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Open source / Video investigation

Overcast

A video OSINT agent that searches, listens, matches, maps, and remembers across a collection of video.

Overcast investigation board connecting findings across a video collection

My contribution

  • Built a CLI and agent harness that combines video search, audio fingerprinting, face clustering, and durable case memory.
  • Demonstrated the system at DEF CON 34 Demo Labs using a public video corpus.
  • Documented the algorithms, evidence trail, and limits of generated reconstructions in an end-to-end walkthrough.

Video agents / OSINT / Retrieval

Behind the work

All writing

· 22 min read

I put every CSI button in a CLI

Building Overcast: the real algorithms behind the hacker-movie tropes, connected to an agent that remembers.

· 8 min read

How to grep video

Why transcripts aren't enough, and how structured representations make video searchable by agents.