A new study introduces the GATE framework, where AI proactively asks questions instead of relying on traditional prompt engineering. GATE captures user preferences more accurately through proactive questioning, enhancing the performance of large models. Application areas include healthcare and law, although the future of prompt engineering remains contentious. The AI community is debating whether prompt engineering will become obsolete and how machine learning training methods may change. This research brings a new approach to AI, warranting further discussion and observation in the future.