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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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Building RAG that doesn't hallucinate

Building RAG that doesn't hallucinate

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4 min read
Self-RAG: Let the Model Decide When to Retrieve, Then Grade Itself

Self-RAG: Let the Model Decide When to Retrieve, Then Grade Itself

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1 min read
How Japan’s Research Labs Are Building RAG Systems That Actually Work — And What Western Teams Keep Getting Wrong

How Japan’s Research Labs Are Building RAG Systems That Actually Work — And What Western Teams Keep Getting Wrong

1
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4 min read
Replacing Cross-Encoder Reranking with a Weighted Hybrid Score

Replacing Cross-Encoder Reranking with a Weighted Hybrid Score

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5 min read
1st post

1st post

Comments 1
1 min read
Fine-tuning vs RAG: Two Ways to Teach an LLM

Fine-tuning vs RAG: Two Ways to Teach an LLM

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1 min read
AI Agent Orchestration: Proxmox Automation, OpenAI Data Agents & Azure Serverless Runtime

AI Agent Orchestration: Proxmox Automation, OpenAI Data Agents & Azure Serverless Runtime

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3 min read
Your RAG Retrieved the Right Documents but Still Gave the Wrong Answer

Your RAG Retrieved the Right Documents but Still Gave the Wrong Answer

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2 min read
Agentic RAG with OpenSearch Serverless: Anatomy of a Pattern

Agentic RAG with OpenSearch Serverless: Anatomy of a Pattern

Comments 1
9 min read
Day 1/60: Building My First RAG Agent for Developers

Day 1/60: Building My First RAG Agent for Developers

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1 min read
Why RAG Pipelines Fail on East African Documents — and the Document Intelligence Engine I Built to Fix It

Why RAG Pipelines Fail on East African Documents — and the Document Intelligence Engine I Built to Fix It

Comments 1
6 min read
I built a Threat Intelligence RAG System from scratch — here's what actually broke

I built a Threat Intelligence RAG System from scratch — here's what actually broke

Comments 1
1 min read
Building Minyut: An Embeddable RAG Chatbot in One Script Tag

Building Minyut: An Embeddable RAG Chatbot in One Script Tag

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4 min read
Stop telling your RAG bot not to hallucinate. Make it impossible.

Stop telling your RAG bot not to hallucinate. Make it impossible.

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4 min read
LLM Fallback in Production, Agentic eCommerce, and GitHub Copilot for Parallel Agents

LLM Fallback in Production, Agentic eCommerce, and GitHub Copilot for Parallel Agents

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3 min read
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