tag
#Quantization
5 posts
Qdrant 1.19: Turbo4 Datatype & Memory Tiers
One config line, nine times less disk, and a single knob for all your RAM decisions. Here's what's actually new and when you should care.
TurboQuant: The Compression Shannon Would Approve
Millions of vectors, a fraction of the memory, and almost zero accuracy lost, here's the math behind it.
Qdrant 1.18: Faster, Smarter, and Easier Vector Search
Dynamic schema updates, TurboQuant compression, better monitoring, and stronger operational safeguards for production vector search.
Bringing Vector Reasoning to the Physical World
Because a robot shouldn't have to wait for a 5G signal to think: Decentralizing vector search for a local-first physical world
Breaking the Memory Wall: A Quantization Guide
How quantization can reduce memory usage by 32x without losing accuracy using Qdrant.