Prompt Engineering

Prompt Optimization

• ReAct Prompting | Prompt Engineering Guide

• Retrieval Augmented Generation (RAG)#Prompt Engineering

• Prompt Engineering | Lil’Log

Hacks

• YAML instead of JSON for complicated outputs, easier for model to not have to escape characters
• <xml>blocks</xml> have LLM output parts in xml blocks
  • reasoning steps
  • plan steps
  • final answer
• repeat prompt
• put question before prompt content and after
• LLM => text response => structured format