Clip Farm automates video editing to generate short, shareable clips featuring aesthetic, trend inspired captions designed to boost viewer retention optimized for social media platforms
Architecture
Problem it solves
Manual video editing is slow and inconsistent — creators spend hours cutting, captioning, and reformatting clips for every platform, which kills their posting cadence.
How it works
Clip Farm ingests a long-form video, splits it into scene-based segments, scores each segment for shareability, and renders short clips with on-trend captions via Remotion before publishing to social endpoints.
Approach
I started with a render pipeline in Remotion + FFmpeg, added a Hono API to orchestrate jobs, and used Bun for fast scripting. Every stage is decoupled so jobs can run in parallel and scale independently.