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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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Understanding Embeddings easily.

Understanding Embeddings easily.

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3 min read
I Stacked 4 More Context Layers on Top of RAG. Sonnet Got 12% Better. Haiku Got 14% Worse.

I Stacked 4 More Context Layers on Top of RAG. Sonnet Got 12% Better. Haiku Got 14% Worse.

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5 min read
From Problems to Patterns: Generative AI in .Net (C#)

From Problems to Patterns: Generative AI in .Net (C#)

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3 min read
I Was Scraping Google Scholar at 2am. There Had to Be a Better Way.

I Was Scraping Google Scholar at 2am. There Had to Be a Better Way.

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6 min read
When Should You Use Text2Cypher in a GraphRAG Pipeline

When Should You Use Text2Cypher in a GraphRAG Pipeline

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4 min read
Graph RAG vs Vector RAG: When to Use Each

Graph RAG vs Vector RAG: When to Use Each

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4 min read
I built a self-hosted RAG system for Journalism — What Production Retrieval Taught Me

I built a self-hosted RAG system for Journalism — What Production Retrieval Taught Me

1
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5 min read
How a Single PDF Can Poison 100 RAG Systems: The Vulnerability We Aren't Talking About

How a Single PDF Can Poison 100 RAG Systems: The Vulnerability We Aren't Talking About

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4 min read
Como treinei uma IA de suporte com histórico real de atendimento: da conversa bruta ao RAG em produção

Como treinei uma IA de suporte com histórico real de atendimento: da conversa bruta ao RAG em produção

1
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11 min read
I tested 7 vector databases for my RAG stack in 2026, here's the one nobody is talking about (yet)

I tested 7 vector databases for my RAG stack in 2026, here's the one nobody is talking about (yet)

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2 min read
One Knowledge Base, All AI Models With Citations

One Knowledge Base, All AI Models With Citations

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1 min read
I was embarrassed by my RAG demo. Turns out the bug was never in my code.

I was embarrassed by my RAG demo. Turns out the bug was never in my code.

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3 min read
Four Metrics That Actually Tell You Whether Your Enterprise RAG Is Working

Four Metrics That Actually Tell You Whether Your Enterprise RAG Is Working

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4 min read
Applied AI: Orchestration Platforms, Airflow Integration, & Claude Code Workflows

Applied AI: Orchestration Platforms, Airflow Integration, & Claude Code Workflows

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3 min read
Security Controls in Enterprise RAG: Keys, Audit Logs, and the Hierarchy That Prevents Role Elevation

Security Controls in Enterprise RAG: Keys, Audit Logs, and the Hierarchy That Prevents Role Elevation

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5 min read
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