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Architecting Rag 2.0 for AI Agent: Design smarter retrieved argumented system for LLM powered automation and agentic intelligence by Kellan, Nova

Architecting Rag 2.0 for AI Agent: Design smarter retrieved argumented system for LLM powered automation and agentic intelligence

by Nova Kellan
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Book cover type: Paperback
  • ISBN13: 9798289548122
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 220
  • Original Price: GBP 13.29
  • Language: English
  • Edition: N/A
  • Item Weight: 391 grams
  • BISAC Subject(s): Artificial Intelligence / Natural Language Processing

Retrieval-Augmented Generation (RAG) 2.0 is the cornerstone of modern AI agent architecture-enabling language models to access external knowledge, maintain long-term context, and perform real-world tasks with accuracy and trust. As LLMs evolve, the fusion of retrieval systems, memory, tool use, and agent orchestration defines the next generation of intelligent applications-across research, diagnostics, enterprise automation, and beyond.

This guide is written by a leading expert in AI systems and data engineering, drawing from production-grade implementations, academic research, and enterprise deployment experience. It reflects 2025's most current technologies covering architectures adopted by OpenAI, Meta, Anthropic, Google DeepMind, and leading open-source innovators.

Architecting RAG 2.0 for AI Agent is your complete, professional guide to designing scalable, modular, and intelligent RAG-based pipelines. You'll learn how to combine vector databases, hybrid retrievers, and LLMs into robust systems with memory, reasoning, and planning. Whether you're developing a chatbot, knowledge assistant, or autonomous agent, this book teaches you how to bridge language understanding with real-time knowledge and tool use.

  • Modular RAG 2.0 system architecture (Retriever ↔ Augmenter ↔ LLM)

  • Long-context handling with vector stores + context-aware models

  • Metadata and provenance tracking for reliability and auditability

  • Retriever tuning, embeddings, and hybrid indexing strategies

  • LLM integration: streaming, token management, and API orchestration

  • Advanced agent workflows, tool use, and planning techniques

  • Multimodal RAG systems (text, image, audio, video)

  • Deployment strategies, containerization, and performance monitoring

  • A/B testing, evaluation frameworks, and error debugging

  • Case studies in legal, medical, research, and enterprise AI agents

This book is ideal for AI engineers, data scientists, ML architects, and advanced developers who want to build retrieval-augmented AI agents. It's also suited for technical product managers, researchers, and enterprise teams deploying LLM-powered systems with RAG capabilities in production.

Don't waste months experimenting through trial and error. This guide distills the most effective strategies, architectures, and patterns into actionable insights-saving you countless hours and giving you a competitive edge in deploying AI agent systems that work at scale.

Whether you're augmenting GPT, Claude, or open-source LLMs with your own data, this book gives you the blueprint to build robust, high-performance RAG 2.0 systems today.
Buy Architecting RAG 2.0 for AI Agent now and lead the future of intelligent automation.

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