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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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Collecting knowledge fails because of people. So we built an AI colleague.

Collecting knowledge fails because of people. So we built an AI colleague.

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8 min read
'That,' 'this page,' and 'that one' are different: 1 win and 3 losses by treating pronouns uniformly

'That,' 'this page,' and 'that one' are different: 1 win and 3 losses by treating pronouns uniformly

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6 min read
What Is RAG? Retrieval-Augmented Generation Explained

What Is RAG? Retrieval-Augmented Generation Explained

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3 min read
LLM Wiki's Two-Step Chain-of-Thought Ingest: How Incremental Cache and Source Traceability Replace Traditional RAG

LLM Wiki's Two-Step Chain-of-Thought Ingest: How Incremental Cache and Source Traceability Replace Traditional RAG

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6 min read
I built a Mac app that turns document folders into RAG-ready Markdown — locally

I built a Mac app that turns document folders into RAG-ready Markdown — locally

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3 min read
How to Build a Company Data Crawler in Python

How to Build a Company Data Crawler in Python

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1 min read
I Built CollabFlow: A Real-Time Collaboration Platform with AI-Powered Document Search

I Built CollabFlow: A Real-Time Collaboration Platform with AI-Powered Document Search

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2 min read
How to Build an AI Customer Support Chatbot (and Make It Upsell)

How to Build an AI Customer Support Chatbot (and Make It Upsell)

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7 min read
Agentic RAG vs Traditional RAG in .NET (2026) — When Each Wins, Semantic Kernel Code, Production Metrics

Agentic RAG vs Traditional RAG in .NET (2026) — When Each Wins, Semantic Kernel Code, Production Metrics

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4 min read
I Tried to Learn RAG and Got Stuck on API Costs. Turns Out My CPU Could Do the Expensive Bit.

I Tried to Learn RAG and Got Stuck on API Costs. Turns Out My CPU Could Do the Expensive Bit.

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6 min read
A RAG chatbot on your company knowledge base: what it is and when it pays off

A RAG chatbot on your company knowledge base: what it is and when it pays off

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5 min read
Practice RAG Retrieval Metrics Offline — A Tiny Stdlib Eval Loop (Synthetic Data)

Practice RAG Retrieval Metrics Offline — A Tiny Stdlib Eval Loop (Synthetic Data)

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5 min read
Agentic Synthetic Data Generation

Agentic Synthetic Data Generation

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1 min read
RAG Systems Are Eating the World: Building Retrieval-Augmented Generation in Python

RAG Systems Are Eating the World: Building Retrieval-Augmented Generation in Python

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3 min read
The answer was at rank 7

The answer was at rank 7

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11 min read
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