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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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Demystifying Retrieval-Augmented Generation (RAG)

Demystifying Retrieval-Augmented Generation (RAG)

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4 min read
Dense vs Sparse Retrieval: Mastering FAISS, BM25, and Hybrid Search

Dense vs Sparse Retrieval: Mastering FAISS, BM25, and Hybrid Search

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15 min read
You may not need pg_vector, sqlite-vss, etc.
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You may not need pg_vector, sqlite-vss, etc.

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2 min read
Why Multi-Validator Hosts Break Traditional Security Scanning
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Why Multi-Validator Hosts Break Traditional Security Scanning

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4 min read
Opensearch as a Vector Database
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Opensearch as a Vector Database

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5 min read
How Google Mistook My Sui Node for a Bitcoin Farm (And Banned Me) (again)
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How Google Mistook My Sui Node for a Bitcoin Farm (And Banned Me) (again)

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3 min read
Keyword vs. semantic search with AI
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Keyword vs. semantic search with AI

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4 min read
LLM Reasoning: Why Models Hallucinate and how to reduce it?
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LLM Reasoning: Why Models Hallucinate and how to reduce it?

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3 min read
Vector Databases 101: FAISS vs Pinecone

Vector Databases 101: FAISS vs Pinecone

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4 min read
Cloud SQL vs. Specialized Databases: Choosing Your Vector Search Solution

Cloud SQL vs. Specialized Databases: Choosing Your Vector Search Solution

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4 min read
It’s All About Memory: The Missing Piece in AI Agents
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It’s All About Memory: The Missing Piece in AI Agents

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3 min read
Why Your RAG System Hallucinations Start at Ingestion, Not the LLM

Why Your RAG System Hallucinations Start at Ingestion, Not the LLM

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3 min read
Building a Vector Database from Scratch - CapybaraDB
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Building a Vector Database from Scratch - CapybaraDB

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11 min read
The Database Zoo: Vector Databases and High-Dimensional Search
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The Database Zoo: Vector Databases and High-Dimensional Search

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16 min read
MyScaleDB: Why Vector Databases Need SQL (The 2025 Reality Check)
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MyScaleDB: Why Vector Databases Need SQL (The 2025 Reality Check)

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10 min read
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