- Interview prompt prefix: Chinese -> English
- Sub-query decomposition: Chinese -> English
- Agent selection: Chinese -> English
- Interview questions: Chinese -> English
- Interview summary: Chinese -> English
- Error messages: Chinese -> English
- to_text() labels: Chinese -> English
This ensures get_language_instruction() actually controls output language
instead of being overridden by Chinese prompt context.