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Advanced Prompting Techniques

9 min readUpdated June 22, 2026

Basic prompt structure gets you a long way: a clear task, useful context, explicit constraints, and a format the application can use. Advanced prompting is for the cases where that is not enough.

Use these techniques when the task has several steps, uncertain evidence, tool use, or a known way it tends to fail. The goal is not to write longer prompts. The goal is to make the model's work easier to guide, inspect, and test.

When Simple Prompts Break

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