Safety & Evaluation

Generative AI learning path

Master safety & evaluation through 10 carefully ordered interview questions. Each lesson includes a detailed explanation, practical example, common mistakes, and an interview-ready summary.

10 questions3 easy · 4 medium · 3 hard difficulty mix≈ 50 min total study time

Start this learning path →

Quick knowledge check

Test your Safety & Evaluation knowledge

Match five interview questions to their best answers. Your result stays on this device.

Table of contents

Work through the questions in order for a guided path, or jump directly to the concept you want to review.

01What are hallucinations in generative AI?medium · mid level · 5 min read→02How do you evaluate an LLM application?easy · junior level · 5 min read→03What is groundedness?hard · senior level · 5 min read→04How do you defend against prompt injection?medium · mid level · 5 min read→05How should sensitive data be handled in AI applications?easy · junior level · 5 min read→06What are guardrails?hard · senior level · 5 min read→07How do you reduce harmful or biased outputs?medium · mid level · 5 min read→08What is human-in-the-loop review?easy · junior level · 5 min read→09How do you monitor a generative AI system in production?hard · senior level · 5 min read→10How do you design a safe fallback when the model is uncertain?medium · mid level · 5 min read→