Evaluation, RAG and Generative AI

Choosing the metric that matches the decision, not the one that flatters the model. Precision, recall, F1, ROC-AUC and PR-AUC, detection metrics, threshold selection, and the generative-AI failure modes that matter in production: hallucination, prompt injection, context limits, retrieval failure and post-deployment monitoring.