LLM Basics and Prompt Controls

Learning objectives

• • Explain tokens, context windows, temperature, top-p, and log probabilities
• • Choose between zero-shot, few-shot, and structured prompting
• • Describe what embeddings capture and where they fail

Interview prompts

• • What does temperature change in a decoding process?
• • When do structured outputs matter more than free-form prompting?

Prerequisites