Few-shot prompting means giving the AI - examples before your request. You show the pattern you want, then ask for more of the same.
Instead of explaining your error format, show it: "Error: [code] - [message]". Then say "format these errors the same way." The AI extracts the pattern and applies it.
Few-shot beats zero-shot when you have specific conventions. The examples teach the model faster than descriptions would.