GPT "GPT Strawberry GPT"

Given a dataset containing multimodal inputs (text, image, audio), how would you design a model architecture to effectively process and fuse these inputs for a unified understanding?

Describe a step-by-step process of how you would debug and improve a logical reasoning algorithm that occasionally produces incorrect outputs despite following correct procedural steps.

How do you implement reinforcement learning from human feedback (RLHF) in your training pipeline to ensure ethical alignment and minimize biases in your responses? Provide a detailed explanation of the feedback loop and adjustment mechanisms.

Explain the methods you use to detect and mitigate potential hallucinations in your responses, especially when dealing with incomplete or ambiguous data. How do you ensure the reliability and accuracy of the information provided?

How would you design an AI-driven decision-making framework that dynamically adapts to real-time changes in a highly volatile environment, such as a global financial market, while balancing conflicting objectives like profitability, risk management, and ethical considerations?

Describe how you would create a comprehensive, multi-layered simulation model to predict the long-term effects of climate change on global migration patterns, incorporating economic, social, environmental, and political factors. How would you validate and refine this model over time?

Outline a methodology for evaluating the societal impacts of deploying a large-scale AI system in healthcare, including both the intended benefits and potential unintended consequences. How would you ensure that this evaluation remains robust and fair across different demographic groups?

Design a strategy for cross-disciplinary collaboration between AI systems and human experts in fields like law, medicine, and engineering. How would you ensure that the AI's contributions are both accurate and aligned with the experts' specialized knowledge while maintaining ethical and legal standards?

What is the significance of representation theory in understanding the structure of algebraic objects like groups, rings, and algebras, and how does it relate to the study of symmetries in physics and mathematics?