Of course, for small amounts of data, you can use PostgreSQL tsvector with the pgvector extension, but in the long term, Elasticsearch will provide good performance.

#Elasticsearch #Search #tsvector #pgvector #KNN #Embedding #SentenceTransformers #AI

Векторный поиск в PostgreSQL: PGVector, SQLAlchemy и FastAPI Реализуем сервис семантического поиска на базе PostgreSQL с расширени...

#PGVector #SQLAlchemy #FastAPI

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The PostgreSQL Extensions Ecosystemin 2026 How a single database became the default platform for AI, time-series, geospatial, and full-text search — all through extensions. PostgreSQL has been th...

#Software #Development #Database #Architecture #2026 […]

[Original post on javacodegeeks.com]

Spring AI 中使用 PGVector 实现向量存储 RAG 环节中的向量数据库的创建与使用

#工程 #Linux #阿里云 #PostgreSQL #PGVector #AI #Agent #Embedding #IDEA #Serverless #RDB

Origin | Interest | Match

Spring AI 中使用 PGVector 实现向量存储 RAG 环节中的向量数据库的创建与使用

#技术学习 #Linux #阿里云 #Navicat #PostgreSQL #PGVector #AI #Agent #Embedding #IDEA #Serverless

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Privacy-first Rust AI assistant that runs untrusted tools in WASM sandboxes, uses pgvector for hybrid vector+text search, and enforces endpoint allowlisting — supports dynamic WASM tools and MCP. #tool #WASM #pgvector https://bit.ly/4agaLZA

¡Wow, El Laboratorio de Rafa, tu tutorial 'Creando Aplicaciones con Spring Boot y su Ecosistema' es legendario, ya en la parte 66! La imagen es muy nítida y muestra muy bien el tema, ¡me encanta el uso del color! Me parece súper interesante cómo abordas #PgVector y los modelos de #Embedding. ¡Qué

Моя RAG-система: как я за 8 дней собрал RAG для своего сайта визитки За 8 дней частичной занятости я собрал RAG-сис...

#rag #ai #nestjs #postgresql #pgvector #llm #site15 #react

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#throwback AI meets PostgreSQL 🤖 Ayse Bilge Ince shows how pgvector, aidb, and LLMs are turning Postgres into an intelligent data platform. Learn practical ways and explore what’s next for AI-powered Postgres.

▶️ Watch now! lnkd.in/dvHX7T4t

#PostgreSQL#PGDay #PPDD #AI #pgvector

PostgreSQL resolutions for 2026 The new year is here. In the past year, PostgreSQL 18.1 was released, introducing major enhancements such as asynchronous I/O (AIO), native UUID v7 support, and a ra...

#PostgreSQL #PostGIS #pgvector #Vector #search […]

[Original post on postgresql.fastware.com]

OSS AIアプリビルダー Giselle の裏側で動く PostgreSQL + pgvector RAG システム

OSS AIアプリビルダー Giselle の裏側で動く PostgreSQL + pgvector RAG システム｜Tadashi Shigeoka zenn.dev/route06/arti... #zenn

#AI #RAG #OpenSource
#PostgreSQL #pgvector
#GiselleAI

How to Build an AI-Powered Semantic Search in PostgreSQL with pgvector Learn how to build a sleek, AI-powered semantic search engine that lives inside your existing database. We’ll walk through h...

#AI #Databases #Featured #PostgreSQL #pgvector

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Built this visual to capture a simple idea:
Old databases learned new tricks.
pgvector turns Postgres into an AI-native system.
If you’re building search, RAG, or recommendations —
this belongs in your toolbox.
#BuildInPublic #pgvector #PostgreSQL #AIBuilder #DevLife

⚡ Built with cutting-edge tech stack: #NextJS 16 with App Router & Turbopack, #React 19, #TypeScript, #TailwindCSS v4, #Supabase for database, auth & edge functions, #pgvector for vector embeddings and semantic search, #OpenAI API for AI agent & embeddings, and Resend for email notifications

Announcing the inaugural PostgreSQL Edinburgh meetup Thrilled to announce the launch of the PostgreSQL Edinburgh meetup! December 11th @ the University of Edinburgh's Old College (pizza, networking, and talks).

New Blog Post: Announcing the inaugural PostgreSQL Edinburgh meetup

vyruss.org/blog/inaugur...

@postgresedi.bsky.social #postgresql #edinburgh #community #meetups #developer #rag #ai #pgvector #techmeetups

PostgreSQL Edinburgh meetup · Luma Be part of the very first Edinburgh PostgreSQL Meetup! Join host Jimmy Angelakos and fellow PostgreSQL enthusiasts at the University of Edinburgh's beautiful…

#Edinburgh #PostgreSQL community, our first-ever meetup is here! 🐘

Join us for pizza, networking, and two great tech talks (all levels!).

🗓️ Thurs, Dec 11 @ 6 PM 📍 Old College, UoE 🗣️ Topics: #Postgres Tips for App Devs + AI/RAG with pgvector

👉 luma.com/b9kv5fds #TechMeetup #AI #pgvector #Database

Разбираю свой фотоархив Сделал поиск по личному архиву фотографий с применением трех нейросетей, векторно...

#python #django #torch #pgvector #transformers #giga-embeddings #mistral #llava

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Getting Started with Repository Vector Search in Spring Data With Spring Data, vector search is supported via new repository methods, allowing us to define similarity queries using familiar reposit...

#Enterprise #Java #AI #MongoDB #PGVector #Semantic […]

[Original post on javacodegeeks.com]

The Case Against pgvector | Alex Jacobs What happens when you try to run pgvector in production and discover all the things the blog posts conveniently forgot to mention

This is an extremely interesting article looking at the tradeoffs of using #pgvector in production, including the different vector indexing algorithms, metadata filtering, and hybrid search. I'm not sure about its conclusions yet, but definitely food for thought! alex-jacobs.com/posts/the-ca...

Hacker News debated PGVector vs. dedicated vector DBs for production. Discussion covered scalability, operational complexity, performance, and required expertise. It's a good start for small/medium, but larger scales pose challenges. #PGVector 1/5

The Case Against PGVector Comments

The Case Against pgvector | Alex Jacobs nveniently forgot to mention October 29, 2025 2599 words 13 min Table of Contents Everyone Loves pgvector (in theory) If you’ve spent any time in the vecto...

#pgvector #postgresql #databases #sql #indexing #performance

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Quanta Live: Building Local AI Search with pgvector & LangChain4j - Part 2 Building Quanta (Part 2) – Vector Search with Quarkus, pgvector & OllamaIn this session, we’re diving deep into the brains of Quanta — the part that makes it...

🎥 Watch the replay → youtube.com/live/cY2anCL...
📦 Code → github.com/JohannesRaba...
#AI #LangChain4j #Quarkus #Ollama #pgvector #LocalAI #LiveCoding

Выбираем векторную БД для AI-агентов и RAG: большой обзор баз данных и поиск смысла В этой статье я сделал обзо...

#базы #данных #milvus #pgvector #qdrant #redis #chroma #chromadb #ии-агенты #ai-агенты #LLM

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Выбираем векторную БД для AI-агентов и RAG: большой обзор баз данных и поиск смысла В этой статье я сделал обзо...

#базы #данных #milvus #pgvector #qdrant #redis #chroma #chromadb #ии-агенты #ai-агенты #LLM

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Когда база устала искать: архитектура OpenSearch для больших данных БигДата всегда звучит красиво — пока не ну...

#opensearch #postgresql #postgis #поиск #индексация #архитектура #acid #cdc #bigdata #pgvector

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Unlock Remarkable Image Retrieval PGVector: Your 5-Step Guide to Visual Search Excellence Unlock Remarkable Image Retrieval PGVector: Your 5-Step Guide to Visual Search Excellence Have you ever wondered how powerful platforms like Google Images, e-commerce sites, or even social media applications instantly find visually similar content from vast datasets? The secret lies in advanced image retrieval techniques. In an age dominated by visual information, the ability to effectively search and organize images based on their content, rather than just text tags, is not just a luxury—it's a necessity. This article will guide you through the exciting world of content-based image retrieval, specifically focusing on how to build a robust system using…

Unlock the power of visual search with Image Retrieval PGVector! Learn to build a system using PostgreSQL, MinIO, & image embeddings. Check it out! #ImageRetrieval #PGVector #VisualSearch

Гид по Cloudberry ч.2: advanced-возможности, дорожная карта и планы развития В прошлый раз, в первой части нашего гида...

#greenplum #cloudberry #mpp #postgresql #postgres #vector #database #pgvector #векторная #база #данных

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Learning about how I need to structure customer data in views, to let OpenAi churn through and give me vectors. This is so cool! I've landed on #pgvector #postgres. Is that a good choise? #ai

GitHub - JohannesRabauer/quanta: ai-file-search - lets you find files in a natural language way and summarizes files ai-file-search - lets you find files in a natural language way and summarizes files - JohannesRabauer/quanta

🧠 Open-source & still evolving:
github.com/JohannesRaba...

What would you add next, smarter summaries, multi-agent explorers, or something wild?
#LangChain4j #Quarkus #Ollama #pgvector #ApacheTika #AI #Java #LLaMA3