checkpoint 2 - we are in a very good position right now, audio transcription is working, gradio page looks good, local llms are working, returning the consultation, the json that will be sent to the mcp client, and a debugging panel

improved seperation of concerns best practice in the code, added print statements for better understanding of what code is doing

app.py wrapper for Gradio waa very bad idea, regoranizing project for clarity, utils folder will be very import of separation of concerns

hf embeddings for llama index had to be installed: https://docs.llamaindex.ai/en/stable/module_guides/models/embeddings/

Add multi‐backend LLM support and audio‐driven medical agent pipeline

added ability to develop on my local rtx2060

utilizing llama index can net an extra $1000 in winnings