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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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I built NexRAG: a framework-agnostic RAG pipeline SDK.

I built NexRAG: a framework-agnostic RAG pipeline SDK.

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2 min read
What Building Anamnesis Taught Me About Giving AI a Memory

What Building Anamnesis Taught Me About Giving AI a Memory

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5 min read
The Best Vector Database in 2026: Qdrant vs Pinecone vs Weaviate vs Milvus vs pgvector

The Best Vector Database in 2026: Qdrant vs Pinecone vs Weaviate vs Milvus vs pgvector

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7 min read
RAG Explained Simply: How Retrieval-Augmented Generation Works Under the Hood

RAG Explained Simply: How Retrieval-Augmented Generation Works Under the Hood

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4 min read
Store and search chunks in Laravel with Meilisearch and Larameili

Store and search chunks in Laravel with Meilisearch and Larameili

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3 min read
How We Vectorize 33.7M Ukrainian Court Decisions via Voyage AI

How We Vectorize 33.7M Ukrainian Court Decisions via Voyage AI

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5 min read
I built a RAG engine that refuses to answer with garbage context (and it cost me way more debugging than expected)

I built a RAG engine that refuses to answer with garbage context (and it cost me way more debugging than expected)

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3 min read
Opus + RAG vs Fine-tuned LLM + RAG: Two Approaches to Legal AI — LEX vs Harvey

Opus + RAG vs Fine-tuned LLM + RAG: Two Approaches to Legal AI — LEX vs Harvey

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10 min read
Synapse

Synapse

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4 min read
Don't Index Your System of Record

Don't Index Your System of Record

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1 min read
Why ChatGPT and Claude give wrong answers from your PDFs (and how to fix the input)

Why ChatGPT and Claude give wrong answers from your PDFs (and how to fix the input)

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3 min read
Where Does RAG Actually Cost You Money? (Episode 5)

Where Does RAG Actually Cost You Money? (Episode 5)

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9 min read
LangChain + OpenAI-Compatible APIs: Debug Base URL Before RAG or Agents

LangChain + OpenAI-Compatible APIs: Debug Base URL Before RAG or Agents

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3 min read
Practical RAG, Part 1: The Simplest RAG That Actually Works

Practical RAG, Part 1: The Simplest RAG That Actually Works

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5 min read
OpenSparrow v3.1 - RAG assistant, Record Image Galleries, and Workflow Stored Procedures

OpenSparrow v3.1 - RAG assistant, Record Image Galleries, and Workflow Stored Procedures

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3 min read
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