Prompt Engineering Patterns
Reusable prompt patterns and when to use them.
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mindmap
root((Prompt patterns))
Zero-shot
direct instruction
persona prompt
Few-shot
in-context examples
chain-of-examples
Chain-of-thought
"Let's think step by step"
self-consistency vote
Tool / function calling
JSON-schema output
parallel tool calls
Structured output
JSON / XML scaffolds
grammar-constrained
Retrieval-augmented
embed → top-K → answer
citation requirement
Meta-prompting
self-critique
iterative refinement