Browsing shows the descriptions, not just the clip

Embed queries locally instead of via Inference Providers

Vector + hybrid search over the three embedding columns; responsive fixes

Wide layout: player gets its own column; opening grid; palette off the cream/serif default

Prototype: timestamped search over prelinger-moments