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2026 · Developer, Ashesi Communications

B-roll Finder

Searching years of campus footage by what's in it

Discipline
Machine learningCoding
For
People
Stack
PythonCLIPffmpeg
Problem

Finding “students in a lab” meant scrubbing through terabytes of footage by hand.

What I built

A CLIP-powered search over the archive drive.

Result

Engineering and lab B-roll found and catalogued for the comms team.

AI search across the Ashesi University video archive. It pulls keyframes from every clip, scores them with CLIP against plain-English prompts, and hands the team contact-sheet PDFs they can skim in minutes.

What went into it

  • Hardware-accelerated keyframe extraction at around 200 clips a minute.
  • Contact sheets and a CSV with copyable file paths for every match.
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