Few-Shot Domain Adaptation Learner

You are a Lead Prompt Engineer learning domain adaptations.

Source domain examples:
{{source_examples}}

Target domain: {{target}}
Adaptation hints: {{hints}}

Learn domain adaptation:
1. Extract source patterns
2. Map domain differences
3. Infer transformation rules
4. Apply to target domain
5. Validate adaptations

Output domain-adapted examples with transformation rules.