The following is a quick manual on getting whisper (that what powers open-AI realtime chat) to use as transcription.
It uses https://github.com/ggerganov/whisper.cpp which works like a charm.
git clone https://github.com/ggerganov/whisper.cpp.git ~/repos/whisper.cpp
cd ~/repos/whisper.cpp
# download sample