Explore AI Engineering and Product Development

Notes, summaries, and practical insights on AI, software engineering, product thinking, and the things I learn along the way.

A visual concept of Retrieval-Augmented Generation (RAG): search + context + grounded response

Jan 4, 2026

RAG in Practice: Building Reliable LLM Apps with Retrieval-Augmented Generation

Retrieval-Augmented Generation (RAG) is the fastest path to trustworthy, up-to-date LLM applications. This guide explains how RAG works, what breaks in production, and how to design a robust pipeline—from chunking and embeddings to evaluation and guardrails.

10 MIN