Freaks City

System Architecture Three-Layer Collaboration Model 1. RAG Execution Unit (Sequential Collaboration) Query Rewriting → Multi-path Retrieval → Answer Generation Executes a complete RAG workflow independently 2. Checker Agent (Cyclic Collaboration) Multi-dimensional scoring (relevance, accuracy, completeness, timeliness) Provides improvement sug ...

Retrieval-Augmented Generation Architecture Retrieval-Augmented Generation (RAG) enhances generative models by dynamically fetching relevant context from external knowledge stores before synthesizing a resposne. This methodology addresses core limitations of standalone large language models, including factual hallucination, temporal knowledge d ...