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Show HN: Gemini can now natively embed video, so I built sub-second video search
Gemini Embedding 2 can project raw video directly into a 768-dimensional vector space alongside text. No transcription, no frame captioning, no intermediate text. A query like "green car cutting me off" is directly comparable to a 30-second video clip at the vector level.<p>I used this to build a CLI that indexes hours of footage into ChromaDB, then searches it with natural language and auto-trims the matching clip. Demo video on the GitHub README. Indexing costs ~$2.50/hr of footage. Still-frame detection skips idle chunks, so security camera / sentry mode footage is much cheaper.
The project leverages cutting-edge native video embedding technology to solve a major bottleneck in video retrieval, showing high technical agility. While it faces significant platform risk and lacks a commercial structure, the sub-second search capability and positive developer community reception indicate strong product-market fit potential in security and media sectors.