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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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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
Building a Production-Grade Hybrid RAG System

Building a Production-Grade Hybrid RAG System

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12 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
Scaling RAG Systems: Production Architecture, Performance, and Cost Optimization

Scaling RAG Systems: Production Architecture, Performance, and Cost Optimization

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15 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
Vector Search Is Still the Memory Layer Agents Actually Need

Vector Search Is Still the Memory Layer Agents Actually Need

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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: the naive vector baseline

Rebuilding the Cerebras Knowledge Base: the naive vector baseline

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5 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
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
Vector Databases: Types, Architecture, and Why They Power Modern Apps

Vector Databases: Types, Architecture, and Why They Power Modern Apps

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5 min read
Rebuilding the Cerebras Knowledge Base: LLM distillation and bursting

Rebuilding the Cerebras Knowledge Base: LLM distillation and bursting

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5 min read
Rebuilding the Cerebras Knowledge Base: an LLM reranker

Rebuilding the Cerebras Knowledge Base: an LLM reranker

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5 min read
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