Few-shot prompting gives Claude a handful of worked examples in the prompt so it infers the pattern you want.
By showing input-output pairs before the real task, you steer format and reasoning without fine-tuning. It is one of the most reliable ways to improve accuracy on structured or niche tasks. Contrast it with zero-shot prompting, where you give instructions but no examples.