@ -116,7 +116,7 @@ See `embeddings_fine_tune.ipynb`
 
 ## Links
 
-*   **Loom Video (Demo & Use Case - 5 mins MAX):** [Link to Loom video]
+*   **Loom Video (Demo & Use Case):** https://www.loom.com/share/97d13a5bd10844efa314919451cfc6f5?sid=570a415b-1c35-4cc1-bb02-c13ecc03fbe5
 *   **Public Application Link:** https://huggingface.co/spaces/CalebMaresca/matrix-game-rag
 *   **Public Fine-Tuned Embedding Model Link:** https://huggingface.co/CalebMaresca/matrix-game-embeddings-ft-v1
 

chainlit_app.py

@@ -112,7 +112,7 @@ async def main(message: cl.Message):
                     {'messages': chat_history},
                     stream_mode="messages"
                 ):
-                    print(f'yielded token {toke}')
+                    print(f'yielded token {token}')
                     if metadata['langgraph_node'] == 'agent':
                         await msg.stream_token(token.content)
     except Exception as e: