MemotivaPrompt Engineering Patterns: Prompt Chaining, Decomposition, and Multi-Step Workflows

What are the advantages of prompt chaining over a single complex prompt?

Prompt Engineering Patterns: Prompt Chaining, Decomposition, and Multi-Step Workflows

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What are the advantages of prompt chaining over a single complex prompt?

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Chaining makes each step focused and easier to debug, allows validation between steps, enables routing different steps to different models for cost optimization, makes outputs more reliable because each prompt does one thing well, and supports caching of intermediate results. The cost is more total LLM calls and more orchestration logic.
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