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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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Ok RAG, but what about data extraction from documents?

Ok RAG, but what about data extraction from documents?

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1 min read
Actions, Not Just Chat

Actions, Not Just Chat

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2 min read
Accessing Low Level Vector APIs

Accessing Low Level Vector APIs

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6 min read
How Data Formatting (Line Breaks and Indentation) Affects LLM Response Accuracy in RAG

How Data Formatting (Line Breaks and Indentation) Affects LLM Response Accuracy in RAG

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4 min read
Why Your AI Agents Keep Dropping the Ball—and How LangChain Plus PyTorch Can Salvage Your Solo Gig
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Why Your AI Agents Keep Dropping the Ball—and How LangChain Plus PyTorch Can Salvage Your Solo Gig

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6 min read
Why Your RAG System is Failing: The Graph Database Secret That Boosted Our Retrieval Accuracy by 60%
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Why Your RAG System is Failing: The Graph Database Secret That Boosted Our Retrieval Accuracy by 60%

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7 min read
Generative AI in Fintech : A PPT

Generative AI in Fintech : A PPT

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2 min read
Behind the Scenes: How I Built ResumeMatcher’s RAG Pipeline

Behind the Scenes: How I Built ResumeMatcher’s RAG Pipeline

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3 min read
Beyond Vector Search: Building a RAG That *Actually* Understands Your Data

Beyond Vector Search: Building a RAG That *Actually* Understands Your Data

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7 min read
Why Evals and Observability Should Be an AI Builder’s Top Concern

Why Evals and Observability Should Be an AI Builder’s Top Concern

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7 min read
Medical Chatbots with RAG
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Medical Chatbots with RAG

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6 min read
🚀 Free RAG Learning Path: From Basic to Multi-Agent Systems (143 Files, 70+ Technologies)

🚀 Free RAG Learning Path: From Basic to Multi-Agent Systems (143 Files, 70+ Technologies)

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4 min read
Beyond Basic Chunks: Supercharge Your RAG with Docling and OpenSearch

Beyond Basic Chunks: Supercharge Your RAG with Docling and OpenSearch

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9 min read
94% of RAG Systems Have No Backup Plan: The $2M Disaster That Proves It
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94% of RAG Systems Have No Backup Plan: The $2M Disaster That Proves It

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5 min read
RAG Chunking Strategies That Actually Work (and Why Most Don’t)
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RAG Chunking Strategies That Actually Work (and Why Most Don’t)

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4 min read
You Don't Know RAG. You Know Simple RAG.

You Don't Know RAG. You Know Simple RAG.

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4 min read
Traditional RAG vs Agentic RAG: How AI is Learning to Think for Itself
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Traditional RAG vs Agentic RAG: How AI is Learning to Think for Itself

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4 min read
# Medical RAG Architecture Overview #llmszoomcamp

# Medical RAG Architecture Overview #llmszoomcamp

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5 min read
# Medical RAG Architecture Overview #llmszoomcamp

# Medical RAG Architecture Overview #llmszoomcamp

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5 min read
Building Custom Evaluators for AI Applications: A Technical Guide to AI Quality Assessment

Building Custom Evaluators for AI Applications: A Technical Guide to AI Quality Assessment

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19 min read
A-Modular-Kingdom

A-Modular-Kingdom

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4 min read
# Data Ingestion & Vector Store #llmszoomcamp

# Data Ingestion & Vector Store #llmszoomcamp

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2 min read
RAG LLM: Why Your AI Costs 10x More Than It Should (And How to Fix It)
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RAG LLM: Why Your AI Costs 10x More Than It Should (And How to Fix It)

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5 min read
Prompt Caching Slashed My AI Bills by 90%. Here's What Nobody Tells You.
Cover image for Prompt Caching Slashed My AI Bills by 90%. Here's What Nobody Tells You.

Prompt Caching Slashed My AI Bills by 90%. Here's What Nobody Tells You.

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5 min read
AI-Powered Resume & Job Description Matching with RAG
Cover image for AI-Powered Resume & Job Description Matching with RAG

AI-Powered Resume & Job Description Matching with RAG

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1 min read
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