Winners of Qdrant Vector Space Hackathon

Turns e-commerce discovery into an explorable 3D world — categories become mountains, result counts become terrain height, and an LLM guide narrates the tour.

A trajectory memory for robots: banks sensor-action sequences as vectors labeled by safety, then retrieves the safest neighbor to suggest the next move.

Game NPCs that remember places and events via spatio-temporal memory — CLIP image memories plus text memories, running locally on ~3GB VRAM at 1-2s latency.

An AI choreographer that generates personalized Bachata sequences by matching music features to labeled dance clips.

Route-aware event discovery: enter a route and time window, and hybrid semantic search plus geospatial-temporal filters surface events along the way.