From Pretraining to Retrieval: A Review of LLMs and RAG Systems.
What is an LLM?
The idea of creating large language models started with a simple concept, what if machines could learn language like humans, by reading a lot of text? A survey by Zhao et al., 2023 loo
bhaveshupadhyay.hashnode.dev11 min read
Marcus Rowe
Editor-in-Chief at TechSifted. Honest, deeply-researched reviews of AI tools. Covering ChatGPT, Claude, Gemini, Midjourney, and 100+ AI prod
Solid overview. One thing worth flagging for practitioners: RAG quality degrades significantly when the retrieval index isn't maintained. Stale or poorly chunked docs in the vector store can produce confident-sounding but wrong answers that are hard to trace back. The retrieval pipeline deserves as much engineering attention as the generation layer.