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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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Top 10 Vector Databases in 2026

Top 10 Vector Databases in 2026

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5 min read
Building PitchRoom: AI-Powered Script Discovery using Flask & MongoDB Vector Search

Building PitchRoom: AI-Powered Script Discovery using Flask & MongoDB Vector Search

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7 min read
Postgres + pgvector vs Pinecone: A Production Benchmark to 50M Vector

Postgres + pgvector vs Pinecone: A Production Benchmark to 50M Vector

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9 min read
When scaling broke my system (and it wasn’t a performance issue)

When scaling broke my system (and it wasn’t a performance issue)

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1 min read
RAG Series (6): Vector Databases — Storage and Retrieval Infrastructure

RAG Series (6): Vector Databases — Storage and Retrieval Infrastructure

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7 min read
RAG debugging is harder than I expected

RAG debugging is harder than I expected

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1 min read
RAG Series (3): Tuning These 4 Parameters to Go From 'It Works' to 'It Works Well'

RAG Series (3): Tuning These 4 Parameters to Go From 'It Works' to 'It Works Well'

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10 min read
RAG Series (1): Why LLMs Need External Memory

RAG Series (1): Why LLMs Need External Memory

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7 min read
Your Agent Memory Is Trapped. Here's the Key.

Your Agent Memory Is Trapped. Here's the Key.

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6 min read
From Flat Files to a Living Memory: Building Graph-Based Semantic Memory for PocketPaw

From Flat Files to a Living Memory: Building Graph-Based Semantic Memory for PocketPaw

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6 min read
MongoDB Vector Search in Laravel: Finding the Unqueryable

MongoDB Vector Search in Laravel: Finding the Unqueryable

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12 min read
Real-Time Fraud Detection in Java with Kafka Streams and Vector Similarity

Real-Time Fraud Detection in Java with Kafka Streams and Vector Similarity

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12 min read
Vecstore vs Imagga: We Tested Both Image Search APIs

Vecstore vs Imagga: We Tested Both Image Search APIs

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6 min read
I built a managed pgvector service and here's what I learned about vector search performance

I built a managed pgvector service and here's what I learned about vector search performance

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4 min read
My AI Database Just Got Production-Ready: 3 Features That Changed Everything

My AI Database Just Got Production-Ready: 3 Features That Changed Everything

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5 min read
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