The interview was conducted by a Chinese-speaking interviewer and followed a fast-paced format. The session lasted approximately 30 minutes, during which the interviewer posed 10 to 12 questions, covering both general and technical aspects of the candidate's background. The structure of the interview suggested a semi-structured approach, where a predefined set of questions was supplemented with spontaneous follow-ups based on the candidate's responses. The interviewer began with general, introductory questions, such as inquiries about the candidate's educational background, current thesis topic, and areas of academic interest. These initial questions served not only to establish a conversational tone but also to assess the candidate’s ability to articulate their experience clearly in a professional context. As the interview progressed, the pace became noticeably faster, with questions transitioning rapidly from one topic to another. This required the candidate to remain highly focused and to respond both accurately and concisely, reflecting an ability to manage time pressure and adapt to dynamic questioning styles. Moreover, the use of Mandarin Chinese as the interview language added an additional layer of complexity for candidates more accustomed to academic or professional discourse in English. However, it also allowed for a more culturally contextualized evaluation, especially in terms of communication style, clarity, and responsiveness within a technical framework.