Video Anomaly Detection From Edge to Cloud With Qdrant - Qdrant

This post details the implementation of a real-time video anomaly detection system using Qdrant Edge. It introduces a two-shard architecture for Qdrant Edge (immutable HNSW for baseline, mutable for live writes) enabling sub-millisecond kNN lookups with offline resilience. It also describes the integration with Twelve Labs Marengo 3.0 for video embeddings and NVIDIA Metropolis VSS for GPU-accelerated ingestion, and outlines an edge-to-cloud escalation pipeline to optimize processing costs.