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# rag

Retrieval augmented generation, or RAG, is an architectural approach that can improve the efficacy of large language model (LLM) applications by leveraging custom data.

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Agent Engineering: Orchestrating and Architecting Intelligent AI Agents

Agent Engineering: Orchestrating and Architecting Intelligent AI Agents

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9 min read
Binary Quantization: the 1-bit trick that turns terabytes of vectors into pocket-sized fingerprints

Binary Quantization: the 1-bit trick that turns terabytes of vectors into pocket-sized fingerprints

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

halfvec: Half the Bits, Twice the speed?

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7 min read
Build a RAG-powered assistant

Build a RAG-powered assistant

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2 min read
Couchbase Weekly Updates - July 11, 2025

Couchbase Weekly Updates - July 11, 2025

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2 min read
Next-Gen Q&A: Retrieval-Augmented AI with Chroma Vector Store

Next-Gen Q&A: Retrieval-Augmented AI with Chroma Vector Store

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2 min read
3 Issues That Remote MCP Developers Should Avoid

3 Issues That Remote MCP Developers Should Avoid

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3 min read
Enterprise AI feature development with LLMs

Enterprise AI feature development with LLMs

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2 min read
RAG+ is kinda cool

RAG+ is kinda cool

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6 min read
Retrieval-Augmented Generation (RAG) with Vector Databases: Powering Context-Aware AI in 2025

Retrieval-Augmented Generation (RAG) with Vector Databases: Powering Context-Aware AI in 2025

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3 min read
Building an MCP Server with RAG Capabilities for Developer Tools

Building an MCP Server with RAG Capabilities for Developer Tools

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3 min read
🤖 Build Your Own AI Chatbot with AWS — Step-by-Step for Beginners

🤖 Build Your Own AI Chatbot with AWS — Step-by-Step for Beginners

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4 min read
Contextual chunking for Retrieval Augmented Generation

Contextual chunking for Retrieval Augmented Generation

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59 min read
Maximize Your Documents: Exploring the Advantages of Full OCR of PDF files and chat with your documents!

Maximize Your Documents: Exploring the Advantages of Full OCR of PDF files and chat with your documents!

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41 min read
U2 UniData with Low-code AI: UOFast + VectorShift RAG Integration

U2 UniData with Low-code AI: UOFast + VectorShift RAG Integration

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2 min read
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