InQdrantbyKacper Łukawski·Dec 12, 2025Fine-grained Semantic Search: Making ColBERT and ColPali Production-ReadyColBERT and ColPali are both families of models based on different principles than regular dense embeddings. Instead of representing each…
InQdrantbyKacper Łukawski·Sep 9, 2025MUVERA: Making Multivectors More PerformantWhat are MUVERA Embeddings?
InQdrantbyKacper Łukawski·Dec 8, 2022Qdrant 0.11.4 and 0.11.5 with new features!Qdrant has some exciting new features, which have been introduced within the last two weeks. Here is a summary!
InQdrantbyKacper Łukawski·Nov 16, 2022Qdrant introduces full-text filters and indexesVector embeddings capture semantics. But if you know the exact text you look for, the full-text filter in Qdrant allows you to use both.A response icon1A response icon1
Kacper Łukawski·Oct 11, 2022Building a semantic search system with txtai and QdrantThanks to the tools like txtai, implementing semantic search applications is easier than ever. Here’s a story about how to do it.
InQdrantbyKacper Łukawski·Oct 5, 2022Storing multiple vectors per object in QdrantQdrant 0.10 finally supports storing several vectors per object. If your data might be described in many ways, we describe how to do it.A response icon2A response icon2
InQdrantbyKacper Łukawski·Sep 26, 2022Batch vector search with QdrantThe latest release of Qdrant 0.10.0 has introduced a lot of functionalities that simplify some common tasks. Those new possibilities come…A response icon1A response icon1
InQdrantbyKacper Łukawski·Sep 21, 2022Qdrant supports ARM architecture!Since Qdrant 0.10 you don’t need to emulate x86 Docker image on ARM architectures like Apple M1 or AWS Graviton. How about its performance?
Kacper Łukawski·Jul 7, 2022I used FAISS, so you don’t have toFAISS was a groundbreaking tool for neural search. And it’s still great but doesn’t fit well in production systems. This is why.A response icon1A response icon1
Kacper Łukawski·May 11, 2022How to implement a visual search in no timeI’ve been using a Google Lens app for a while now and have to admit it helped me more times than I expected. Whenever I had to remind…A response icon1A response icon1