Memory at the Edge: On-Device Vector Search with Qdrant Edge
Dylan Couzon
June 16, 2026

We analyzed 110+ community threads from Hacker News and Reddit to test the 'just use pgvector' heuristic. pgvector is a reasonable default, but only when six specific conditions hold simultaneously. Most applications hit its limits sooner than expected.
Nathan LeRoy
March 17, 2026

Qdrant Edge, Twelve Labs Marengo 3.0, NVIDIA Metropolis VSS, and Vultr Cloud GPUs come together for real-time video anomaly detection. Detect what you've never seen before.
Thierry Damiba
March 15, 2026

Qdrant announces $50M in Series B funding led by AVP to build composable vector search as foundational infrastructure for production AI — from agentic workflows to edge devices.
Andre Zayarni
March 12, 2026

Combine Google's Gemini Embedding 2 with Qdrant to build unified multimodal search across text, images, video, audio, and PDFs.
Neil Kanungo
March 10, 2026

Discover how GlassDollar reduced infrastructure costs by ~40% and increased user engagement 3x by improving end-to-end accuracy with Qdrant.
Daniel Azoulai
March 04, 2026

Discover the winners of Qdrant’s Convolve 4.0 - IIT Hackathon, where developers built innovative vector search applications using Multi-Agent Intelligence Systems - from e-commerce to healthcare, trends, and more.
Manas Chopra
February 27, 2026

Discover how My AskAI built a self-improving customer support agent platform with Qdrant Cloud, enabling scalable retrieval, hybrid search iteration, and faster operations.
Daniel Azoulai
February 25, 2026

Version 1.17 of Qdrant features a new Relevance Feedback Query, search latency improvements, and better operational observability.
Abdon Pijpelink
February 20, 2026

Discover how Bazaarvoice reduced vector storage by ~100x and unlocked new AI-powered shopping and insights experiences with Qdrant.
Daniel Azoulai
February 10, 2026