knowledge retrieval

2 weeks ago · ai

Part 4 — Retrieval Is the System

Why Most Practical GenAI Systems Are Retrieval‑Centric - Large language models LLMs are trained on static data, which leads to: - Stale knowledge - Missing dom...

#retrieval-augmented generation #RAG #large language models #knowledge retrieval #AI system design #hallucination mitigation #model vs retrieval
1 month ago · ai

Demystifying Retrieval-Augmented Generation (RAG)

Large Language Models LLMs have revolutionized the way we interact with information, but they have a fundamental limitation: their knowledge is frozen at the ti...

#retrieval-augmented generation #RAG #large language models #LLM #knowledge retrieval #prompt engineering #AI
1 month ago · ai

RAG vs Fine-Tuning vs Prompt Engineering: The Ultimate Guide to Choosing the Right AI Strategy

TL;DR - Prompt Engineering improves the model’s behavior, structure, and tone quickly and for free. - Retrieval‑Augmented Generation RAG gives the model access...

#RAG #fine-tuning #prompt engineering #LLM #AI strategy #model optimization #knowledge retrieval