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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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7 Reasons Your RAG Chatbot Fails in Production (And How to Fix Them in TypeScript)

7 Reasons Your RAG Chatbot Fails in Production (And How to Fix Them in TypeScript)

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9 min read
AI agent memory vs RAG — what's the difference?

AI agent memory vs RAG — what's the difference?

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Comments 10
5 min read
RAG Without Vectors? Meet Vectorless RAG

RAG Without Vectors? Meet Vectorless RAG

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3 min read
A Developer's Checklist for Every RAG Lifecycle (Beyond Chunk-Embed-Search)

A Developer's Checklist for Every RAG Lifecycle (Beyond Chunk-Embed-Search)

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2 min read
Build Semantic Search for Legal Documents with Pinecone and GPT-4

Build Semantic Search for Legal Documents with Pinecone and GPT-4

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12 min read
The Day My Lecture Notes Bot Contradicted Itself

The Day My Lecture Notes Bot Contradicted Itself

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4 min read
ADR: Who Owns Scope in a Node.js Multi-Tenant Ask-Docs SaaS?

ADR: Who Owns Scope in a Node.js Multi-Tenant Ask-Docs SaaS?

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7 min read
I Assumed My Retriever Failed at Stage One. The Bigger Failure Was at Stage Three.

I Assumed My Retriever Failed at Stage One. The Bigger Failure Was at Stage Three.

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3 min read
I Built a RAG System That Answers Questions From FHIR Records and Refuses to Guess

I Built a RAG System That Answers Questions From FHIR Records and Refuses to Guess

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Comments 1
6 min read
Scale Enterprise RAG: Vector DBs & Hybrid Search on Bare Metal

Scale Enterprise RAG: Vector DBs & Hybrid Search on Bare Metal

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Comments 2
4 min read
AI agent codebase semantic RAG: AST for 30% Fewer Hallucinations

AI agent codebase semantic RAG: AST for 30% Fewer Hallucinations

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9 min read
Production RAG at Scale: HMAC Cookies, Workspace Isolation, Hybrid Retrieval, and Citation Validation

Production RAG at Scale: HMAC Cookies, Workspace Isolation, Hybrid Retrieval, and Citation Validation

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17 min read
The Retrieval Checklist I Wish I'd Had Before Shipping RAG

Shows why 73% of RAG failures happen upstream

The Retrieval Checklist I Wish I'd Had Before Shipping RAG

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Comments 37
11 min read
Migrating an Agentic RAG App to AWS Serverless. #1

Migrating an Agentic RAG App to AWS Serverless. #1

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3 min read
n8n + RAG + MCP: Designing an AI Workflow That Knows Where Its Knowledge Comes From

n8n + RAG + MCP: Designing an AI Workflow That Knows Where Its Knowledge Comes From

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Comments 2
12 min read
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