priyanshi496/Podcast-To-ShortReel ? reverse-engineered prompt

Build me a local Python backend for turning long podcast videos into short social clips.

I want to upload an MP4, have it save in the app, transcribe the audio locally, break the transcript into good clip candidates, and rank the best moments with a simple scoring system plus an AI check if needed. Then I want to be able to review the suggested clips, approve one, trim it a bit if needed, and render it out as both a vertical short and a landscape version with burned in subtitles.

Please make it work as a FastAPI app with background job handling so uploads and processing don’t block the server. Use a local Postgres database to track videos, jobs, clips, and exports. It should rely on FFmpeg for audio and video processing, and keep the whole thing simple enough to run on my machine without Docker. If you need to look up current docs for anything, go ahead and do that.