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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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Why Your AI Cites Real Sources That Never Said That (And the 3-Layer Fix)
Cover image for Why Your AI Cites Real Sources That Never Said That (And the 3-Layer Fix)

Why Your AI Cites Real Sources That Never Said That (And the 3-Layer Fix)

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6 min read
Hierarchical RAG Explained: Knowledge Bases for Long-Term Agents

Hierarchical RAG Explained: Knowledge Bases for Long-Term Agents

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6 min read
I built an AI chat that searches your work tools and cites its sources

I built an AI chat that searches your work tools and cites its sources

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2 min read
I Built a Meeting Intelligence Platform Because I Was Drowning in Context-Switching

I Built a Meeting Intelligence Platform Because I Was Drowning in Context-Switching

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3 min read
Cosine Similarity Failed Our RAG on Exact Terms — BM25 Fixed It

Cosine Similarity Failed Our RAG on Exact Terms — BM25 Fixed It

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6 min read
I Built an NL2SQL Agent for IPL Cricket While Learning How AI Agents Actually Work

I Built an NL2SQL Agent for IPL Cricket While Learning How AI Agents Actually Work

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5 min read
I Added Langfuse to My RAG App and It Immediately Caught Two Bugs

I Added Langfuse to My RAG App and It Immediately Caught Two Bugs

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7 min read
Building an Enterprise RAG System for Non-English Documents: A Turkish Case Study

Building an Enterprise RAG System for Non-English Documents: A Turkish Case Study

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4 min read
5 Critical Failures We Hit Shipping a Multi-Tenant RAG Chatbot to 500+ Enterprises

5 Critical Failures We Hit Shipping a Multi-Tenant RAG Chatbot to 500+ Enterprises

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5 min read
Building an Enterprise RAG System for Non-English Documents

Building an Enterprise RAG System for Non-English Documents

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5 min read
Why Naive Similarity Search Will Destroy Your RAG Agent (And What To Do Instead)

Why Naive Similarity Search Will Destroy Your RAG Agent (And What To Do Instead)

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4 min read
Why RAG Is Failing at Complex Questions (And How Knowledge Graphs Fix It)
Cover image for Why RAG Is Failing at Complex Questions (And How Knowledge Graphs Fix It)

Why RAG Is Failing at Complex Questions (And How Knowledge Graphs Fix It)

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6 min read
RAG Is Not Dead: Advanced Retrieval Patterns That Actually Work in 2026

RAG Is Not Dead: Advanced Retrieval Patterns That Actually Work in 2026

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6 min read
Implementing a RAG system: Run

Implementing a RAG system: Run

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6 min read
Our Group project was chaos until this agent

Our Group project was chaos until this agent

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6 min read
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