Few-Shot Prompting for Background Disclosure Scripts

Few-shot prompting is a technique where you give an AI model two or three examples of the kind of output you want before asking it to generate something new, training it on tone and structure without any formal fine-tuning. In a reentry context, this means showing AI a sample disclosure statement that landed well and asking it to produce variations tailored to different employers or roles.

This approach is especially powerful for people navigating sensitive conversations because it lets you teach the AI the exact level of candor, confidence, and brevity that works for your situation, producing scripts that do not sound generic or defensive.