Database

Chain-of-thought prompting to elicit step-by-step reasoning from language models

Prompt evaluation and testing methodologies for measuring and improving prompt quality

Few-shot example prompting to guide model behavior through demonstration

Multi-step prompt chains that decompose complex tasks into sequential LLM calls

RAG prompt patterns for grounding model responses in retrieved context documents

Role and persona prompting to shape model expertise, tone, and perspective

Techniques for reliably extracting structured JSON and typed data from language models

System prompt design for establishing persistent model behavior and constraints