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Content automation
ThreadX
A containerized FastAPI system that downloads video, extracts transcripts, finds strong moments, cuts clips, writes captions, and publishes the final thread.
StatusComplete backend
EvidencePython · 25 commits
Goal
What I wanted to make
Reduce the mechanical work between a finished long-form video and a useful short-form social thread.
The problem
Why it needed to exist
Repurposing a video means coordinating downloads, transcripts, editorial selection, precise clip boundaries, captions, uploads, retries, and posting order.
The solution
How the project answers it
ThreadX combines yt-dlp, transcript extraction, LLM-assisted moment selection, ffmpeg, background processing, exponential backoff, Tweepy, and Langfuse tracing in one service.