Stop treating video like text.
You don’t need transcripts.
You don’t need metadata.
You can now embed the videos directly for search.
The pipeline goes very simple:
→ Split raw video into overlapping clips
→ Embed with Gemini embedding 2 multimodal
→ Store in Weaviate
→ Retrieve the exact moments that matter
→ Generate answers grounded in real video
No preprocessing hacks.
You ask a question, it just finds the right moments and answers from them.
Notebook link: https://github.com/weaviate/recipes/blob/main/weaviate-features/model-providers/google/video_rag_gemini.ipynb
Full multimodal guide: https://weaviate.io/blog/multimodal-guide?utm_source=linkedin&utm_medium=w_social&utm_campaign=multimodal&utm_content=honeypot_post_268039677