Скачать или смотреть Building Reliable AI: The 6 Stages of a RAG Pipeline

Building an AI assistant that is both clever and honest is one of the biggest challenges in tech today. This video provides a technical deep dive into Retrieval-Augmented Generation (RAG), the architecture that solves the "hallucination" problem in LLMs.

We walk through the end-to-end roadmap of a RAG system, explaining why semantic search isn't a silver bullet and why "Hybrid Retrieval" is critical for accuracy.

Chapters:

Intro: The Problem with Private Data

What is RAG? (Retrieval-Augmented Generation)

Stage 1 & 2: Data Hygiene and Chunking

Stage 3 & 4: Embeddings and Hybrid Retrieval

Stage 5: The Reliability Layer (Grounding Confidence)

Stage 6: Metrics & Optimization

RAG vs. Fine-Tuning: A Comparison Table