Stage 3 Handbook : Retrieval Augmented Generation (RAG)
€ 40,00 exl. VAT
A practical handbook for building production‑grade Retrieval‑Augmented Generation systems. Learn embeddings, chunking, vector search, hybrid retrieval, and context budgeting, the techniques that give LLMs real knowledge with hands-on scripts. Part of the 8‑Stage LLM Engineering Roadmap. If you haven’t completed Stage 2 yet, the Prompting & Context Engineering Handbook is recommended.
The Stage 3 Handbook: Retrieval‑Augmented Generation is your end‑to‑end guide to building RAG systems that actually work in production. This stage is where your applications stop hallucinating and start behaving like reliable, knowledge‑grounded systems. You’ll learn how to use embeddings effectively, design chunking strategies that preserve meaning, choose and configure vector databases, and combine semantic and keyword search for maximum precision.
Inside, you’ll find a focused set of articles covering embeddings, chunking, vector search, hybrid retrieval, re‑ranking, and context‑window budgeting. These are the practical, experience‑driven techniques that transform RAG from a buzzword into a robust engineering discipline. The package also includes the corresponding scripts and their generated outputs, so you can see each technique applied practically.
If you haven’t completed Stage 2 yet, I recommend starting with the Prompting & Context Engineering Handbook, which lays the foundation for how LLMs interpret and use retrieved information. And if you want a full overview of all eight stages, you can explore the roadmap article linked on this page.
Format: Digital download (PDF)
Build retrieval that’s accurate. Deliver context that’s relevant. Turn LLMs into systems you can trust.
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Review
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Highly recommended for anyone looking to learn RAG. RAG always seemed like a complex and multi-layered field to me, and I struggled to find a well-organized resource until I came across this handbook. It explains complex concepts in a simple, structured, and easy-to-follow way while clearly showing how the different components fit together. The handbook also achieves an excellent balance between theoretical foundations and practical engineering insights, making it a valuable resource for both beginners and practitioners.