Intelligent Automation with Hybrid RAG Foundations

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Bol Hybrid RAG Foundations equips practitioners with the practical know-how to build AI automations that are not only fluent, but verifiable. From the fundamentals of Retrieval-Augmented Generation to the discipline of knowledge-graph modeling, this book walks beginners and intermediate engineers through step-by-step patterns for creating trustworthy workflows using knowledge graphs, n8n orchestration, and GPT-class models.You'll learn how to: - design RAG pipelines that reduce hallucination and factual drift;- combine vector search with structured KGs for deterministic answers;- orchestrate ingestion, retrieval, and LLM synthesis in n8n;- validate outputs with citation checks, confidence scoring, and human-in-the-loop gates.Packed with engineering blueprints, testing strategies, and real-world examples (customer support, compliance, research assistants), this practical guide focuses on reliability and governance as first principles-not afterthoughts. Whether you're building your first automation or hardening production systems, this book gives you the patterns, templates, and operational checklists to ship AI workflows that scale-and that stakeholders can trust.

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Hybrid RAG Foundations equips practitioners with the practical know-how to build AI automations that are not only fluent, but verifiable. From the fundamentals of Retrieval-Augmented Generation to the discipline of knowledge-graph modeling, this book walks beginners and intermediate engineers through step-by-step patterns for creating trustworthy workflows using knowledge graphs, n8n orchestration, and GPT-class models.You'll learn how to: - design RAG pipelines that reduce hallucination and factual drift;- combine vector search with structured KGs for deterministic answers;- orchestrate ingestion, retrieval, and LLM synthesis in n8n;- validate outputs with citation checks, confidence scoring, and human-in-the-loop gates.Packed with engineering blueprints, testing strategies, and real-world examples (customer support, compliance, research assistants), this practical guide focuses on reliability and governance as first principles-not afterthoughts. Whether you're building your first automation or hardening production systems, this book gives you the patterns, templates, and operational checklists to ship AI workflows that scale-and that stakeholders can trust.


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Merk Independently Published
EAN
  • 9798263548551
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