Production RAG Pipeline

Build retrieval-augmented generation from scratch to production

Master Retrieval-Augmented Generation — from chunking strategies to evaluation CI/CD. Learn the engineering decisions that separate a weekend prototype from a production system handling millions of queries.

10 levels

What is RAG?Speed Quiz

RAG vs Fine-tuning — know when to use each

5 min+100 XP

Chunking StrategiesPipeline Builder

Build the correct enterprise document processing pipeline

5 min+100 XP

Embedding ModelsCost Optimizer

Hit the cost target with the right model + quantization combo

5 min+100 XP

Vector DatabasesConcept Matcher

Match the workload to the right vector database

5 min+100 XP

Hybrid Search & RetrievalCode Debugger

Find the 3 bugs in this hybrid search SQL query

5 min+100 XP

Re-rankingDiagnosis Lab

Diagnose the p95 latency problem in this RAG system

5 min+100 XP

Evaluation & CI/CDCode Debugger

Fix the 3 critical bugs in this RAG quality gate pipeline

5 min+100 XP

Advanced RAG PatternsSpeed Quiz

Match each query type to the correct RAG architecture

5 min+100 XP

Production RAG Cost & LatencyCost Optimizer

Cut the naive $2.50/request pipeline to under $0.30

7 min+150 XP

Interview GauntletSpeed Quiz

10 questions. Every senior AI engineer is asked these.

8 min+200 XP