Is RAG Dead? Why Long Context Windows Don't Replace RAG
Learn how Qdrant enhances enterprise AI with superior accuracy and cost-effectiveness.
David Myriel & Chadha Sridi
August 4, 2026
Core Concepts
Start here to understand the building blocks of vector search. Learn what vector databases, embeddings, quantization, and retrieval-augmented generation are and how they fit together.
Why Vector Search Needs a Dedicated Database
Why add-on vector search looks good — until you actually use it.
Evgeniya Sukhodolskaya & Andrey Vasnetsov
February 17, 2025
What is a Vector Database?
What Is a Vector Database? Concepts, Architecture & Use Cases | Qdrant
Sabrina Aquino & Chadha Sridi
October 9, 2024
What is Vector Quantization?
What is Vector Quantization? Methods & Examples
Sabrina Aquino
September 25, 2024
Understanding Retrieval-Augmented Generation (RAG)
What is RAG?
Sabrina Aquino
March 19, 2024
Understanding SPLADE and Sparse Vectors
Discover sparse vectors, their function, and significance in modern data processing, including methods like SPLADE for efficient use.
Nirant Kasliwal
December 9, 2023
Do You Need Dedicated Vector Search?
Why vector search needs to be a dedicated service.
Andrey Vasnetsov
November 30, 2023