included section in readme for the required demo videos even though they are not made yet

README.md

@@ -11,23 +11,10 @@ license: apache-2.0
 short_description: an MCP Tool for Symptom-to-ICD Diagnosis Mapping.
 tags:
   - mcp-server-track
-  - medical-ai
-  - diagnostic-assistant
-  - icd10
-  - speech-recognition
-  - multimodal
-  - agentic-ai
-  - llamaindex-integration
-  - gradio-app
-  - sambanova-cloud
-  - fast-inference
-  - custom-components
-  - healthcare
-  - reusability
-  - ui-polish
+  - agent-demo-track
 ---
 
-A voice-enabled medical assistant that takes patient audio complaints, engages in follow-up questions, and returns structured ICD-10 diagnosis suggestions via an MCP endpoint.
+A voice-enabled medical assistant that takes patient text or audio complaints, engages in follow-up questions, and returns structured ICD-10 diagnosis suggestions via an MCP endpoint.
 
 # Features
 
@@ -37,12 +24,27 @@ A voice-enabled medical assistant that takes patient audio complaints, engages i
 - **ICD-10 Mapping**: Use LlamaIndex for vector retrieval of probable ICD-10 codes with confidence scores.
 - **MCP-Server Ready**: Exposes a `/mcp` REST endpoint for seamless agent integration.
 
-# Getting Started
+# Video Demos
 
-My submission for this hackathon is posted at the following Hugging Face Space:
+Short video demo for the hackathon mcp-server-track requirements:
+.
+
+Short video demo for the hackathon agent-demo-track requirements:
+.
+
+Long form demo, explaination of idea, and work session:
+https://www.youtube.com/watch?v=fqFxyp3qvSA
+
+More work sessions:
+https://www.youtube.com/watch?v=jgmut0-9KYE
+https://www.youtube.com/watch?v=2xW3kOYCDP8
+
+# Spaces
+
+My submission for this hackathon:
 https://huggingface.co/spaces/Agents-MCP-Hackathon/MedCodeMCP
 
-Note that I am also backing up my code to my personal space in case the hackathon space is ever removed:
+A backup on my personal space:
 https://huggingface.co/spaces/gpaasch/Grahams_Gradio_Agents_MCP_Hackathon_2025_Submission
 
 ## Clone & Install