Mentor: Why did you choose this project? Student: I want to build an AI assistant for communication. Mentor: Why is that useful? Student: Because many students and junior engineers cannot explain ideas clearly under pressure. Mentor: Why should this use AWS? Student: AWS provides storage, transcription, AI analysis, workflow orchestration, and monitoring as managed services. Mentor: What happens if AI is wrong? Student: The system should be used as coaching feedback, not final truth. The user must review the output. Mentor: Why is the project not real time? Student: Real-time audio adds latency, privacy, and demo risk. Post-conversation reflection is safer and more realistic for a bootcamp final project.