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…
Agreed. The opportunity is real. Just automate it. AI tools like Bytecap can handle the clipping, captions, and cross publishing so you can actually scale.
rest in peace to working for someone else
$3000 per month is only $100 daily
clipping will get you faster there than any thing you could think of.
your job is simple…
download long form content (youtube videos, streams, podcasts) of other people.
create 2-3 accounts on instagram, tiktok and youtube shorts.
find the best moments from those long videos and turn them into engaging short clips.
post 2-3 times per day on each account.
if you’re getting decent views, every video could earn you $10-30.
because your getting paid $1-$3 for every 1k views you generate.
the best thing about it? you can post as much you want, from as many accounts you can.
making more than a doctor by literally spamming short clips from your phone.
Repurposing is one of the highest ROI things a creator can do. AI just removes the hours of scrubbing through footage and editing every clip.
Lacy reveals his YouTube channels make over $76,000/month by just reuploading his content from his livestreams 😱
🚀Big news!
We’ve officially launched the Bytecap Affiliate Program.
Refer creators to Bytecap and earn 25% recurring commission for every paid subscription they keep.
If you’re a creator or just love Bytecap, we’d love to have you.
👉bytecap.io/affiliate
🤖 Made with AI
ALI retweeted
Instagram is outperforming TikTok aggressively rn
If your creators aren't crossposting yet, you should get them started ASAP
Leaving views on the table
🚀Big news!
We’ve officially launched the Bytecap Affiliate Program.
Refer creators to Bytecap and earn 25% recurring commission for every paid subscription they keep.
If you’re a creator, YouTuber, agency, or just love Bytecap, we’d love to have you.
👉bytecap.io/affiliate
🤖 Made with AI
ALI retweeted
half this clipping industry's reputation is being ruined by agency owners who just don't pay their clippers
i've lost count of how many are in my dms about someone who owes them money and went quiet
these are the people doing ur fulfilment, they're the reason ur paycheck even exists and u still treat them as disposable?
i've been talking to my clippers directly a lot lately
didnt hire a random VA to manage the community like most do
me
and the difference in how they respond to that is night and day - they don't respect you cause you're the owner, they respect u when they can see u doing the work with them
pay ur people on time and talk to them -
somehow that's rare
"Clipping," the practice of cutting up a creator's content, adding captions, and reposting it across social media, is quietly becoming a massiverindustry.
Brands are now paying armies of everyday people to flood social feeds with their content. CNN's Bijan Hosseini dives into the phenomenon that's changing advertising and creating Gen Z millionaires.
ALI retweeted
POST ON EVERY PLATFORM IT IS FREE VIEWS AND LESS COMPETITION
Instagram
TikTok
Snapchat Spotlight
YouTube Shorts (Underrated ASF)
Reddit (brutal one ngl)
Pinterest














