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Qdrant

A collection of 2 posts

Why Vector Databases Are the Missing Piece in Your Self-Hosted AI Stack

Why Vector Databases Are the Missing Piece in Your Self-Hosted AI Stack

You've probably heard the buzz about running your own AI. Maybe you've already got Ollama humming along on a spare machine, serving up Llama or Mistral models. You ask it questions, it gives you answers. Magic. But here's the thing: those local LLMs have

How to Build a Document-Based Q&A System in FlowiseAI

How to Build a Document-Based Q&A System in FlowiseAI

Building a document-based Q&A system is easier with the right tools. Open-source solutions like FlowiseAI and Qdrant enable efficient retrieval and AI-powered responses. This blog covers how to set up a system using FlowiseAI for automation, Qdrant as a vector database, and OpenAI embeddings for semantic search. From