A prompt that works today often breaks the moment the input changes slightly, the use case grows, or someone else on the team needs to reuse it and has no idea why it was written that way. That's not a prompt issue, it's the difference between a one-off instruction and something structured enough to hold up: reusable, testable, documented well enough to survive contact with real, messy input.