Winners Built With Qdrant

Detects mental-health spirals before they deepen: each memory is stored in Qdrant as six named vectors (semantic, emotion, prosody and more), a custom transformer reads 14-day emotional sequences, and when trouble looms it retrieves the user's own past recovery as proof they have climbed out before.

Simulates how hundreds of listeners react to a DJ set in real time: every persona lives in Qdrant as a 532-dimension hybrid vector, scored every 15 seconds with drifting preferences, while the crowd's convergence or polarization is projected onto a 2D map.

A dark-fantasy RPG where every player decision becomes a vector 'soul history' — NPCs quote your exact past deeds in dialogue, and story gates unlock based on accumulated episodic memory, all powered by Qdrant Cloud.

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.

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

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