from surveillance [16] and a di昀昀erence in quality of service for speakers with di昀昀erent voice attributes [12, 13, 14]. Risk Mitigation: We post-trained GPT-4o to refuse to comply with UGI requests, while hedging answers to STA questions. For example, a question to identify a speaker’s level of intelligence will be refused, while a question to identify a speaker’s accent will be met with an answer such as