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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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How i ditched LangChain to create my own custom RAG

How i ditched LangChain to create my own custom RAG

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10 min read
How I Built a RAG System in Rails Using Nomic Embeddings and OpenAI

How I Built a RAG System in Rails Using Nomic Embeddings and OpenAI

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2 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
🛡️ Paladin-mini: Open-Source Grounding Model That Actually Works in Production

🛡️ Paladin-mini: Open-Source Grounding Model That Actually Works in Production

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5 min read
RAG vs. Fine-Tuning: Which LLM Learning Path Is Right for You?

RAG vs. Fine-Tuning: Which LLM Learning Path Is Right for You?

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1 min read
Use Cases for HNSW-SQLite Library

Use Cases for HNSW-SQLite Library

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2 min read
Don’t Stop at RAG. AGENTIC RAG Actually Gets Things Done

Don’t Stop at RAG. AGENTIC RAG Actually Gets Things Done

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2 min read
The What, Why and How of Retrieval Augmented Generation (RAG)

The What, Why and How of Retrieval Augmented Generation (RAG)

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5 min read
Couchbase Weekly Updates - July 11, 2025

Couchbase Weekly Updates - July 11, 2025

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2 min read
I’m non-technical, tried to add RAG to my AI agent… and ended up building a tool that does that

I’m non-technical, tried to add RAG to my AI agent… and ended up building a tool that does that

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2 min read
Creating Synthetic Dialogues using RAG and Gemini

Creating Synthetic Dialogues using RAG and Gemini

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6 min read
The Bug That Cost Us $10,000: A Postmortem on a Rogue AWS Lambda Function

The Bug That Cost Us $10,000: A Postmortem on a Rogue AWS Lambda Function

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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
AI Startup- Catalyst Program

AI Startup- Catalyst Program

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1 min read
Top LLM API Providers in 2025

Top LLM API Providers in 2025

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1 min read
Knowledge Base: The Next Frontier in AI Evaluation and Observability

Knowledge Base: The Next Frontier in AI Evaluation and Observability

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3 min read
Build a Local AI RAG App with Ollama and Python

Build a Local AI RAG App with Ollama and Python

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3 min read
Refactoring RAG PDFBot: Modular Design with LangChain, Streamlit and ChromaDB

Refactoring RAG PDFBot: Modular Design with LangChain, Streamlit and ChromaDB

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4 min read
Better than Claude Code

Better than Claude Code

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1 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
Auto Mission – An AI-Powered HR Assistant Built with Langflow

Auto Mission – An AI-Powered HR Assistant Built with Langflow

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1 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
How to Develop AI with Retrieval-Augmented Generation (RAG)

How to Develop AI with Retrieval-Augmented Generation (RAG)

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5 min read
How I Built a RAG Chatbot in 45 Minutes (No Coding!)

How I Built a RAG Chatbot in 45 Minutes (No Coding!)

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2 min read
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