AI Fundamentals Self-Assessment
Finished LLM fundamentals and the agent basics? Time for a quick placement check. The question bank is drawn from the technical section of the AI Proficiency Certification (papers A/B): 22 core checkpoints and 43 questions covering generation mechanisms, hallucination, RAG, agents, tool calling, and prompt engineering.
Generation mechanisms
Token probability continuation, temperature, the tech-stack layers, and what multi-turn conversation memory really is
Hallucination & RAG
Root causes of hallucination, its relationship to creativity, RAG principles and limits, and mitigation approaches
Agents & security
Core agent capabilities, the tool-calling pipeline, prompt engineering principles, and prompt injection
Source: technical section of the AI Proficiency Certification (papers A/B), with company-policy questions removed and questions de-duplicated by checkpoint