RAG Archives – EntropySol AI

Tag: RAG

AI Accuracy, AI Development, Embedding Models, Encoders, FAISS, Knowledge Grounding, Large Language Models, LLMs, RAG, Retrieval Augmented Generation, Similarity Search, Vector Databases

The RAG Revolution: Powering AI with Encoders and FAISS for Real-time Knowledge

Ibrahim

June 3, 2025

The promise of truly intelligent AI that provides accurate, up-to-date, and context-aware responses is being realized through Retrieval-Augmented Generation (RAG). This innovative technique significantly enhances large language models (LLMs) by grounding their answers in external, verifiable knowledge. But how does RAG efficiently sift through vast datasets to find relevant information in real time? The answer…
Continue Reading
AI Development, AI Frameworks, Generative AI, LangChain, Large Language Models, LLMs, Machine Learning, OpenAI, Python AI, RAG

LLM Applications: A Deep Dive into LangChain

Ibrahim

June 3, 2025

The rise of Large Language Models (LLMs) has opened up an unprecedented era for AI applications. However, building truly intelligent, robust, and dynamic applications with LLMs often requires more than just calling an API; it demands orchestration, integration with external data, and complex reasoning. This is precisely where LangChain emerges as a game-changer. As an…
Continue Reading