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

removed unused imports

fix: ImportError: cannot import name 'SimpleDirectoryReader' from 'llama_index' (unknown location)

switching from openaid whisper to gradio asr: https://www.gradio.app/guides/real-time-speech-recognition

Merge remote-tracking branch 'competition/main'

added a streaming Audio input component per the Gradio guide—using Whisper for transcription in real time and piping the resulting text into the chatflow

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

Use `demo` as Gradio entrypoint identifier

mcp_server=true came from chatgpt, isn't valid

using the wrapper is way better because it sets the pwd to the root of the repo

repo structure cleanup (https://chatgpt.com/share/6841a61b-3dfc-8004-aec7-9c48fba857fd)