Posts with Tag: retrieval_augmented_generation

CAG vs. RAG in N8N: Choosing the Right Retrieval Technique for Your AI Workflows

Large Language Model (LLM) context windows have exploded recently, paving the way for techniques like Cache-Augmented Generation (CAG). But does this newcomer replace the established Retrieval-Augmented Generation (RAG)? This article dives deep into both methods, exploring their mechanics, pros, con...…
in AI, LLMs, N8N, Automation

Beyond Basic RAG: Supercharge Your AI Agent's Accuracy with LightRAG

Struggling to push your Retrieval-Augmented Generation (RAG) accuracy past the frustrating 50-75% mark? Basic implementations often fall short for real-world AI solutions. This article introduces LightRAG, a powerful open-source framework designed to elevate your RAG performance by integrating knowl...…
in AI, RAG, LLMs