Articles by Tag #vectordatabase
Browse our collection of articles on various topics related to IT technologies. Dive in and explore something new!
🚀 pgai Vectorizer: SQLAlchemy and LiteLLM Make Vector Search Simple
We built pgai Vectorizer to simplify embedding management for AI applications—without needing a...
Detecting and Analyzing Comment Quality Using Vector Search
There is a good chance you encounter vector search regularly, even if you are not building...
Generative AI: A Personal Deep Dive – My Notes and Insights
Hey Everyone! As the world increasingly moves toward AI-driven solutions, I, as a full-stack...
Building a Vector Database from Scratch - CapybaraDB
Introduction Vector databases are one of the most popular and widely used systems in the...
How to Create Vector Embeddings in Node.js
When you’re building a retrieval-augmented generation (RAG) app, job number one is preparing your...
Enhancing Hybrid Search in MongoDB: Combining RRF, Thresholds, and Weights
In my previous blogs, I explored implementing basic hybrid search in MongoDB, combining vector and...
Parsing the ⭐'s with txtai
txtai is an all-in-one embeddings database for semantic search, LLM orchestration and language...
Getting started with LLM APIs
Thank you to Igor Ribeiro Lima for writing this article! This article demonstrates how to call...
RAG Chatbot: Build with LangChain, Milvus, Fireworks AI 🔥Llama 3.1 8B Instruct, and Cohere embed-multilingual-v2.0
Introduction to RAG Retrieval-Augmented Generation (RAG) is a game-changer for GenAI...
Why Your RAG System Hallucinations Start at Ingestion, Not the LLM
Most teams are busy optimizing prompts, but the silent bottleneck is poor ingestion LLMs are only...
Teaching Security Scanners to Remember - Using Vector Embeddings to Stop Chasing Ghost Ports
I've scanned the same 118 blockchain validator nodes probably 200 times over the past year. And for...
Memory in AI Companions: Implementing Vector-Based Long-Term User State
When we build conversational agents that users interact with repeatedly, one of the biggest...
Building an AI-Powered Semantic Talent Matching System
Using MongoDB Atlas Vector Search + OpenAI Embeddings By Emmanuel Ifeanyi Mechie ...
How Google Mistook My Sui Node for a Bitcoin Farm (And Banned Me) (again)
Google thought I was mining Bitcoin - mining it like it's 2018 baby. But no, wasn't doing that...
Couchbase Weekly Updates - October 17, 2025
It’s been one of those weeks where vectors, llamas, and mobile SDKs all walk into a database. From...
Embeddings y RAG en aplicaciones web
Quiero esta vez escribir un poco sobre el proceso de construcción de una pequeña idea que use para...
Build a RAG Chat App with Firebase Genkit and Astra DB
Today we announced the release of a plugin for Firebase's Genkit framework for building generative AI...
Hybrid vector + text Search in the terminal with SurrealDB and Ratatui
SurrealDB: shiny newcomer, low-level database, or both? SurrealDB is admittedly a pretty...
MongoDB Vector Search With EF Core
This post was written by Arthur Vickers, Staff Engineer at MongoDB The 8.3.3 and 9.0.3 releases of...
5 GenAI Things You Didn't Know About Astra DB
Astra DB is a high-performance NoSQL database powered by Apache Cassandra® with built-in vector...
Caching in Vector Database: What You Need to Know
If you have ever built or used a Retrieval-Augmented Generative (RAG) pipeline, there is a chance...
Embedded Intelligence: How SQLite-vec Delivers Fast, Local Vector Search for AI.
An experience with SQLite as a vector database Introduction - Embedded Intelligence:...
The Database Zoo: Vector Databases and High-Dimensional Search
This post is part of The Database Zoo: Exotic Data Storage Engines , a series exploring purpose-built...
Accessing Low Level Vector APIs
txtai is an all-in-one AI framework for semantic search, LLM orchestration and language model...
Keyword vs. semantic search with AI
When building search for an application, you typically face two broad approaches: Traditional...
The low-cost path to AI Mastery: building a Wiki Navigator with pure Similarity Search
The world of Artificial Intelligence (AI) and Large Language Models (LLMs) often conjures images of...
How to Build Semantic Search in ASP.NET Core using PostgreSQL
I usually build simple applications that expose public APIs backed by PostgreSQL databases. But...
OpenSearchCon Europe 2025 - Amsterdam!
The community is coming to Amsterdam - April 30th - May 1st. OpenSearchCon is the annual conference...
How to Create Vector Embeddings in Python
When you’re building a retrieval-augmented generation (RAG) app, the first thing you need to do is...
An Introduction to LangChain
If you are reading this blog, I am sure you have used ChatGPT and many other applications powered by...