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Knowledge base augmentation Retrieval-Augmented Generation (RAG) is a design pattern that addresses both the two LLM limitations (a) Their knowledge is frozen at training time (b) They don’t “see” your private data (unless you explicitly give it to them). Instead of asking the model to rely solely on what’s stored in its internal parameters, you let […]

Multi-Agent Workflow: Step-by-Step Guide to Building One Multi-agent workflows make AI more reliable and modular. Instead of relying on one large prompt, you break down the work into several specialists — planners, researchers, and writers. This beginner guide walks you through the exact steps needed to build your first simple multi-agent system with clear examples.