I published my first engineering case study today.
It breaks down how I built the AI clipping system behind ByteCap’s Magic Clips.
What looks like “upload a long video and get short clips” ended up being a pretty interesting engineering problem.
I wrote about how I approached:
• finding and ranking moments across long videos
• combining transcripts, audio, scene changes and visual signals
• face and person tracking for automatic 9:16 reframing
• moving computer vision workloads from Google Video Intelligence to self hosted infrastructure as costs grew
• handling FFmpeg jobs, concurrency, cancellation and failures in production
• turning the final result into an editable video project
I’ve spent years building software, but I haven’t done a great job of writing about the engineering behind it.
I’m going to change that and publish more of these.
First one is here
alimansour.com/engineering/a…
You can now import videos directly from TikTok, Instagram, Facebook, X (Twitter), and Twitch.
Just paste a video link to automatically generate AI clips, captions, and ready to post short form content in minutes.
bytecap.io
Bytecap retweeted
Here's another amazing AI tool to boost your productivity:
@bytecap is the perfect tool for creating vertical videos with automated captions and even AI voiceovers!
Check it out: bytecap.io/






