Semantic video search using local Qwen3-VL embedding, no API, no transcription

I've been experimenting with Qwen3-VL-Embedding for native video search, embedding raw video directly into a vector space alongside text queries. No transcription, no frame captioning, no intermediate text. You just search with natural language and it matches against video clips. The surprising part