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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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How I Used Chroma as a Local Vector Store — And What You'd Swap It for in Production

How I Used Chroma as a Local Vector Store — And What You'd Swap It for in Production

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6 min read
FAISS vs Qdrant vs pgvector: choosing a vector store for a student or startup RAG project

FAISS vs Qdrant vs pgvector: choosing a vector store for a student or startup RAG project

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3 min read
Infino: fastest VectorDB at a million, still cheaper at a billion

Infino: fastest VectorDB at a million, still cheaper at a billion

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9 min read
OpenViking’s Filesystem View of Agent Context Is a Welcome Escape from RAG Glue Code

OpenViking’s Filesystem View of Agent Context Is a Welcome Escape from RAG Glue Code

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2 min read
The Case Against Your Own Agent Stack: What Contrarians Get Right This Year

The Case Against Your Own Agent Stack: What Contrarians Get Right This Year

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13 min read
One MCP Server, Two AI Clients: Wiring Actian VectorAI DB Into Claude and Cursor

One MCP Server, Two AI Clients: Wiring Actian VectorAI DB Into Claude and Cursor

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4 min read
VectorAI DB Doesn't Embed Your Text, and That's the Point

VectorAI DB Doesn't Embed Your Text, and That's the Point

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5 min read
Using SynapCores as a LlamaIndex Vector Store + Property Graph Store

Using SynapCores as a LlamaIndex Vector Store + Property Graph Store

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3 min read
How we search a face across 1 billion photos in under a second (with FAISS)

How we search a face across 1 billion photos in under a second (with FAISS)

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7 min read
Engrava 0.5.0: a first-class MCP server

Engrava 0.5.0: a first-class MCP server

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3 min read
jina-embeddings-v4 as an OpenAI-Compatible Embeddings Server

jina-embeddings-v4 as an OpenAI-Compatible Embeddings Server

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4 min read
Rebuilding the Cerebras Knowledge Base: Results Appendix (P1–P4)

Rebuilding the Cerebras Knowledge Base: Results Appendix (P1–P4)

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4 min read
Rebuilding the Cerebras Knowledge Base: adding hybrid search

Rebuilding the Cerebras Knowledge Base: adding hybrid search

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6 min read
Rebuilding the Cerebras Knowledge Base: the naive vector baseline

Rebuilding the Cerebras Knowledge Base: the naive vector baseline

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5 min read
Beyond Vector Search: Building Better RAG Retrieval with Hybrid Search and Reranking

Beyond Vector Search: Building Better RAG Retrieval with Hybrid Search and Reranking

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11 min read
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