How to Evaluate Your RAG System — Auto-Eval Pipeline in Python (Day 6)

Description

Your RAG system works. But would you trust it in production? In this episode of the Production AI Systems series, we build an Auto-Evaluation layer that grades RAG answers using a stronger model. No vibe checks. No guessing. No manual testing. We implement: Ground truth comparison LLM-as-a-judge scoring Pass / Fail thresholds Automated alerts Evaluation dataset logging This is how real AI teams measure quality. PHASE 4: The Shield Source Code : https://github.com/3sigmacode/7-day-ai-sprint DAY 6: The Judge (Evaluation) Next: Can your system be hacked? (Day 7) #AI #RAG #MachineLearning #LLM #productionai rag evaluation retrieval augmented generation rag system production llm evaluation auto eval rag gpt 4 evaluation ai system design machine learning engineering production ai systems rag tutorial ai qa system how to evaluate llm ai engineering roadmap build rag system neural network evaluation