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# vectordatabase

Vector databases are purpose-built databases that are specialized to tackle the problems that arise when managing vector embeddings in production scenarios.

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Embedded Intelligence: How SQLite-vec Delivers Fast, Local Vector Search for AI.

Embedded Intelligence: How SQLite-vec Delivers Fast, Local Vector Search for AI.

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7 min read
Day 7 — FAISS empty vectors, metric mismatch, and recall collapse (ProblemMap No.8)

Day 7 — FAISS empty vectors, metric mismatch, and recall collapse (ProblemMap No.8)

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3 min read
🚀 Sample RAG app with Strands, Reflex and S3

🚀 Sample RAG app with Strands, Reflex and S3

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2 min read
From Zero to 1 B Vectors: the 2025 No-BS Picking Guide

From Zero to 1 B Vectors: the 2025 No-BS Picking Guide

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2 min read
Semantic Embedding in RAG: why close vectors still miss meaning and how to fix it

Semantic Embedding in RAG: why close vectors still miss meaning and how to fix it

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4 min read
The low-cost path to AI Mastery: building a Wiki Navigator with pure Similarity Search

The low-cost path to AI Mastery: building a Wiki Navigator with pure Similarity Search

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7 min read
RAGs for Dummies: The Game-Changing Power of RAG

RAGs for Dummies: The Game-Changing Power of RAG

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3 min read
Vector Podcast: Simon Eskildsen, Turbopuffer

Vector Podcast: Simon Eskildsen, Turbopuffer

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2 min read
Graph-Augmented Hybrid Retrieval and Multi-Stage Re-ranking: A Framework for High-Fidelity Chunk Retrieval in RAG Systems

Graph-Augmented Hybrid Retrieval and Multi-Stage Re-ranking: A Framework for High-Fidelity Chunk Retrieval in RAG Systems

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33 min read
Unlocking the Potential of Vector Databases for AI Agents

Unlocking the Potential of Vector Databases for AI Agents

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4 min read
GraphRAG with Wikipedia and GPT OSS

GraphRAG with Wikipedia and GPT OSS

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10 min read
Beyond Keywords: Optimizing Vector Search With Filters and Caching (Part 2)

Beyond Keywords: Optimizing Vector Search With Filters and Caching (Part 2)

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8 min read
Moving Your Vector Database from ChromaDB to Milvus

Moving Your Vector Database from ChromaDB to Milvus

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10 min read
Crafting a Monster Hunter Wilds AI Assistant: Scrapy, Vector Search & Prompt Engineering

Crafting a Monster Hunter Wilds AI Assistant: Scrapy, Vector Search & Prompt Engineering

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8 min read
The Missing Link: How to Retrieve Full Documents with AWS S3 Vectors

The Missing Link: How to Retrieve Full Documents with AWS S3 Vectors

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3 min read
Building with Generative AI: Lessons from 5 Projects Part 2: Embedding

Building with Generative AI: Lessons from 5 Projects Part 2: Embedding

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9 min read
🧠 GenAI as a Backend Engineer: Part 2 - Vector DBs

🧠 GenAI as a Backend Engineer: Part 2 - Vector DBs

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3 min read
Vector Database: Core Concepts

Vector Database: Core Concepts

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4 min read
Snowflake AI_EMBED Function - Your Gateway to Unified Multimodal Vector Search

Snowflake AI_EMBED Function - Your Gateway to Unified Multimodal Vector Search

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5 min read
Sub-millisecond similarity search on IVF indexes with PDX

Sub-millisecond similarity search on IVF indexes with PDX

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6 min read
⚡ Implementing Semantic Search (Vector Search) Using Amazon S3 Vectors

⚡ Implementing Semantic Search (Vector Search) Using Amazon S3 Vectors

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3 min read
Vector Databases for Data Scientists: What, Why, and When to Use Them

Vector Databases for Data Scientists: What, Why, and When to Use Them

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4 min read
My Journey with Sentence Transformers, OpenAI Embeddings, and Vector Databases

My Journey with Sentence Transformers, OpenAI Embeddings, and Vector Databases

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3 min read
Hybrid vector + text Search in the terminal with SurrealDB and Ratatui

Hybrid vector + text Search in the terminal with SurrealDB and Ratatui

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21 min read
halfvec: Half the Bits, Twice the speed?

halfvec: Half the Bits, Twice the speed?

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7 min read
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