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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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Cover image for How a RAG Agent Helped My Father's Shoulder Treatment (And Saved ₹30,000).

Jan 22

How a RAG Agent Helped My Father's Shoulder Treatment (And Saved ₹30,000).

#ai #vectordatabase #rag #insurance

5 min read

Cover image for I Built an AI Ops Assistant That Replaced $2,400/month in SaaS — In 3 Days, for Under $100/month

Stephen Goldberg for Harper

Feb 25

I Built an AI Ops Assistant That Replaced $2,400/month in SaaS — In 3 Days, for Under $100/month

#showdev #vibecoding #ai #rag

9 min read

Cover image for The RAG System That Retrieved Perfect Chunks (But Answered Wrong Anyway)

FARHAN HABIB FARAZ

Jan 22

The RAG System That Retrieved Perfect Chunks (But Answered Wrong Anyway)

#discuss #rag #chunking #ai

4 min read

Feb 25

Building an Explainable Graph RAG System with SAGE (JSON-LD, Percentile Pruning, Multi-Hop Retrieval)

#ai #java #llm #rag

3 min read

Cover image for The RAG System That Mixed Documentation From Different Products (And Created Frankenstein Instructions)

FARHAN HABIB FARAZ

Jan 22

The RAG System That Mixed Documentation From Different Products (And Created Frankenstein Instructions)

#retrieval #rag #ai #automation

5 min read

Cover image for The RAG System That Found Contradicting Answers (And Confidently Picked The Wrong One)

FARHAN HABIB FARAZ

Jan 22

The RAG System That Found Contradicting Answers (And Confidently Picked The Wrong One)

#discuss #contradictions #rag #ai

4 min read

Cover image for Building an Autonomous RFP Response Engine with Python

Jan 22

Building an Autonomous RFP Response Engine with Python

#python #rag #ai #automation

5 min read

Zack Siri

Feb 24

Synthetic Benchmarks Are Clean. Agent Workflows Are Not.

#ai #agents #rag

2 min read

Cover image for Beyond RAG: Building Self Healing Vector Indexes with Elasticsearch for Production Grade Agentic Systems

Feb 24

Beyond RAG: Building Self Healing Vector Indexes with Elasticsearch for Production Grade Agentic Systems

#elasticsearch #vectorsearch #rag #machinelearning

13 min read

Feb 24

Why I Split One LangGraph Agent into Four Running in Parallel

#python #langchain #database #rag

6 min read

Cover image for Understanding LangChain and Vector Embeddings: The Power Duo of Modern AI Applications

Ananya S

Feb 23

Understanding LangChain and Vector Embeddings: The Power Duo of Modern AI Applications

#ai #langchain #vectordatabase #rag

5 min read

vapmail16

Feb 24

RAG From Scratch: Build a System That Answers Questions From Your Docs

#ai #rag #tutorial #python

5 min read

Feb 24

Elasticsearch: Best Memory for Agents

#agents #ai #database #rag

9 min read

Cover image for The FAQ Bot That Made Up Answers When It Couldn’t Find Real Ones

FARHAN HABIB FARAZ

Jan 21

The FAQ Bot That Made Up Answers When It Couldn’t Find Real Ones

#discuss #rag #hallucination #ai

4 min read

Feb 24

Hybrid Search for E-commerce: When Keywords Alone Fail

#python #machinelearning #database #rag

3 min read

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