RAG
Welcome back to our LangGraph series! In our previous post, we explored the fundamental concepts of LangGraph by building a Visual Web Browser Agent that could navigate, see, scroll, and summarize
GraphRAG is a pivotal research from Microsoft improving the shortcomings of naive RAG by employing structured Knowledge graph which includes entities, relations, claims etc, for traceability by traversing multi-hop nodes.
- Generative AI, LLMs, NLP, RAGs
AI, being no longer confined to passive algorithms, is transforming itself into autonomous agents that can perceive, reason, and act with increasing intelligence. These agents are designed to navigate uncertainty,
This article discusses the architecture of LightRAG from HKU, exploring its in-depth internal workings and comparing it with GraphRAG and NaiveRAG for local document analysis.
In this article, we explore RAG with LLMs using LangChain and Hugging Face Transformers.